%%javascript
IPython.notebook.kernel.execute(`notebookName = '${IPython.notebook.notebook_name}'`)

notebookName

'GAN-tfex.ipynb'

# Python ≥3.5 is required
import sys
assert sys.version_info >= (3, 5)

# Scikit-Learn ≥0.20 is required
import sklearn
assert sklearn.__version__ >= "0.20"

# TensorFlow ≥2.0 is required
import tensorflow as tf
from tensorflow import keras
assert tf.__version__ >= "2.0"

# Common imports
import numpy as np
import os

# To plot pretty figures
%matplotlib inline
import matplotlib as mpl
import matplotlib.pyplot as plt
mpl.rc('axes', labelsize=14)
mpl.rc('xtick', labelsize=12)
mpl.rc('ytick', labelsize=12)

import pandas as pd
import time

Load data

# Mesh size
nl = 10
nc = 10
print('Grid: ', nl, 'x',nc)

Grid:  10 x 10

import joblib
#joblib.dump(pca_compress, "pca_compress_15.pkl") 
#np.savetxt('X_train_1D.csv', X_train_1D, delimiter=',') 
#np.savetxt('X_train_pca.csv', X_train_pca, delimiter=',') 
#np.savetxt('times.csv', times, delimiter=',') 
#with open('groups.txt','w') as f:
#    f.writelines([g + '\n' for g in groups])

#...
pca_compress = joblib.load("pca_compress_15.pkl") 
X_train_compressed = np.loadtxt('X_train_pca.csv', delimiter=',') 

X_train_1D = np.loadtxt('X_train_1D.csv', delimiter=',') 
times  = np.loadtxt('times.csv', delimiter=',') 
with open('groups.txt') as f:
    groups = [g.strip() for g in f.readlines()]

# PCA recovered
X_recovered = pca_compress.inverse_transform(X_train_compressed)

from tensorflow.keras.models import load_model #conv_ae.save("conv_ae.h5") import joblib #joblib.dump(stdscaler, "stdscaler.pkl") #np.savetxt('X_train_encoded.csv', X_train_encoded, delimiter=',') #np.save('X_train.npy', X_train) #... conv_ae = load_model("conv_ae.h5") stdscaler = joblib.load("stdscaler.pkl") X_train_compressed = np.loadtxt('X_train_encoded.csv', delimiter=',') X_train_1D = np.loadtxt('X_train_1D.csv', delimiter=',') times = np.loadtxt('times.csv', delimiter=',') with open('groups.txt') as f: groups = [g.strip() for g in f.readlines()] X_recovered = conv_ae.layers[1].predict(X_train_compressed) X_recovered = stdscaler.inverse_transform(np.moveaxis(X_recovered,3,1).reshape(len(times),len(groups)*nl*nc))

fig, ax = plt.subplots(1,1, figsize=[20,10])
ax.plot(times, X_train_compressed);
ax.grid()
ax.legend(range(15))

<matplotlib.legend.Legend at 0x7fb532cc0090>

fig, ax = plt.subplots(2,4, figsize=[20,10])
for i, group in enumerate(groups):
    im = ax.flatten()[i].imshow(X_train_1D.reshape(len(times),len(groups),nl,nc)[100,i,:,:])
    fig.colorbar(im, ax=ax.flatten()[i])
    ax.flatten()[i].set_title(group)

fig, ax = plt.subplots(2,4, figsize=[20,10])
for i, group in enumerate(groups):
    im = ax.flatten()[i].imshow(X_recovered.reshape(len(times),len(groups),nl,nc)[100,i,:,:])
    fig.colorbar(im, ax=ax.flatten()[i])
    ax.flatten()[i].set_title(group)

fig, ax = plt.subplots(2,4, figsize=[20,10])
for i, group in enumerate(groups):
    ax.flatten()[i].plot(times, X_train_1D[:,i*nl*nc+4])
    ax.flatten()[i].plot(times, X_recovered[:,i*nl*nc+4],'--')
    ax.flatten()[i].set_title(group)

Prepare data

codings_size = X_train_compressed.shape[1]
X_train_compressed.shape

(3888, 15)

from sklearn.preprocessing import MinMaxScaler
scaler = MinMaxScaler()
X_train_scaled = scaler.fit_transform(X_train_compressed)*2 -1
np.allclose(X_train_compressed, scaler.inverse_transform((X_train_scaled+1)/2))

True

def concat_timesteps(X_train, ntimes, step):
    X_train_concat = []
    for i in range(len(X_train) - ntimes*step):
        X_train_concat.append(X_train[i:i+ntimes*step:step])
    return np.array(X_train_concat)

ntimes = 9 # Consecutive times for the GAN
step = 10 # step between times

X_train_concat = concat_timesteps(X_train_scaled, ntimes, step)
X_train_concat_flatten = X_train_concat.reshape(X_train_concat.shape[0], codings_size*ntimes )

print(X_train_concat.shape)
plt.imshow(X_train_concat[0, :, :])

(3798, 9, 15)

<matplotlib.image.AxesImage at 0x7fb52bce7910>

Train the GAN

BATCH_SIZE = 256
latent_space = 100

# Create a tensorflow dataset and split it into batches
train_dataset = X_train_concat.reshape(X_train_concat.shape[0], 9, 15, 1).astype('float32')
train_dataset = tf.data.Dataset.from_tensor_slices(train_dataset)
train_dataset = train_dataset.shuffle(len(X_train_concat))
train_dataset = train_dataset.batch(BATCH_SIZE)
for data in train_dataset:
    print(data)
    break

tf.Tensor(
[[[[ 0.54287222]
   [-0.40597166]
   [-0.41630243]
   ...
   [ 0.011323  ]
   [-0.74085683]
   [-0.42086544]]

  [[ 0.53951301]
   [-0.73083624]
   [-0.23319592]
   ...
   [-0.20803256]
   [-0.45834411]
   [-0.34901473]]

  [[ 0.53934479]
   [-0.83558684]
   [-0.16389028]
   ...
   [-0.27172372]
   [ 0.20304858]
   [-0.16956751]]

  ...

  [[ 0.6155273 ]
   [ 0.11942392]
   [-0.60538102]
   ...
   [-0.39858656]
   [ 0.11736545]
   [-0.21297723]]

  [[ 0.62103277]
   [ 0.15253961]
   [-0.58653141]
   ...
   [ 0.16446329]
   [-0.05802259]
   [-0.27977953]]

  [[ 0.6117876 ]
   [-0.10137097]
   [-0.43742801]
   ...
   [ 0.11413307]
   [-0.6930764 ]
   [-0.40938443]]]


 [[[ 0.78845449]
   [ 0.35256636]
   [-0.10455502]
   ...
   [-0.05900947]
   [ 0.05119135]
   [-0.21190886]]

  [[ 0.79967883]
   [ 0.43324635]
   [-0.09331628]
   ...
   [-0.10293482]
   [-0.01513991]
   [-0.28409923]]

  [[ 0.7783713 ]
   [ 0.22122382]
   [-0.01479402]
   ...
   [-0.28832642]
   [-0.48902849]
   [-0.36339919]]

  ...

  [[ 0.74150371]
   [-0.22974124]
   [ 0.14842198]
   ...
   [-0.26199708]
   [ 0.29465282]
   [-0.10847536]]

  [[ 0.78598072]
   [ 0.10446574]
   [ 0.10183973]
   ...
   [-0.12967972]
   [ 0.12048456]
   [-0.12675341]]

  [[ 0.81852191]
   [ 0.34115668]
   [ 0.08078858]
   ...
   [ 0.07088904]
   [ 0.03316716]
   [-0.18703171]]]


 [[[-0.15710428]
   [-0.85354947]
   [ 0.0165737 ]
   ...
   [-0.25309487]
   [ 0.13673847]
   [-0.0967032 ]]

  [[-0.11218741]
   [-0.97125772]
   [ 0.07681705]
   ...
   [-0.36090735]
   [ 0.09987866]
   [-0.10950948]]

  [[-0.2148142 ]
   [-0.62531924]
   [-0.1395448 ]
   ...
   [ 0.23248518]
   [-0.57420993]
   [-0.38615902]]

  ...

  [[-0.42365183]
   [ 0.10895915]
   [-0.6021878 ]
   ...
   [ 0.27854858]
   [ 0.38039254]
   [-0.25080486]]

  [[-0.32125444]
   [-0.20696838]
   [-0.41719346]
   ...
   [ 0.14070424]
   [ 0.32919101]
   [-0.06427696]]

  [[-0.17856981]
   [-0.64584917]
   [-0.17263309]
   ...
   [-0.15081679]
   [ 0.2215544 ]
   [-0.06921509]]]


 ...


 [[[-0.38796949]
   [-0.32120804]
   [-0.17317653]
   ...
   [-0.00588507]
   [ 0.19793471]
   [-0.09243925]]

  [[-0.23239306]
   [-0.75742466]
   [ 0.04026396]
   ...
   [-0.17298099]
   [ 0.11209536]
   [-0.09394254]]

  [[-0.15594543]
   [-0.96230605]
   [ 0.13857697]
   ...
   [-0.2900625 ]
   [ 0.09558163]
   [-0.14971771]]

  ...

  [[-0.49070339]
   [ 0.10900237]
   [-0.49635815]
   ...
   [-0.43055525]
   [-0.10694104]
   [-0.35307406]]

  [[-0.51032558]
   [ 0.17888471]
   [-0.53287669]
   ...
   [ 0.15643534]
   [ 0.328706  ]
   [-0.43612015]]

  [[-0.42694081]
   [-0.06650622]
   [-0.3946095 ]
   ...
   [ 0.16168093]
   [ 0.29801313]
   [-0.08305318]]]


 [[[-0.03794584]
   [-0.07218034]
   [-0.91308562]
   ...
   [-0.75046091]
   [-0.01217727]
   [-0.31258128]]

  [[-0.04072556]
   [-0.02375426]
   [-0.93317875]
   ...
   [ 0.45368832]
   [ 0.43494659]
   [-0.27061275]]

  [[ 0.01182246]
   [-0.25775541]
   [-0.75204939]
   ...
   [ 0.45207524]
   [ 0.28230719]
   [-0.08221187]]

  ...

  [[ 0.12805298]
   [-0.63407997]
   [-0.52459881]
   ...
   [ 0.60581909]
   [-0.48059244]
   [-0.27973433]]

  [[ 0.09399163]
   [-0.36105571]
   [-0.74828821]
   ...
   [ 0.00121834]
   [-0.45240305]
   [-0.21449674]]

  [[ 0.0743013 ]
   [-0.17345142]
   [-0.89667487]
   ...
   [-0.74913444]
   [-0.1770799 ]
   [-0.24965864]]]


 [[[-0.43766851]
   [-0.68351466]
   [ 0.37743845]
   ...
   [-0.19694845]
   [ 0.40204582]
   [-0.69120086]]

  [[-0.62079717]
   [-0.22714149]
   [ 0.21252472]
   ...
   [-0.18387048]
   [-0.03923628]
   [ 0.14044975]]

  [[-0.75593141]
   [ 0.10787696]
   [ 0.09254344]
   ...
   [ 0.03598671]
   [-0.05134282]
   [ 0.03302378]]

  ...

  [[-0.59359764]
   [-0.31102127]
   [ 0.24865962]
   ...
   [-0.08519551]
   [-0.21689312]
   [-0.21964461]]

  [[-0.41024582]
   [-0.76224859]
   [ 0.40939164]
   ...
   [ 0.0747645 ]
   [-0.17448573]
   [-0.16931585]]

  [[-0.34732851]
   [-0.91186011]
   [ 0.46055532]
   ...
   [ 0.05343351]
   [-0.05871738]
   [-0.11374191]]]], shape=(256, 9, 15, 1), dtype=float64)

def make_generator_model():
    model = tf.keras.Sequential()
    model.add(keras.layers.Dense(5*4*256, use_bias=False, input_shape=(latent_space,)))
    model.add(keras.layers.BatchNormalization())
    model.add(keras.layers.LeakyReLU())

    model.add(keras.layers.Reshape((5, 4, 256)))

    model.add(keras.layers.Conv2DTranspose(128, (3, 3), strides=(1, 1), padding='same', use_bias=False))
    model.add(keras.layers.BatchNormalization())
    model.add(keras.layers.LeakyReLU())

    model.add(keras.layers.Conv2DTranspose(64, (3, 3), strides=(1, 2), padding='same', use_bias=False))
    model.add(keras.layers.BatchNormalization())
    model.add(keras.layers.LeakyReLU())

    model.add(keras.layers.Conv2DTranspose(1, (3, 3), strides=(2, 2), padding='same', output_padding=[0,0], use_bias=False, activation='tanh'))

    return model

generator = make_generator_model()
generator.summary()

Model: "sequential"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
dense (Dense)                (None, 5120)              512000    
_________________________________________________________________
batch_normalization (BatchNo (None, 5120)              20480     
_________________________________________________________________
leaky_re_lu (LeakyReLU)      (None, 5120)              0         
_________________________________________________________________
reshape (Reshape)            (None, 5, 4, 256)         0         
_________________________________________________________________
conv2d_transpose (Conv2DTran (None, 5, 4, 128)         294912    
_________________________________________________________________
batch_normalization_1 (Batch (None, 5, 4, 128)         512       
_________________________________________________________________
leaky_re_lu_1 (LeakyReLU)    (None, 5, 4, 128)         0         
_________________________________________________________________
conv2d_transpose_1 (Conv2DTr (None, 5, 8, 64)          73728     
_________________________________________________________________
batch_normalization_2 (Batch (None, 5, 8, 64)          256       
_________________________________________________________________
leaky_re_lu_2 (LeakyReLU)    (None, 5, 8, 64)          0         
_________________________________________________________________
conv2d_transpose_2 (Conv2DTr (None, 9, 15, 1)          576       
=================================================================
Total params: 902,464
Trainable params: 891,840
Non-trainable params: 10,624
_________________________________________________________________

noise = tf.random.normal([1, 100])
generated_image = generator(noise, training=False)
print(generated_image.shape)
plt.imshow(generated_image[0, :, :, 0])

(1, 9, 15, 1)

<matplotlib.image.AxesImage at 0x7fb52b7c9710>

def make_discriminator_model():
    model = tf.keras.Sequential()
    model.add(keras.layers.Conv2D(64, (3, 3), strides=(2, 2), padding='same',
                                     input_shape=[9, 15, 1]))
    model.add(keras.layers.LeakyReLU())
    model.add(keras.layers.Dropout(0.3))

    model.add(keras.layers.Conv2D(128, (5, 5), strides=(1, 2), padding='same'))
    model.add(keras.layers.LeakyReLU())
    model.add(keras.layers.Dropout(0.3))

    model.add(keras.layers.Flatten())
    model.add(keras.layers.Dense(1))

    return model

discriminator = make_discriminator_model()
discriminator.summary()

Model: "sequential_1"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
conv2d (Conv2D)              (None, 5, 8, 64)          640       
_________________________________________________________________
leaky_re_lu_3 (LeakyReLU)    (None, 5, 8, 64)          0         
_________________________________________________________________
dropout (Dropout)            (None, 5, 8, 64)          0         
_________________________________________________________________
conv2d_1 (Conv2D)            (None, 5, 4, 128)         204928    
_________________________________________________________________
leaky_re_lu_4 (LeakyReLU)    (None, 5, 4, 128)         0         
_________________________________________________________________
dropout_1 (Dropout)          (None, 5, 4, 128)         0         
_________________________________________________________________
flatten (Flatten)            (None, 2560)              0         
_________________________________________________________________
dense_1 (Dense)              (None, 1)                 2561      
=================================================================
Total params: 208,129
Trainable params: 208,129
Non-trainable params: 0
_________________________________________________________________

decision = discriminator(generated_image)
print (decision)

tf.Tensor([[0.00136952]], shape=(1, 1), dtype=float32)

gan = keras.models.Sequential([generator, discriminator])

# This method returns a helper function to compute cross entropy loss
cross_entropy = tf.keras.losses.BinaryCrossentropy(from_logits=True)

def discriminator_loss(real_output, fake_output):
    real_loss = cross_entropy(tf.ones_like(real_output), real_output)
    fake_loss = cross_entropy(tf.zeros_like(fake_output), fake_output)
    total_loss = real_loss + fake_loss
    return total_loss

def generator_loss(fake_output):
    return cross_entropy(tf.ones_like(fake_output), fake_output)

generator_mean_loss = tf.keras.metrics.Mean(dtype=tf.float32)
discriminator_mean_loss = tf.keras.metrics.Mean(dtype=tf.float32)

# The discriminator and the generator optimizers are different since we will train two networks separately.
generator_optimizer = tf.keras.optimizers.Adam(1e-4)
discriminator_optimizer = tf.keras.optimizers.Adam(1e-4)

# We will reuse this seed overtime 
num_examples_to_generate = 5
seed = tf.random.normal([num_examples_to_generate, latent_space])

# logs to follow losses on tensorboard
#current_time = datetime.datetime.now().strftime("%Y%m%d-%H%M%S")
generator_log_dir = './logs/gradient_tape/' + notebookName[:-6] + '/generator'
discriminator_log_dir = './logs/gradient_tape/' + notebookName[:-6] + '/discriminator'

generator_summary_writer = tf.summary.create_file_writer(generator_log_dir)
discriminator_summary_writer = tf.summary.create_file_writer(discriminator_log_dir)

# Notice the use of `tf.function`
# This annotation causes the function to be "compiled".
@tf.function
def train_step(batch):
    noise = tf.random.normal([BATCH_SIZE, latent_space])

    with tf.GradientTape() as gen_tape, tf.GradientTape() as disc_tape:
        generated_images = generator(noise, training=True)

        real_output = discriminator(batch, training=True)
        fake_output = discriminator(generated_images, training=True)

        gen_loss = generator_loss(fake_output)
        disc_loss = discriminator_loss(real_output, fake_output)

    gradients_of_generator = gen_tape.gradient(gen_loss, generator.trainable_variables)
    gradients_of_discriminator = disc_tape.gradient(disc_loss, discriminator.trainable_variables)

    generator_optimizer.apply_gradients(zip(gradients_of_generator, generator.trainable_variables))
    discriminator_optimizer.apply_gradients(zip(gradients_of_discriminator, discriminator.trainable_variables))
    
    generator_mean_loss(gen_loss)
    discriminator_mean_loss(disc_loss)

def train(dataset, epochs):
    hist = []
    for epoch in range(epochs):
        start = time.time()
        print("Epoch {}/{}".format(epoch + 1, epochs))   

        for batch in dataset:
            train_step(batch)
            
        with generator_summary_writer.as_default():
            tf.summary.scalar('loss', generator_mean_loss.result(), step=epoch)

        with discriminator_summary_writer.as_default():
            tf.summary.scalar('loss', discriminator_mean_loss.result(), step=epoch)
        
        hist.append([generator_mean_loss.result().numpy(), discriminator_mean_loss.result().numpy()])

        generator_mean_loss.reset_states()
        discriminator_mean_loss.reset_states()
        
        print("discriminator", "{}: {:.6f}".format(discriminator.metrics_names[0], hist[-1][1]), end=' - ')
        print("generator", "{}: {:.6f}".format(gan.metrics_names[0], hist[-1][0]), end=' - ')    
        print ('{:.0f}s'.format( time.time()-start))

        # Global variables are used below
        if epoch%1000 == 0: 
            # Plot generated data
            X_generated = scaler.inverse_transform((generator.predict(seed).reshape(num_examples_to_generate*ntimes,15)+1)/2)
            X_generated = pca_compress.inverse_transform(X_generated)
            X_generated = X_generated.reshape(num_examples_to_generate, ntimes, len(groups)*nl*nc)
            fig, ax = plt.subplots(num_examples_to_generate*2,len(groups), figsize=[20,num_examples_to_generate*5])
            for j in range(num_examples_to_generate):
                for i, group in enumerate(groups):
                    for k in range(0,10,10): 
                        ax.flatten()[i+2*j*len(groups)].plot(X_generated[j][:,i*nl*nc+4+10*k], '-')
                for i, group in enumerate(groups):
                    im = ax.flatten()[i+(2*j+1)*len(groups)].imshow(X_generated[j].reshape(ntimes,len(groups),nl,nc)[4,i,:,:])
                    fig.colorbar(im, ax=ax.flatten()[i+(2*j+1)*len(groups)])
            plt.show() 
                    
            # Save model
            gan.save('ganmodels/'+notebookName[:-6]+str(epoch)+'.h5')    
            
            # plot loss
            print('Loss: ')
            fig, ax = plt.subplots(1,1, figsize=[20,10])
            ax.plot(hist)
            ax.legend(['loss_gen', 'loss_disc'])
            ax.set_yscale('log')
            ax.grid()
            plt.show()
            
    return hist

hist = train(train_dataset, epochs=5000)

Epoch 1/5000
discriminator loss: 1.114884 - generator loss: 0.930616 - 1s

Loss: 

Epoch 2/5000
discriminator loss: 1.376779 - generator loss: 0.705412 - 1s
Epoch 3/5000
discriminator loss: 1.396014 - generator loss: 0.799745 - 1s
Epoch 4/5000
discriminator loss: 1.555467 - generator loss: 0.646406 - 1s
Epoch 5/5000
discriminator loss: 1.721564 - generator loss: 0.453545 - 1s
Epoch 6/5000
discriminator loss: 1.639662 - generator loss: 0.486042 - 1s
Epoch 7/5000
discriminator loss: 1.481149 - generator loss: 0.564022 - 1s
Epoch 8/5000
discriminator loss: 1.427672 - generator loss: 0.567725 - 1s
Epoch 9/5000
discriminator loss: 1.432887 - generator loss: 0.557221 - 1s
Epoch 10/5000
discriminator loss: 1.483215 - generator loss: 0.537461 - 1s
Epoch 11/5000
discriminator loss: 1.533521 - generator loss: 0.532196 - 1s
Epoch 12/5000
discriminator loss: 1.509710 - generator loss: 0.586475 - 1s
Epoch 13/5000
discriminator loss: 1.473238 - generator loss: 0.630313 - 1s
Epoch 14/5000
discriminator loss: 1.447785 - generator loss: 0.634839 - 1s
Epoch 15/5000
discriminator loss: 1.444515 - generator loss: 0.605624 - 1s
Epoch 16/5000
discriminator loss: 1.412085 - generator loss: 0.611197 - 1s
Epoch 17/5000
discriminator loss: 1.355189 - generator loss: 0.647066 - 1s
Epoch 18/5000
discriminator loss: 1.304328 - generator loss: 0.681897 - 1s
Epoch 19/5000
discriminator loss: 1.291701 - generator loss: 0.679400 - 1s
Epoch 20/5000
discriminator loss: 1.311268 - generator loss: 0.640692 - 1s
Epoch 21/5000
discriminator loss: 1.325956 - generator loss: 0.621317 - 1s
Epoch 22/5000
discriminator loss: 1.354512 - generator loss: 0.605557 - 1s
Epoch 23/5000
discriminator loss: 1.363861 - generator loss: 0.620030 - 1s
Epoch 24/5000
discriminator loss: 1.371585 - generator loss: 0.644815 - 1s
Epoch 25/5000
discriminator loss: 1.387103 - generator loss: 0.668389 - 1s
Epoch 26/5000
discriminator loss: 1.401037 - generator loss: 0.682185 - 1s
Epoch 27/5000
discriminator loss: 1.373904 - generator loss: 0.709828 - 1s
Epoch 28/5000
discriminator loss: 1.319970 - generator loss: 0.747341 - 1s
Epoch 29/5000
discriminator loss: 1.248784 - generator loss: 0.794478 - 1s
Epoch 30/5000
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Epoch 31/5000
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Epoch 32/5000
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Epoch 33/5000
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Epoch 34/5000
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Epoch 35/5000
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Epoch 36/5000
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Epoch 37/5000
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Epoch 38/5000
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Epoch 39/5000
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Epoch 40/5000
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Epoch 41/5000
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Epoch 42/5000
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Epoch 43/5000
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Epoch 44/5000
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Epoch 45/5000
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Epoch 46/5000
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Epoch 47/5000
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Epoch 48/5000
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Epoch 49/5000
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Epoch 50/5000
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Epoch 51/5000
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Epoch 52/5000
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Epoch 53/5000
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Epoch 54/5000
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Epoch 55/5000
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Epoch 56/5000
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Epoch 57/5000
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Epoch 58/5000
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Epoch 59/5000
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Epoch 60/5000
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Epoch 61/5000
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Epoch 62/5000
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Epoch 63/5000
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Epoch 64/5000
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Epoch 65/5000
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Epoch 66/5000
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Epoch 67/5000
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Epoch 68/5000
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Epoch 69/5000
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Epoch 70/5000
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Epoch 71/5000
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Epoch 72/5000
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Epoch 73/5000
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Epoch 74/5000
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Epoch 75/5000
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Epoch 76/5000
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Epoch 77/5000
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Epoch 78/5000
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Epoch 79/5000
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Epoch 80/5000
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Epoch 81/5000
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Epoch 82/5000
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Epoch 83/5000
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Epoch 84/5000
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Epoch 85/5000
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Epoch 86/5000
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Epoch 87/5000
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Epoch 88/5000
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Epoch 89/5000
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Epoch 90/5000
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Epoch 91/5000
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Epoch 92/5000
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Epoch 93/5000
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Epoch 94/5000
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Epoch 95/5000
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Epoch 96/5000
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Epoch 97/5000
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Epoch 98/5000
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Epoch 99/5000
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Epoch 100/5000
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Epoch 101/5000
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Epoch 102/5000
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Epoch 103/5000
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Epoch 104/5000
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Epoch 105/5000
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Epoch 106/5000
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Epoch 107/5000
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Epoch 108/5000
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Epoch 109/5000
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Epoch 110/5000
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Epoch 111/5000
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Epoch 112/5000
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Epoch 113/5000
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Epoch 114/5000
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Epoch 115/5000
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Epoch 116/5000
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Epoch 117/5000
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Epoch 118/5000
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Epoch 119/5000
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Epoch 120/5000
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Epoch 121/5000
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Epoch 122/5000
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Epoch 123/5000
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Epoch 124/5000
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Epoch 125/5000
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Epoch 126/5000
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Epoch 127/5000
discriminator loss: 1.070134 - generator loss: 0.847352 - 1s
Epoch 128/5000
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Epoch 129/5000
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Epoch 130/5000
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Epoch 131/5000
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Epoch 132/5000
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Epoch 133/5000
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Epoch 134/5000
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Epoch 135/5000
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Epoch 136/5000
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Epoch 137/5000
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Epoch 138/5000
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Epoch 139/5000
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Epoch 140/5000
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Epoch 141/5000
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Epoch 142/5000
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Epoch 143/5000
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Epoch 144/5000
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Epoch 145/5000
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Epoch 146/5000
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Epoch 147/5000
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Epoch 148/5000
discriminator loss: 1.100025 - generator loss: 0.931457 - 1s
Epoch 149/5000
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Epoch 150/5000
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Epoch 151/5000
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Epoch 152/5000
discriminator loss: 1.111646 - generator loss: 0.919426 - 1s
Epoch 153/5000
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Epoch 154/5000
discriminator loss: 1.063850 - generator loss: 0.961063 - 1s
Epoch 155/5000
discriminator loss: 1.060588 - generator loss: 0.945653 - 1s
Epoch 156/5000
discriminator loss: 1.054913 - generator loss: 0.932064 - 1s
Epoch 157/5000
discriminator loss: 1.022008 - generator loss: 0.970985 - 1s
Epoch 158/5000
discriminator loss: 1.028123 - generator loss: 0.954054 - 1s
Epoch 159/5000
discriminator loss: 1.102159 - generator loss: 0.916398 - 1s
Epoch 160/5000
discriminator loss: 1.071497 - generator loss: 0.981341 - 1s
Epoch 161/5000
discriminator loss: 1.017166 - generator loss: 1.013259 - 1s
Epoch 162/5000
discriminator loss: 1.047421 - generator loss: 0.950106 - 1s
Epoch 163/5000
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Epoch 164/5000
discriminator loss: 1.006083 - generator loss: 0.983446 - 1s
Epoch 165/5000
discriminator loss: 1.010252 - generator loss: 1.011562 - 1s
Epoch 166/5000
discriminator loss: 1.040105 - generator loss: 1.006423 - 1s
Epoch 167/5000
discriminator loss: 1.069686 - generator loss: 0.962800 - 1s
Epoch 168/5000
discriminator loss: 1.053773 - generator loss: 0.968156 - 1s
Epoch 169/5000
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Epoch 170/5000
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Epoch 171/5000
discriminator loss: 1.067489 - generator loss: 0.962278 - 1s
Epoch 172/5000
discriminator loss: 0.996400 - generator loss: 1.052104 - 1s
Epoch 173/5000
discriminator loss: 0.963601 - generator loss: 1.027636 - 1s
Epoch 174/5000
discriminator loss: 1.029969 - generator loss: 0.942154 - 1s
Epoch 175/5000
discriminator loss: 0.930320 - generator loss: 1.051011 - 1s
Epoch 176/5000
discriminator loss: 0.834384 - generator loss: 1.158604 - 1s
Epoch 177/5000
discriminator loss: 0.938113 - generator loss: 1.115317 - 1s
Epoch 178/5000
discriminator loss: 0.970518 - generator loss: 1.139299 - 1s
Epoch 179/5000
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Epoch 180/5000
discriminator loss: 0.954434 - generator loss: 0.980806 - 1s
Epoch 181/5000
discriminator loss: 0.858819 - generator loss: 1.139812 - 1s
Epoch 182/5000
discriminator loss: 0.878276 - generator loss: 1.143150 - 1s
Epoch 183/5000
discriminator loss: 0.959316 - generator loss: 1.180984 - 1s
Epoch 184/5000
discriminator loss: 0.956978 - generator loss: 1.150274 - 1s
Epoch 185/5000
discriminator loss: 0.974319 - generator loss: 1.084603 - 1s
Epoch 186/5000
discriminator loss: 0.894995 - generator loss: 1.134174 - 1s
Epoch 187/5000
discriminator loss: 0.973272 - generator loss: 1.039183 - 1s
Epoch 188/5000
discriminator loss: 1.083994 - generator loss: 1.026689 - 1s
Epoch 189/5000
discriminator loss: 0.976614 - generator loss: 1.113521 - 1s
Epoch 190/5000
discriminator loss: 1.000039 - generator loss: 1.116967 - 1s
Epoch 191/5000
discriminator loss: 0.960257 - generator loss: 1.129362 - 1s
Epoch 192/5000
discriminator loss: 0.853206 - generator loss: 1.208161 - 1s
Epoch 193/5000
discriminator loss: 0.979543 - generator loss: 1.088481 - 1s
Epoch 194/5000
discriminator loss: 1.076151 - generator loss: 1.036025 - 1s
Epoch 195/5000
discriminator loss: 0.956872 - generator loss: 1.120839 - 1s
Epoch 196/5000
discriminator loss: 0.957904 - generator loss: 1.077548 - 1s
Epoch 197/5000
discriminator loss: 0.942043 - generator loss: 1.113054 - 1s
Epoch 198/5000
discriminator loss: 0.897724 - generator loss: 1.142906 - 1s
Epoch 199/5000
discriminator loss: 0.959054 - generator loss: 1.126445 - 1s
Epoch 200/5000
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Epoch 201/5000
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Epoch 202/5000
discriminator loss: 1.001221 - generator loss: 1.051531 - 1s
Epoch 203/5000
discriminator loss: 0.957812 - generator loss: 1.064749 - 1s
Epoch 204/5000
discriminator loss: 0.959730 - generator loss: 1.087505 - 1s
Epoch 205/5000
discriminator loss: 0.986847 - generator loss: 1.089401 - 1s
Epoch 206/5000
discriminator loss: 0.945331 - generator loss: 1.128787 - 1s
Epoch 207/5000
discriminator loss: 0.937757 - generator loss: 1.090789 - 1s
Epoch 208/5000
discriminator loss: 0.960444 - generator loss: 1.066974 - 1s
Epoch 209/5000
discriminator loss: 1.002943 - generator loss: 1.054846 - 1s
Epoch 210/5000
discriminator loss: 0.993791 - generator loss: 1.096862 - 1s
Epoch 211/5000
discriminator loss: 0.980296 - generator loss: 1.119432 - 1s
Epoch 212/5000
discriminator loss: 0.998914 - generator loss: 1.090398 - 1s
Epoch 213/5000
discriminator loss: 0.979028 - generator loss: 1.096846 - 1s
Epoch 214/5000
discriminator loss: 0.995127 - generator loss: 1.077991 - 1s
Epoch 215/5000
discriminator loss: 1.029690 - generator loss: 1.088089 - 1s
Epoch 216/5000
discriminator loss: 0.998368 - generator loss: 1.112440 - 1s
Epoch 217/5000
discriminator loss: 1.009465 - generator loss: 1.050843 - 1s
Epoch 218/5000
discriminator loss: 1.046914 - generator loss: 1.025292 - 1s
Epoch 219/5000
discriminator loss: 1.027809 - generator loss: 1.067832 - 1s
Epoch 220/5000
discriminator loss: 0.994868 - generator loss: 1.125272 - 1s
Epoch 221/5000
discriminator loss: 1.016816 - generator loss: 1.080621 - 1s
Epoch 222/5000
discriminator loss: 1.022321 - generator loss: 1.048879 - 1s
Epoch 223/5000
discriminator loss: 0.978754 - generator loss: 1.055242 - 1s
Epoch 224/5000
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Epoch 225/5000
discriminator loss: 1.022313 - generator loss: 1.063259 - 1s
Epoch 226/5000
discriminator loss: 1.038081 - generator loss: 1.069624 - 1s
Epoch 227/5000
discriminator loss: 1.008013 - generator loss: 1.106078 - 1s
Epoch 228/5000
discriminator loss: 0.997214 - generator loss: 1.099049 - 1s
Epoch 229/5000
discriminator loss: 1.020890 - generator loss: 1.060810 - 1s
Epoch 230/5000
discriminator loss: 0.976388 - generator loss: 1.131115 - 1s
Epoch 231/5000
discriminator loss: 0.979035 - generator loss: 1.113031 - 1s
Epoch 232/5000
discriminator loss: 1.012932 - generator loss: 1.076413 - 1s
Epoch 233/5000
discriminator loss: 1.036305 - generator loss: 1.080098 - 1s
Epoch 234/5000
discriminator loss: 1.007374 - generator loss: 1.115866 - 1s
Epoch 235/5000
discriminator loss: 0.989429 - generator loss: 1.113693 - 1s
Epoch 236/5000
discriminator loss: 1.014759 - generator loss: 1.063854 - 1s
Epoch 237/5000
discriminator loss: 0.984715 - generator loss: 1.114347 - 1s
Epoch 238/5000
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Epoch 239/5000
discriminator loss: 1.007657 - generator loss: 1.083912 - 1s
Epoch 240/5000
discriminator loss: 1.039045 - generator loss: 1.038351 - 1s
Epoch 241/5000
discriminator loss: 1.030433 - generator loss: 1.073926 - 1s
Epoch 242/5000
discriminator loss: 0.962610 - generator loss: 1.135165 - 1s
Epoch 243/5000
discriminator loss: 0.975048 - generator loss: 1.117428 - 1s
Epoch 244/5000
discriminator loss: 1.012126 - generator loss: 1.079509 - 1s
Epoch 245/5000
discriminator loss: 0.958769 - generator loss: 1.141305 - 1s
Epoch 246/5000
discriminator loss: 0.971884 - generator loss: 1.113889 - 1s
Epoch 247/5000
discriminator loss: 1.011621 - generator loss: 1.078520 - 1s
Epoch 248/5000
discriminator loss: 1.047459 - generator loss: 1.065232 - 1s
Epoch 249/5000
discriminator loss: 1.000226 - generator loss: 1.114764 - 1s
Epoch 250/5000
discriminator loss: 0.952841 - generator loss: 1.144688 - 1s
Epoch 251/5000
discriminator loss: 0.961123 - generator loss: 1.127660 - 1s
Epoch 252/5000
discriminator loss: 0.977151 - generator loss: 1.127482 - 1s
Epoch 253/5000
discriminator loss: 0.966701 - generator loss: 1.125462 - 1s
Epoch 254/5000
discriminator loss: 0.982589 - generator loss: 1.110606 - 1s
Epoch 255/5000
discriminator loss: 1.009530 - generator loss: 1.095677 - 1s
Epoch 256/5000
discriminator loss: 0.986234 - generator loss: 1.138496 - 1s
Epoch 257/5000
discriminator loss: 1.001965 - generator loss: 1.105413 - 1s
Epoch 258/5000
discriminator loss: 1.017743 - generator loss: 1.081139 - 1s
Epoch 259/5000
discriminator loss: 0.962152 - generator loss: 1.130004 - 1s
Epoch 260/5000
discriminator loss: 0.931538 - generator loss: 1.162991 - 1s
Epoch 261/5000
discriminator loss: 0.968090 - generator loss: 1.118366 - 1s
Epoch 262/5000
discriminator loss: 1.007711 - generator loss: 1.108773 - 1s
Epoch 263/5000
discriminator loss: 0.971119 - generator loss: 1.142488 - 1s
Epoch 264/5000
discriminator loss: 0.971118 - generator loss: 1.105531 - 1s
Epoch 265/5000
discriminator loss: 1.022982 - generator loss: 1.070311 - 1s
Epoch 266/5000
discriminator loss: 1.023581 - generator loss: 1.127734 - 1s
Epoch 267/5000
discriminator loss: 0.942397 - generator loss: 1.198607 - 1s
Epoch 268/5000
discriminator loss: 0.966815 - generator loss: 1.129562 - 1s
Epoch 269/5000
discriminator loss: 0.995907 - generator loss: 1.113159 - 1s
Epoch 270/5000
discriminator loss: 0.986313 - generator loss: 1.123531 - 1s
Epoch 271/5000
discriminator loss: 0.971938 - generator loss: 1.113495 - 1s
Epoch 272/5000
discriminator loss: 0.991339 - generator loss: 1.104614 - 1s
Epoch 273/5000
discriminator loss: 0.984414 - generator loss: 1.168588 - 1s
Epoch 274/5000
discriminator loss: 0.987296 - generator loss: 1.157122 - 1s
Epoch 275/5000
discriminator loss: 0.999132 - generator loss: 1.113295 - 1s
Epoch 276/5000
discriminator loss: 0.944555 - generator loss: 1.164532 - 1s
Epoch 277/5000
discriminator loss: 0.983444 - generator loss: 1.130542 - 1s
Epoch 278/5000
discriminator loss: 1.033002 - generator loss: 1.085943 - 1s
Epoch 279/5000
discriminator loss: 0.970380 - generator loss: 1.118474 - 1s
Epoch 280/5000
discriminator loss: 0.969939 - generator loss: 1.133450 - 1s
Epoch 281/5000
discriminator loss: 1.013502 - generator loss: 1.107372 - 1s
Epoch 282/5000
discriminator loss: 0.981041 - generator loss: 1.149234 - 1s
Epoch 283/5000
discriminator loss: 0.977889 - generator loss: 1.143372 - 1s
Epoch 284/5000
discriminator loss: 1.001933 - generator loss: 1.145240 - 1s
Epoch 285/5000
discriminator loss: 1.001239 - generator loss: 1.154291 - 1s
Epoch 286/5000
discriminator loss: 1.001867 - generator loss: 1.094526 - 1s
Epoch 287/5000
discriminator loss: 0.957688 - generator loss: 1.163879 - 1s
Epoch 288/5000
discriminator loss: 0.989415 - generator loss: 1.137192 - 1s
Epoch 289/5000
discriminator loss: 1.005699 - generator loss: 1.124847 - 1s
Epoch 290/5000
discriminator loss: 0.984624 - generator loss: 1.156682 - 1s
Epoch 291/5000
discriminator loss: 1.000091 - generator loss: 1.113430 - 1s
Epoch 292/5000
discriminator loss: 0.992210 - generator loss: 1.131513 - 1s
Epoch 293/5000
discriminator loss: 0.971693 - generator loss: 1.147364 - 1s
Epoch 294/5000
discriminator loss: 1.018485 - generator loss: 1.094097 - 1s
Epoch 295/5000
discriminator loss: 0.996581 - generator loss: 1.168867 - 1s
Epoch 296/5000
discriminator loss: 0.997607 - generator loss: 1.127196 - 1s
Epoch 297/5000
discriminator loss: 0.998003 - generator loss: 1.107041 - 1s
Epoch 298/5000
discriminator loss: 0.947471 - generator loss: 1.192145 - 1s
Epoch 299/5000
discriminator loss: 1.012655 - generator loss: 1.133212 - 1s
Epoch 300/5000
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Epoch 301/5000
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Epoch 302/5000
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Epoch 303/5000
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Epoch 304/5000
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Epoch 305/5000
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Epoch 306/5000
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Epoch 307/5000
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Epoch 308/5000
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Epoch 309/5000
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Epoch 310/5000
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Epoch 311/5000
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Epoch 312/5000
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Epoch 313/5000
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Epoch 314/5000
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Epoch 315/5000
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Epoch 316/5000
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Epoch 317/5000
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Epoch 318/5000
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Epoch 319/5000
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Epoch 320/5000
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Epoch 321/5000
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Epoch 322/5000
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Epoch 323/5000
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Epoch 324/5000
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Epoch 325/5000
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Epoch 326/5000
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Epoch 327/5000
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Epoch 328/5000
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Epoch 329/5000
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Epoch 330/5000
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Epoch 331/5000
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Epoch 332/5000
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Epoch 333/5000
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Epoch 334/5000
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Epoch 335/5000
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Epoch 336/5000
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Epoch 337/5000
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Epoch 338/5000
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Epoch 339/5000
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Epoch 340/5000
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Epoch 341/5000
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Epoch 342/5000
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Epoch 343/5000
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Epoch 344/5000
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Epoch 345/5000
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Epoch 346/5000
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Epoch 347/5000
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Epoch 348/5000
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Epoch 349/5000
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Epoch 350/5000
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Epoch 351/5000
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Epoch 352/5000
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Epoch 353/5000
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Epoch 354/5000
discriminator loss: 1.001597 - generator loss: 1.126104 - 1s
Epoch 355/5000
discriminator loss: 0.999438 - generator loss: 1.157204 - 1s
Epoch 356/5000
discriminator loss: 1.013035 - generator loss: 1.121422 - 1s
Epoch 357/5000
discriminator loss: 1.002251 - generator loss: 1.131170 - 1s
Epoch 358/5000
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Epoch 359/5000
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Epoch 360/5000
discriminator loss: 1.010106 - generator loss: 1.130952 - 1s
Epoch 361/5000
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Epoch 362/5000
discriminator loss: 1.008297 - generator loss: 1.128607 - 1s
Epoch 363/5000
discriminator loss: 0.995501 - generator loss: 1.141990 - 1s
Epoch 364/5000
discriminator loss: 1.011378 - generator loss: 1.141405 - 1s
Epoch 365/5000
discriminator loss: 0.999673 - generator loss: 1.136620 - 1s
Epoch 366/5000
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Epoch 367/5000
discriminator loss: 0.991267 - generator loss: 1.156707 - 1s
Epoch 368/5000
discriminator loss: 1.018708 - generator loss: 1.107951 - 1s
Epoch 369/5000
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Epoch 370/5000
discriminator loss: 1.014317 - generator loss: 1.140687 - 1s
Epoch 371/5000
discriminator loss: 0.993688 - generator loss: 1.128670 - 1s
Epoch 372/5000
discriminator loss: 1.002567 - generator loss: 1.164184 - 1s
Epoch 373/5000
discriminator loss: 1.019300 - generator loss: 1.120889 - 1s
Epoch 374/5000
discriminator loss: 1.046974 - generator loss: 1.118102 - 1s
Epoch 375/5000
discriminator loss: 1.011662 - generator loss: 1.139050 - 1s
Epoch 376/5000
discriminator loss: 0.991781 - generator loss: 1.116379 - 1s
Epoch 377/5000
discriminator loss: 1.021861 - generator loss: 1.141883 - 1s
Epoch 378/5000
discriminator loss: 1.048253 - generator loss: 1.114044 - 1s
Epoch 379/5000
discriminator loss: 1.019894 - generator loss: 1.120643 - 1s
Epoch 380/5000
discriminator loss: 1.002311 - generator loss: 1.135383 - 1s
Epoch 381/5000
discriminator loss: 1.013228 - generator loss: 1.124060 - 1s
Epoch 382/5000
discriminator loss: 1.042741 - generator loss: 1.121611 - 1s
Epoch 383/5000
discriminator loss: 1.041260 - generator loss: 1.115125 - 1s
Epoch 384/5000
discriminator loss: 1.005958 - generator loss: 1.095587 - 1s
Epoch 385/5000
discriminator loss: 0.999895 - generator loss: 1.139473 - 1s
Epoch 386/5000
discriminator loss: 1.045539 - generator loss: 1.121575 - 1s
Epoch 387/5000
discriminator loss: 1.049857 - generator loss: 1.102374 - 1s
Epoch 388/5000
discriminator loss: 1.020584 - generator loss: 1.130446 - 1s
Epoch 389/5000
discriminator loss: 1.002362 - generator loss: 1.124226 - 1s
Epoch 390/5000
discriminator loss: 1.038760 - generator loss: 1.103685 - 1s
Epoch 391/5000
discriminator loss: 1.024750 - generator loss: 1.144290 - 1s
Epoch 392/5000
discriminator loss: 1.035227 - generator loss: 1.109091 - 1s
Epoch 393/5000
discriminator loss: 1.026823 - generator loss: 1.097100 - 1s
Epoch 394/5000
discriminator loss: 1.020433 - generator loss: 1.127153 - 1s
Epoch 395/5000
discriminator loss: 1.057298 - generator loss: 1.098559 - 1s
Epoch 396/5000
discriminator loss: 1.038561 - generator loss: 1.120696 - 1s
Epoch 397/5000
discriminator loss: 1.007231 - generator loss: 1.136924 - 1s
Epoch 398/5000
discriminator loss: 1.056433 - generator loss: 1.075649 - 1s
Epoch 399/5000
discriminator loss: 1.027842 - generator loss: 1.125892 - 1s
Epoch 400/5000
discriminator loss: 1.012490 - generator loss: 1.129460 - 1s
Epoch 401/5000
discriminator loss: 1.041591 - generator loss: 1.090918 - 1s
Epoch 402/5000
discriminator loss: 1.014990 - generator loss: 1.146220 - 1s
Epoch 403/5000
discriminator loss: 1.063641 - generator loss: 1.085172 - 1s
Epoch 404/5000
discriminator loss: 1.080310 - generator loss: 1.091112 - 1s
Epoch 405/5000
discriminator loss: 0.958857 - generator loss: 1.161232 - 1s
Epoch 406/5000
discriminator loss: 1.056996 - generator loss: 1.074113 - 1s
Epoch 407/5000
discriminator loss: 1.032494 - generator loss: 1.106474 - 1s
Epoch 408/5000
discriminator loss: 1.055773 - generator loss: 1.105864 - 1s
Epoch 409/5000
discriminator loss: 1.050171 - generator loss: 1.107154 - 1s
Epoch 410/5000
discriminator loss: 1.004579 - generator loss: 1.146960 - 1s
Epoch 411/5000
discriminator loss: 0.987954 - generator loss: 1.131632 - 1s
Epoch 412/5000
discriminator loss: 1.065340 - generator loss: 1.071975 - 1s
Epoch 413/5000
discriminator loss: 1.054319 - generator loss: 1.131230 - 1s
Epoch 414/5000
discriminator loss: 1.041371 - generator loss: 1.112694 - 1s
Epoch 415/5000
discriminator loss: 1.034042 - generator loss: 1.105105 - 1s
Epoch 416/5000
discriminator loss: 1.003045 - generator loss: 1.146419 - 1s
Epoch 417/5000
discriminator loss: 1.067422 - generator loss: 1.081016 - 1s
Epoch 418/5000
discriminator loss: 1.066437 - generator loss: 1.090389 - 1s
Epoch 419/5000
discriminator loss: 1.043805 - generator loss: 1.109311 - 1s
Epoch 420/5000
discriminator loss: 1.036397 - generator loss: 1.098628 - 1s
Epoch 421/5000
discriminator loss: 1.071339 - generator loss: 1.084932 - 1s
Epoch 422/5000
discriminator loss: 1.040814 - generator loss: 1.128103 - 1s
Epoch 423/5000
discriminator loss: 1.048828 - generator loss: 1.089497 - 1s
Epoch 424/5000
discriminator loss: 1.068478 - generator loss: 1.080455 - 1s
Epoch 425/5000
discriminator loss: 1.043625 - generator loss: 1.107611 - 1s
Epoch 426/5000
discriminator loss: 1.065821 - generator loss: 1.069481 - 1s
Epoch 427/5000
discriminator loss: 1.053424 - generator loss: 1.101957 - 1s
Epoch 428/5000
discriminator loss: 1.051821 - generator loss: 1.103806 - 1s
Epoch 429/5000
discriminator loss: 1.077976 - generator loss: 1.060439 - 1s
Epoch 430/5000
discriminator loss: 1.053499 - generator loss: 1.100924 - 1s
Epoch 431/5000
discriminator loss: 1.058860 - generator loss: 1.104156 - 1s
Epoch 432/5000
discriminator loss: 1.055772 - generator loss: 1.077728 - 1s
Epoch 433/5000
discriminator loss: 1.067946 - generator loss: 1.110568 - 1s
Epoch 434/5000
discriminator loss: 1.072081 - generator loss: 1.071187 - 1s
Epoch 435/5000
discriminator loss: 1.066324 - generator loss: 1.070016 - 1s
Epoch 436/5000
discriminator loss: 1.067663 - generator loss: 1.094809 - 1s
Epoch 437/5000
discriminator loss: 1.045553 - generator loss: 1.095330 - 1s
Epoch 438/5000
discriminator loss: 1.070623 - generator loss: 1.072824 - 1s
Epoch 439/5000
discriminator loss: 1.075778 - generator loss: 1.107866 - 1s
Epoch 440/5000
discriminator loss: 1.070393 - generator loss: 1.067438 - 1s
Epoch 441/5000
discriminator loss: 1.079961 - generator loss: 1.073844 - 1s
Epoch 442/5000
discriminator loss: 1.063126 - generator loss: 1.079378 - 1s
Epoch 443/5000
discriminator loss: 1.065015 - generator loss: 1.068535 - 1s
Epoch 444/5000
discriminator loss: 1.086286 - generator loss: 1.064750 - 1s
Epoch 445/5000
discriminator loss: 1.080773 - generator loss: 1.072369 - 1s
Epoch 446/5000
discriminator loss: 1.074175 - generator loss: 1.057448 - 1s
Epoch 447/5000
discriminator loss: 1.075729 - generator loss: 1.064797 - 1s
Epoch 448/5000
discriminator loss: 1.088106 - generator loss: 1.052505 - 1s
Epoch 449/5000
discriminator loss: 1.083931 - generator loss: 1.062924 - 1s
Epoch 450/5000
discriminator loss: 1.080555 - generator loss: 1.074716 - 1s
Epoch 451/5000
discriminator loss: 1.089031 - generator loss: 1.067271 - 1s
Epoch 452/5000
discriminator loss: 1.097929 - generator loss: 1.037340 - 1s
Epoch 453/5000
discriminator loss: 1.078035 - generator loss: 1.063189 - 1s
Epoch 454/5000
discriminator loss: 1.087167 - generator loss: 1.055355 - 1s
Epoch 455/5000
discriminator loss: 1.086140 - generator loss: 1.059212 - 1s
Epoch 456/5000
discriminator loss: 1.093482 - generator loss: 1.040947 - 1s
Epoch 457/5000
discriminator loss: 1.098100 - generator loss: 1.045625 - 1s
Epoch 458/5000
discriminator loss: 1.086479 - generator loss: 1.046309 - 1s
Epoch 459/5000
discriminator loss: 1.084497 - generator loss: 1.061397 - 1s
Epoch 460/5000
discriminator loss: 1.108519 - generator loss: 1.049614 - 1s
Epoch 461/5000
discriminator loss: 1.098587 - generator loss: 1.052171 - 1s
Epoch 462/5000
discriminator loss: 1.076616 - generator loss: 1.065738 - 1s
Epoch 463/5000
discriminator loss: 1.122094 - generator loss: 1.023467 - 1s
Epoch 464/5000
discriminator loss: 1.099493 - generator loss: 1.053946 - 1s
Epoch 465/5000
discriminator loss: 1.076395 - generator loss: 1.052397 - 1s
Epoch 466/5000
discriminator loss: 1.122049 - generator loss: 1.031193 - 1s
Epoch 467/5000
discriminator loss: 1.094532 - generator loss: 1.061373 - 1s
Epoch 468/5000
discriminator loss: 1.089845 - generator loss: 1.042701 - 1s
Epoch 469/5000
discriminator loss: 1.143554 - generator loss: 1.046842 - 1s
Epoch 470/5000
discriminator loss: 1.092927 - generator loss: 1.068616 - 1s
Epoch 471/5000
discriminator loss: 1.129424 - generator loss: 1.000529 - 1s
Epoch 472/5000
discriminator loss: 1.107870 - generator loss: 1.065009 - 1s
Epoch 473/5000
discriminator loss: 1.098040 - generator loss: 1.053781 - 1s
Epoch 474/5000
discriminator loss: 1.103905 - generator loss: 1.043945 - 1s
Epoch 475/5000
discriminator loss: 1.111574 - generator loss: 1.065294 - 1s
Epoch 476/5000
discriminator loss: 1.115022 - generator loss: 1.050574 - 1s
Epoch 477/5000
discriminator loss: 1.125626 - generator loss: 1.014878 - 1s
Epoch 478/5000
discriminator loss: 1.112691 - generator loss: 1.036380 - 1s
Epoch 479/5000
discriminator loss: 1.133301 - generator loss: 0.992616 - 1s
Epoch 480/5000
discriminator loss: 1.150469 - generator loss: 1.050683 - 1s
Epoch 481/5000
discriminator loss: 1.074758 - generator loss: 1.092929 - 1s
Epoch 482/5000
discriminator loss: 1.197918 - generator loss: 0.939320 - 1s
Epoch 483/5000
discriminator loss: 1.093823 - generator loss: 1.073022 - 1s
Epoch 484/5000
discriminator loss: 1.150001 - generator loss: 1.033821 - 1s
Epoch 485/5000
discriminator loss: 1.156055 - generator loss: 1.017419 - 1s
Epoch 486/5000
discriminator loss: 1.083613 - generator loss: 1.121490 - 1s
Epoch 487/5000
discriminator loss: 1.096609 - generator loss: 1.044380 - 1s
Epoch 488/5000
discriminator loss: 1.158826 - generator loss: 0.966096 - 1s
Epoch 489/5000
discriminator loss: 1.112196 - generator loss: 1.089885 - 1s
Epoch 490/5000
discriminator loss: 1.105915 - generator loss: 1.066386 - 1s
Epoch 491/5000
discriminator loss: 1.196859 - generator loss: 0.960302 - 1s
Epoch 492/5000
discriminator loss: 1.057057 - generator loss: 1.122657 - 1s
Epoch 493/5000
discriminator loss: 1.126988 - generator loss: 1.024766 - 1s
Epoch 494/5000
discriminator loss: 1.179323 - generator loss: 0.974493 - 1s
Epoch 495/5000
discriminator loss: 1.086316 - generator loss: 1.068563 - 1s
Epoch 496/5000
discriminator loss: 1.151212 - generator loss: 0.995762 - 1s
Epoch 497/5000
discriminator loss: 1.191019 - generator loss: 0.961448 - 1s
Epoch 498/5000
discriminator loss: 1.101414 - generator loss: 1.066993 - 1s
Epoch 499/5000
discriminator loss: 1.126142 - generator loss: 1.043428 - 1s
Epoch 500/5000
discriminator loss: 1.179697 - generator loss: 0.968138 - 1s
Epoch 501/5000
discriminator loss: 1.148874 - generator loss: 1.025421 - 1s
Epoch 502/5000
discriminator loss: 1.114368 - generator loss: 1.028402 - 1s
Epoch 503/5000
discriminator loss: 1.180665 - generator loss: 0.986070 - 1s
Epoch 504/5000
discriminator loss: 1.137593 - generator loss: 1.084387 - 1s
Epoch 505/5000
discriminator loss: 1.104806 - generator loss: 1.042243 - 1s
Epoch 506/5000
discriminator loss: 1.186189 - generator loss: 0.962167 - 1s
Epoch 507/5000
discriminator loss: 1.142470 - generator loss: 1.003555 - 1s
Epoch 508/5000
discriminator loss: 1.129522 - generator loss: 1.028008 - 1s
Epoch 509/5000
discriminator loss: 1.184970 - generator loss: 0.991898 - 1s
Epoch 510/5000
discriminator loss: 1.146352 - generator loss: 1.036991 - 1s
Epoch 511/5000
discriminator loss: 1.114579 - generator loss: 1.022745 - 1s
Epoch 512/5000
discriminator loss: 1.191979 - generator loss: 0.971705 - 1s
Epoch 513/5000
discriminator loss: 1.174299 - generator loss: 0.987093 - 1s
Epoch 514/5000
discriminator loss: 1.119170 - generator loss: 1.022488 - 1s
Epoch 515/5000
discriminator loss: 1.189401 - generator loss: 0.994322 - 1s
Epoch 516/5000
discriminator loss: 1.189446 - generator loss: 1.003946 - 1s
Epoch 517/5000
discriminator loss: 1.110588 - generator loss: 1.033388 - 1s
Epoch 518/5000
discriminator loss: 1.183635 - generator loss: 0.979669 - 1s
Epoch 519/5000
discriminator loss: 1.190514 - generator loss: 0.974029 - 1s
Epoch 520/5000
discriminator loss: 1.113556 - generator loss: 1.028619 - 1s
Epoch 521/5000
discriminator loss: 1.155965 - generator loss: 0.993323 - 1s
Epoch 522/5000
discriminator loss: 1.196441 - generator loss: 0.993756 - 1s
Epoch 523/5000
discriminator loss: 1.123361 - generator loss: 1.036093 - 1s
Epoch 524/5000
discriminator loss: 1.151716 - generator loss: 0.991316 - 1s
Epoch 525/5000
discriminator loss: 1.217655 - generator loss: 0.944819 - 1s
Epoch 526/5000
discriminator loss: 1.161527 - generator loss: 0.979109 - 1s
Epoch 527/5000
discriminator loss: 1.129744 - generator loss: 1.012570 - 1s
Epoch 528/5000
discriminator loss: 1.205281 - generator loss: 0.977070 - 1s
Epoch 529/5000
discriminator loss: 1.163190 - generator loss: 0.998252 - 1s
Epoch 530/5000
discriminator loss: 1.132761 - generator loss: 1.018784 - 1s
Epoch 531/5000
discriminator loss: 1.206156 - generator loss: 0.940517 - 1s
Epoch 532/5000
discriminator loss: 1.185644 - generator loss: 0.957039 - 1s
Epoch 533/5000
discriminator loss: 1.142695 - generator loss: 1.002510 - 1s
Epoch 534/5000
discriminator loss: 1.206586 - generator loss: 0.961998 - 1s
Epoch 535/5000
discriminator loss: 1.188546 - generator loss: 0.972825 - 1s
Epoch 536/5000
discriminator loss: 1.148440 - generator loss: 1.010353 - 1s
Epoch 537/5000
discriminator loss: 1.200040 - generator loss: 0.961363 - 1s
Epoch 538/5000
discriminator loss: 1.210217 - generator loss: 0.921326 - 1s
Epoch 539/5000
discriminator loss: 1.161762 - generator loss: 0.969052 - 1s
Epoch 540/5000
discriminator loss: 1.179312 - generator loss: 0.972044 - 1s
Epoch 541/5000
discriminator loss: 1.216602 - generator loss: 0.956427 - 1s
Epoch 542/5000
discriminator loss: 1.169291 - generator loss: 0.987892 - 1s
Epoch 543/5000
discriminator loss: 1.172327 - generator loss: 0.986238 - 1s
Epoch 544/5000
discriminator loss: 1.219961 - generator loss: 0.930924 - 1s
Epoch 545/5000
discriminator loss: 1.189226 - generator loss: 0.948394 - 1s
Epoch 546/5000
discriminator loss: 1.184268 - generator loss: 0.965020 - 1s
Epoch 547/5000
discriminator loss: 1.229437 - generator loss: 0.938185 - 1s
Epoch 548/5000
discriminator loss: 1.205235 - generator loss: 0.958601 - 1s
Epoch 549/5000
discriminator loss: 1.160898 - generator loss: 0.998315 - 1s
Epoch 550/5000
discriminator loss: 1.217310 - generator loss: 0.929104 - 1s
Epoch 551/5000
discriminator loss: 1.223288 - generator loss: 0.920224 - 1s
Epoch 552/5000
discriminator loss: 1.171161 - generator loss: 0.967724 - 1s
Epoch 553/5000
discriminator loss: 1.208613 - generator loss: 0.938352 - 1s
Epoch 554/5000
discriminator loss: 1.219519 - generator loss: 0.945130 - 1s
Epoch 555/5000
discriminator loss: 1.161704 - generator loss: 0.992534 - 1s
Epoch 556/5000
discriminator loss: 1.185426 - generator loss: 0.956061 - 1s
Epoch 557/5000
discriminator loss: 1.230626 - generator loss: 0.900405 - 1s
Epoch 558/5000
discriminator loss: 1.172733 - generator loss: 0.960351 - 1s
Epoch 559/5000
discriminator loss: 1.195415 - generator loss: 0.949938 - 1s
Epoch 560/5000
discriminator loss: 1.242452 - generator loss: 0.921372 - 1s
Epoch 561/5000
discriminator loss: 1.188685 - generator loss: 0.968858 - 1s
Epoch 562/5000
discriminator loss: 1.190517 - generator loss: 0.961730 - 1s
Epoch 563/5000
discriminator loss: 1.233264 - generator loss: 0.905485 - 1s
Epoch 564/5000
discriminator loss: 1.193662 - generator loss: 0.938096 - 1s
Epoch 565/5000
discriminator loss: 1.176535 - generator loss: 0.960981 - 1s
Epoch 566/5000
discriminator loss: 1.232629 - generator loss: 0.928345 - 1s
Epoch 567/5000
discriminator loss: 1.218171 - generator loss: 0.951441 - 1s
Epoch 568/5000
discriminator loss: 1.173614 - generator loss: 0.962781 - 1s
Epoch 569/5000
discriminator loss: 1.239334 - generator loss: 0.909180 - 1s
Epoch 570/5000
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Epoch 571/5000
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Epoch 572/5000
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Epoch 573/5000
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Epoch 574/5000
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Epoch 575/5000
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Epoch 576/5000
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Epoch 577/5000
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Epoch 578/5000
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Epoch 579/5000
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Epoch 580/5000
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Epoch 581/5000
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Epoch 582/5000
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Epoch 583/5000
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Epoch 584/5000
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Epoch 585/5000
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Epoch 586/5000
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Epoch 587/5000
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Epoch 588/5000
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Epoch 589/5000
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Epoch 590/5000
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Epoch 591/5000
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Epoch 592/5000
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Epoch 593/5000
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Epoch 594/5000
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Epoch 595/5000
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Epoch 596/5000
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Epoch 597/5000
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Epoch 598/5000
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Epoch 599/5000
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Epoch 600/5000
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Epoch 601/5000
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Epoch 602/5000
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Epoch 603/5000
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Epoch 604/5000
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Epoch 605/5000
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Epoch 606/5000
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Epoch 607/5000
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Epoch 608/5000
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Epoch 609/5000
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Epoch 610/5000
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Epoch 611/5000
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Epoch 612/5000
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Epoch 613/5000
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Epoch 614/5000
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Epoch 615/5000
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Epoch 616/5000
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Epoch 617/5000
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Epoch 618/5000
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Epoch 619/5000
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Epoch 620/5000
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Epoch 621/5000
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Epoch 622/5000
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Epoch 623/5000
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Epoch 624/5000
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Epoch 625/5000
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Epoch 626/5000
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Epoch 627/5000
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Epoch 628/5000
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Epoch 629/5000
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Epoch 630/5000
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Epoch 631/5000
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Epoch 632/5000
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Epoch 633/5000
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Epoch 634/5000
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Epoch 635/5000
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Epoch 636/5000
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Epoch 637/5000
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Epoch 638/5000
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Epoch 639/5000
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Epoch 640/5000
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Epoch 641/5000
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Epoch 642/5000
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Epoch 643/5000
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Epoch 644/5000
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Epoch 645/5000
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Epoch 646/5000
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Epoch 647/5000
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Epoch 648/5000
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Epoch 649/5000
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Epoch 650/5000
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Epoch 651/5000
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Epoch 652/5000
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Epoch 653/5000
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Epoch 654/5000
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Epoch 655/5000
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Epoch 656/5000
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Epoch 657/5000
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Epoch 658/5000
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Epoch 659/5000
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Epoch 660/5000
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Epoch 661/5000
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Epoch 662/5000
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Epoch 663/5000
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Epoch 664/5000
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Epoch 665/5000
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Epoch 666/5000
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Epoch 667/5000
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Epoch 668/5000
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Epoch 669/5000
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Epoch 670/5000
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Epoch 671/5000
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Epoch 672/5000
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Epoch 673/5000
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Epoch 674/5000
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Epoch 675/5000
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Epoch 676/5000
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Epoch 677/5000
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Epoch 678/5000
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Epoch 679/5000
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Epoch 680/5000
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Epoch 681/5000
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Epoch 682/5000
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Epoch 683/5000
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Epoch 684/5000
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Epoch 685/5000
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Epoch 686/5000
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Epoch 687/5000
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Epoch 688/5000
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Epoch 689/5000
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Epoch 690/5000
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Epoch 691/5000
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Epoch 692/5000
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Epoch 693/5000
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Epoch 694/5000
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Epoch 695/5000
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Epoch 696/5000
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Epoch 697/5000
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Epoch 698/5000
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Epoch 699/5000
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Epoch 700/5000
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Epoch 701/5000
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Epoch 702/5000
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Epoch 703/5000
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Epoch 704/5000
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Epoch 705/5000
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Epoch 706/5000
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Epoch 707/5000
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Epoch 708/5000
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Epoch 709/5000
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Epoch 710/5000
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Epoch 711/5000
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Epoch 712/5000
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Epoch 713/5000
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Epoch 714/5000
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Epoch 715/5000
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Epoch 716/5000
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Epoch 717/5000
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Epoch 718/5000
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Epoch 719/5000
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Epoch 720/5000
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Epoch 721/5000
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Epoch 722/5000
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Epoch 723/5000
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Epoch 724/5000
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Epoch 725/5000
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Epoch 726/5000
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Epoch 727/5000
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Epoch 728/5000
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Epoch 729/5000
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Epoch 730/5000
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Epoch 731/5000
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Epoch 732/5000
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Epoch 733/5000
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Epoch 734/5000
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Epoch 735/5000
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Epoch 736/5000
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Epoch 737/5000
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Epoch 738/5000
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Epoch 739/5000
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Epoch 740/5000
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Epoch 741/5000
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Epoch 742/5000
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Epoch 743/5000
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Epoch 744/5000
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Epoch 745/5000
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Epoch 746/5000
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Epoch 747/5000
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Epoch 748/5000
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Epoch 749/5000
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Epoch 750/5000
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Epoch 751/5000
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Epoch 752/5000
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Epoch 753/5000
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Epoch 754/5000
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Epoch 755/5000
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Epoch 756/5000
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Epoch 757/5000
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Epoch 758/5000
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Epoch 759/5000
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Epoch 760/5000
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Epoch 761/5000
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Epoch 762/5000
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Epoch 763/5000
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Epoch 764/5000
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Epoch 765/5000
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Epoch 766/5000
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Epoch 767/5000
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Epoch 768/5000
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Epoch 769/5000
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Epoch 770/5000
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Epoch 771/5000
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Epoch 772/5000
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Epoch 773/5000
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Epoch 774/5000
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Epoch 775/5000
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Epoch 776/5000
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Epoch 777/5000
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Epoch 778/5000
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Epoch 779/5000
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Epoch 780/5000
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Epoch 781/5000
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Epoch 782/5000
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Epoch 783/5000
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Epoch 784/5000
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Epoch 785/5000
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Epoch 786/5000
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Epoch 787/5000
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Epoch 788/5000
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Epoch 789/5000
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Epoch 790/5000
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Epoch 791/5000
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Epoch 792/5000
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Epoch 793/5000
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Epoch 794/5000
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Epoch 795/5000
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Epoch 796/5000
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Epoch 797/5000
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Epoch 798/5000
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Epoch 799/5000
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Epoch 800/5000
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Epoch 801/5000
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Epoch 802/5000
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Epoch 803/5000
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Epoch 804/5000
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Epoch 805/5000
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Epoch 806/5000
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Epoch 807/5000
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Epoch 808/5000
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Epoch 809/5000
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Epoch 810/5000
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Epoch 811/5000
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Epoch 812/5000
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Epoch 813/5000
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Epoch 814/5000
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Epoch 815/5000
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Epoch 816/5000
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Epoch 817/5000
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Epoch 818/5000
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Epoch 819/5000
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Epoch 820/5000
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Epoch 821/5000
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Epoch 822/5000
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Epoch 823/5000
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Epoch 824/5000
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Epoch 825/5000
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Epoch 826/5000
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Epoch 827/5000
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Epoch 828/5000
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Epoch 829/5000
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Epoch 830/5000
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Epoch 831/5000
discriminator loss: 1.283252 - generator loss: 0.827963 - 1s
Epoch 832/5000
discriminator loss: 1.233891 - generator loss: 0.857402 - 1s
Epoch 833/5000
discriminator loss: 1.272179 - generator loss: 0.848768 - 1s
Epoch 834/5000
discriminator loss: 1.284106 - generator loss: 0.868543 - 1s
Epoch 835/5000
discriminator loss: 1.225211 - generator loss: 0.905957 - 1s
Epoch 836/5000
discriminator loss: 1.288277 - generator loss: 0.821979 - 1s
Epoch 837/5000
discriminator loss: 1.284031 - generator loss: 0.823592 - 1s
Epoch 838/5000
discriminator loss: 1.229273 - generator loss: 0.870519 - 1s
Epoch 839/5000
discriminator loss: 1.286234 - generator loss: 0.842941 - 1s
Epoch 840/5000
discriminator loss: 1.278097 - generator loss: 0.858979 - 1s
Epoch 841/5000
discriminator loss: 1.233734 - generator loss: 0.899279 - 1s
Epoch 842/5000
discriminator loss: 1.278466 - generator loss: 0.839120 - 1s
Epoch 843/5000
discriminator loss: 1.280038 - generator loss: 0.821062 - 1s
Epoch 844/5000
discriminator loss: 1.230918 - generator loss: 0.866518 - 1s
Epoch 845/5000
discriminator loss: 1.285822 - generator loss: 0.848888 - 1s
Epoch 846/5000
discriminator loss: 1.267100 - generator loss: 0.863838 - 1s
Epoch 847/5000
discriminator loss: 1.224364 - generator loss: 0.899164 - 1s
Epoch 848/5000
discriminator loss: 1.293553 - generator loss: 0.830813 - 1s
Epoch 849/5000
discriminator loss: 1.273760 - generator loss: 0.826791 - 1s
Epoch 850/5000
discriminator loss: 1.233402 - generator loss: 0.868440 - 1s
Epoch 851/5000
discriminator loss: 1.287924 - generator loss: 0.835134 - 1s
Epoch 852/5000
discriminator loss: 1.279569 - generator loss: 0.873855 - 1s
Epoch 853/5000
discriminator loss: 1.225182 - generator loss: 0.891152 - 1s
Epoch 854/5000
discriminator loss: 1.280212 - generator loss: 0.828132 - 1s
Epoch 855/5000
discriminator loss: 1.289389 - generator loss: 0.816571 - 1s
Epoch 856/5000
discriminator loss: 1.235141 - generator loss: 0.869846 - 1s
Epoch 857/5000
discriminator loss: 1.296975 - generator loss: 0.835361 - 1s
Epoch 858/5000
discriminator loss: 1.268727 - generator loss: 0.863315 - 1s
Epoch 859/5000
discriminator loss: 1.231677 - generator loss: 0.887241 - 1s
Epoch 860/5000
discriminator loss: 1.284614 - generator loss: 0.828485 - 1s
Epoch 861/5000
discriminator loss: 1.271393 - generator loss: 0.821675 - 1s
Epoch 862/5000
discriminator loss: 1.232072 - generator loss: 0.881126 - 1s
Epoch 863/5000
discriminator loss: 1.294454 - generator loss: 0.836873 - 1s
Epoch 864/5000
discriminator loss: 1.262374 - generator loss: 0.858303 - 1s
Epoch 865/5000
discriminator loss: 1.235465 - generator loss: 0.884358 - 1s
Epoch 866/5000
discriminator loss: 1.296629 - generator loss: 0.821369 - 1s
Epoch 867/5000
discriminator loss: 1.260574 - generator loss: 0.841975 - 1s
Epoch 868/5000
discriminator loss: 1.237817 - generator loss: 0.852582 - 1s
Epoch 869/5000
discriminator loss: 1.307398 - generator loss: 0.830229 - 1s
Epoch 870/5000
discriminator loss: 1.254485 - generator loss: 0.878591 - 1s
Epoch 871/5000
discriminator loss: 1.239177 - generator loss: 0.877005 - 1s
Epoch 872/5000
discriminator loss: 1.312129 - generator loss: 0.798931 - 1s
Epoch 873/5000
discriminator loss: 1.253875 - generator loss: 0.839570 - 1s
Epoch 874/5000
discriminator loss: 1.258078 - generator loss: 0.855990 - 1s
Epoch 875/5000
discriminator loss: 1.312533 - generator loss: 0.827994 - 1s
Epoch 876/5000
discriminator loss: 1.238080 - generator loss: 0.895685 - 1s
Epoch 877/5000
discriminator loss: 1.255329 - generator loss: 0.860097 - 1s
Epoch 878/5000
discriminator loss: 1.316020 - generator loss: 0.798121 - 1s
Epoch 879/5000
discriminator loss: 1.237245 - generator loss: 0.854420 - 1s
Epoch 880/5000
discriminator loss: 1.252164 - generator loss: 0.847799 - 1s
Epoch 881/5000
discriminator loss: 1.305368 - generator loss: 0.844714 - 1s
Epoch 882/5000
discriminator loss: 1.227942 - generator loss: 0.901731 - 1s
Epoch 883/5000
discriminator loss: 1.262392 - generator loss: 0.853967 - 1s
Epoch 884/5000
discriminator loss: 1.305502 - generator loss: 0.808204 - 1s
Epoch 885/5000
discriminator loss: 1.226112 - generator loss: 0.870880 - 1s
Epoch 886/5000
discriminator loss: 1.277569 - generator loss: 0.839024 - 1s
Epoch 887/5000
discriminator loss: 1.292582 - generator loss: 0.838344 - 1s
Epoch 888/5000
discriminator loss: 1.238288 - generator loss: 0.887469 - 1s
Epoch 889/5000
discriminator loss: 1.269480 - generator loss: 0.844921 - 1s
Epoch 890/5000
discriminator loss: 1.286999 - generator loss: 0.812301 - 1s
Epoch 891/5000
discriminator loss: 1.243451 - generator loss: 0.862751 - 1s
Epoch 892/5000
discriminator loss: 1.292696 - generator loss: 0.834578 - 1s
Epoch 893/5000
discriminator loss: 1.285571 - generator loss: 0.842965 - 1s
Epoch 894/5000
discriminator loss: 1.231905 - generator loss: 0.888384 - 1s
Epoch 895/5000
discriminator loss: 1.288805 - generator loss: 0.826103 - 1s
Epoch 896/5000
discriminator loss: 1.270972 - generator loss: 0.823538 - 1s
Epoch 897/5000
discriminator loss: 1.238880 - generator loss: 0.859804 - 1s
Epoch 898/5000
discriminator loss: 1.306799 - generator loss: 0.829847 - 1s
Epoch 899/5000
discriminator loss: 1.263707 - generator loss: 0.864610 - 1s
Epoch 900/5000
discriminator loss: 1.238916 - generator loss: 0.869090 - 1s
Epoch 901/5000
discriminator loss: 1.300810 - generator loss: 0.814746 - 1s
Epoch 902/5000
discriminator loss: 1.269325 - generator loss: 0.834084 - 1s
Epoch 903/5000
discriminator loss: 1.240100 - generator loss: 0.854203 - 1s
Epoch 904/5000
discriminator loss: 1.318698 - generator loss: 0.823666 - 1s
Epoch 905/5000
discriminator loss: 1.261675 - generator loss: 0.872021 - 1s
Epoch 906/5000
discriminator loss: 1.241900 - generator loss: 0.879361 - 1s
Epoch 907/5000
discriminator loss: 1.302598 - generator loss: 0.810681 - 1s
Epoch 908/5000
discriminator loss: 1.251500 - generator loss: 0.853483 - 1s
Epoch 909/5000
discriminator loss: 1.254935 - generator loss: 0.845238 - 1s
Epoch 910/5000
discriminator loss: 1.295593 - generator loss: 0.832264 - 1s
Epoch 911/5000
discriminator loss: 1.259782 - generator loss: 0.874163 - 1s
Epoch 912/5000
discriminator loss: 1.254297 - generator loss: 0.864225 - 1s
Epoch 913/5000
discriminator loss: 1.318636 - generator loss: 0.790037 - 1s
Epoch 914/5000
discriminator loss: 1.241077 - generator loss: 0.849593 - 1s
Epoch 915/5000
discriminator loss: 1.257109 - generator loss: 0.851242 - 1s
Epoch 916/5000
discriminator loss: 1.316693 - generator loss: 0.817799 - 1s
Epoch 917/5000
discriminator loss: 1.244846 - generator loss: 0.878557 - 1s
Epoch 918/5000
discriminator loss: 1.277065 - generator loss: 0.841847 - 1s
Epoch 919/5000
discriminator loss: 1.309195 - generator loss: 0.800008 - 1s
Epoch 920/5000
discriminator loss: 1.234387 - generator loss: 0.859446 - 1s
Epoch 921/5000
discriminator loss: 1.278469 - generator loss: 0.835226 - 1s
Epoch 922/5000
discriminator loss: 1.299633 - generator loss: 0.835828 - 1s
Epoch 923/5000
discriminator loss: 1.231918 - generator loss: 0.891080 - 1s
Epoch 924/5000
discriminator loss: 1.282216 - generator loss: 0.824273 - 1s
Epoch 925/5000
discriminator loss: 1.288655 - generator loss: 0.817762 - 1s
Epoch 926/5000
discriminator loss: 1.232170 - generator loss: 0.860917 - 1s
Epoch 927/5000
discriminator loss: 1.289438 - generator loss: 0.829496 - 1s
Epoch 928/5000
discriminator loss: 1.287959 - generator loss: 0.841774 - 1s
Epoch 929/5000
discriminator loss: 1.230919 - generator loss: 0.891462 - 1s
Epoch 930/5000
discriminator loss: 1.302658 - generator loss: 0.813268 - 1s
Epoch 931/5000
discriminator loss: 1.286126 - generator loss: 0.811209 - 1s
Epoch 932/5000
discriminator loss: 1.232552 - generator loss: 0.856197 - 1s
Epoch 933/5000
discriminator loss: 1.296550 - generator loss: 0.835887 - 1s
Epoch 934/5000
discriminator loss: 1.261513 - generator loss: 0.865463 - 1s
Epoch 935/5000
discriminator loss: 1.232802 - generator loss: 0.880070 - 1s
Epoch 936/5000
discriminator loss: 1.298567 - generator loss: 0.807459 - 1s
Epoch 937/5000
discriminator loss: 1.271824 - generator loss: 0.833096 - 1s
Epoch 938/5000
discriminator loss: 1.236891 - generator loss: 0.861762 - 1s
Epoch 939/5000
discriminator loss: 1.310689 - generator loss: 0.814749 - 1s
Epoch 940/5000
discriminator loss: 1.267843 - generator loss: 0.859341 - 1s
Epoch 941/5000
discriminator loss: 1.240988 - generator loss: 0.876070 - 1s
Epoch 942/5000
discriminator loss: 1.316982 - generator loss: 0.789855 - 1s
Epoch 943/5000
discriminator loss: 1.250545 - generator loss: 0.844181 - 1s
Epoch 944/5000
discriminator loss: 1.266870 - generator loss: 0.841546 - 1s
Epoch 945/5000
discriminator loss: 1.315845 - generator loss: 0.826941 - 1s
Epoch 946/5000
discriminator loss: 1.252877 - generator loss: 0.871661 - 1s
Epoch 947/5000
discriminator loss: 1.266600 - generator loss: 0.842057 - 1s
Epoch 948/5000
discriminator loss: 1.291014 - generator loss: 0.814953 - 1s
Epoch 949/5000
discriminator loss: 1.248116 - generator loss: 0.850717 - 1s
Epoch 950/5000
discriminator loss: 1.286388 - generator loss: 0.828798 - 1s
Epoch 951/5000
discriminator loss: 1.304253 - generator loss: 0.833702 - 1s
Epoch 952/5000
discriminator loss: 1.234558 - generator loss: 0.879541 - 1s
Epoch 953/5000
discriminator loss: 1.288508 - generator loss: 0.834252 - 1s
Epoch 954/5000
discriminator loss: 1.294299 - generator loss: 0.807400 - 1s
Epoch 955/5000
discriminator loss: 1.243491 - generator loss: 0.853278 - 1s
Epoch 956/5000
discriminator loss: 1.296178 - generator loss: 0.830885 - 1s
Epoch 957/5000
discriminator loss: 1.291991 - generator loss: 0.847921 - 1s
Epoch 958/5000
discriminator loss: 1.242126 - generator loss: 0.867732 - 1s
Epoch 959/5000
discriminator loss: 1.295570 - generator loss: 0.825408 - 1s
Epoch 960/5000
discriminator loss: 1.277335 - generator loss: 0.819630 - 1s
Epoch 961/5000
discriminator loss: 1.235467 - generator loss: 0.853608 - 1s
Epoch 962/5000
discriminator loss: 1.296747 - generator loss: 0.836123 - 1s
Epoch 963/5000
discriminator loss: 1.266304 - generator loss: 0.856637 - 1s
Epoch 964/5000
discriminator loss: 1.242476 - generator loss: 0.870993 - 1s
Epoch 965/5000
discriminator loss: 1.295437 - generator loss: 0.813179 - 1s
Epoch 966/5000
discriminator loss: 1.264765 - generator loss: 0.830260 - 1s
Epoch 967/5000
discriminator loss: 1.245412 - generator loss: 0.856849 - 1s
Epoch 968/5000
discriminator loss: 1.306352 - generator loss: 0.822463 - 1s
Epoch 969/5000
discriminator loss: 1.261050 - generator loss: 0.868992 - 1s
Epoch 970/5000
discriminator loss: 1.247359 - generator loss: 0.867965 - 1s
Epoch 971/5000
discriminator loss: 1.297542 - generator loss: 0.809408 - 1s
Epoch 972/5000
discriminator loss: 1.264884 - generator loss: 0.839058 - 1s
Epoch 973/5000
discriminator loss: 1.261600 - generator loss: 0.842769 - 1s
Epoch 974/5000
discriminator loss: 1.306751 - generator loss: 0.809455 - 1s
Epoch 975/5000
discriminator loss: 1.262476 - generator loss: 0.876884 - 1s
Epoch 976/5000
discriminator loss: 1.258788 - generator loss: 0.858885 - 1s
Epoch 977/5000
discriminator loss: 1.315362 - generator loss: 0.788646 - 1s
Epoch 978/5000
discriminator loss: 1.250157 - generator loss: 0.853216 - 1s
Epoch 979/5000
discriminator loss: 1.272498 - generator loss: 0.839974 - 1s
Epoch 980/5000
discriminator loss: 1.304671 - generator loss: 0.827771 - 1s
Epoch 981/5000
discriminator loss: 1.239647 - generator loss: 0.871584 - 1s
Epoch 982/5000
discriminator loss: 1.275652 - generator loss: 0.842942 - 1s
Epoch 983/5000
discriminator loss: 1.304255 - generator loss: 0.801675 - 1s
Epoch 984/5000
discriminator loss: 1.241579 - generator loss: 0.846423 - 1s
Epoch 985/5000
discriminator loss: 1.292873 - generator loss: 0.830197 - 1s
Epoch 986/5000
discriminator loss: 1.286764 - generator loss: 0.850320 - 1s
Epoch 987/5000
discriminator loss: 1.243269 - generator loss: 0.868708 - 1s
Epoch 988/5000
discriminator loss: 1.295820 - generator loss: 0.815698 - 1s
Epoch 989/5000
discriminator loss: 1.287605 - generator loss: 0.823673 - 1s
Epoch 990/5000
discriminator loss: 1.234904 - generator loss: 0.854354 - 1s
Epoch 991/5000
discriminator loss: 1.306966 - generator loss: 0.817037 - 1s
Epoch 992/5000
discriminator loss: 1.270661 - generator loss: 0.857966 - 1s
Epoch 993/5000
discriminator loss: 1.247758 - generator loss: 0.864931 - 1s
Epoch 994/5000
discriminator loss: 1.302461 - generator loss: 0.808411 - 1s
Epoch 995/5000
discriminator loss: 1.265189 - generator loss: 0.825391 - 1s
Epoch 996/5000
discriminator loss: 1.266002 - generator loss: 0.840892 - 1s
Epoch 997/5000
discriminator loss: 1.304374 - generator loss: 0.823406 - 1s
Epoch 998/5000
discriminator loss: 1.257223 - generator loss: 0.870216 - 1s
Epoch 999/5000
discriminator loss: 1.268932 - generator loss: 0.836233 - 1s
Epoch 1000/5000
discriminator loss: 1.306867 - generator loss: 0.805250 - 1s
Epoch 1001/5000
discriminator loss: 1.250666 - generator loss: 0.846463 - 1s

Loss: 

Epoch 1002/5000
discriminator loss: 1.281484 - generator loss: 0.828055 - 1s
Epoch 1003/5000
discriminator loss: 1.298742 - generator loss: 0.823410 - 1s
Epoch 1004/5000
discriminator loss: 1.240589 - generator loss: 0.891190 - 1s
Epoch 1005/5000
discriminator loss: 1.289909 - generator loss: 0.820509 - 1s
Epoch 1006/5000
discriminator loss: 1.291870 - generator loss: 0.806670 - 1s
Epoch 1007/5000
discriminator loss: 1.234107 - generator loss: 0.864115 - 1s
Epoch 1008/5000
discriminator loss: 1.302707 - generator loss: 0.824043 - 1s
Epoch 1009/5000
discriminator loss: 1.289157 - generator loss: 0.839467 - 1s
Epoch 1010/5000
discriminator loss: 1.241285 - generator loss: 0.869411 - 1s
Epoch 1011/5000
discriminator loss: 1.315145 - generator loss: 0.805495 - 1s
Epoch 1012/5000
discriminator loss: 1.268832 - generator loss: 0.823547 - 1s
Epoch 1013/5000
discriminator loss: 1.245603 - generator loss: 0.832806 - 1s
Epoch 1014/5000
discriminator loss: 1.315371 - generator loss: 0.830949 - 1s
Epoch 1015/5000
discriminator loss: 1.268410 - generator loss: 0.857874 - 1s
Epoch 1016/5000
discriminator loss: 1.256882 - generator loss: 0.847816 - 1s
Epoch 1017/5000
discriminator loss: 1.320663 - generator loss: 0.791969 - 1s
Epoch 1018/5000
discriminator loss: 1.259124 - generator loss: 0.841419 - 1s
Epoch 1019/5000
discriminator loss: 1.271051 - generator loss: 0.830352 - 1s
Epoch 1020/5000
discriminator loss: 1.312244 - generator loss: 0.818321 - 1s
Epoch 1021/5000
discriminator loss: 1.246826 - generator loss: 0.875998 - 1s
Epoch 1022/5000
discriminator loss: 1.273426 - generator loss: 0.829956 - 1s
Epoch 1023/5000
discriminator loss: 1.313450 - generator loss: 0.808664 - 1s
Epoch 1024/5000
discriminator loss: 1.245119 - generator loss: 0.845182 - 1s
Epoch 1025/5000
discriminator loss: 1.287007 - generator loss: 0.828195 - 1s
Epoch 1026/5000
discriminator loss: 1.309001 - generator loss: 0.843074 - 1s
Epoch 1027/5000
discriminator loss: 1.236098 - generator loss: 0.878576 - 1s
Epoch 1028/5000
discriminator loss: 1.290324 - generator loss: 0.825313 - 1s
Epoch 1029/5000
discriminator loss: 1.296376 - generator loss: 0.810026 - 1s
Epoch 1030/5000
discriminator loss: 1.238203 - generator loss: 0.856269 - 1s
Epoch 1031/5000
discriminator loss: 1.289783 - generator loss: 0.826791 - 1s
Epoch 1032/5000
discriminator loss: 1.289525 - generator loss: 0.841031 - 1s
Epoch 1033/5000
discriminator loss: 1.246015 - generator loss: 0.876449 - 1s
Epoch 1034/5000
discriminator loss: 1.306741 - generator loss: 0.808408 - 1s
Epoch 1035/5000
discriminator loss: 1.281831 - generator loss: 0.815585 - 1s
Epoch 1036/5000
discriminator loss: 1.261770 - generator loss: 0.830125 - 1s
Epoch 1037/5000
discriminator loss: 1.304522 - generator loss: 0.825975 - 1s
Epoch 1038/5000
discriminator loss: 1.286862 - generator loss: 0.842844 - 1s
Epoch 1039/5000
discriminator loss: 1.255525 - generator loss: 0.865225 - 1s
Epoch 1040/5000
discriminator loss: 1.310536 - generator loss: 0.795584 - 1s
Epoch 1041/5000
discriminator loss: 1.277028 - generator loss: 0.833071 - 1s
Epoch 1042/5000
discriminator loss: 1.255213 - generator loss: 0.846824 - 1s
Epoch 1043/5000
discriminator loss: 1.322563 - generator loss: 0.803264 - 1s
Epoch 1044/5000
discriminator loss: 1.261996 - generator loss: 0.858323 - 1s
Epoch 1045/5000
discriminator loss: 1.274163 - generator loss: 0.832782 - 1s
Epoch 1046/5000
discriminator loss: 1.310449 - generator loss: 0.790676 - 1s
Epoch 1047/5000
discriminator loss: 1.251706 - generator loss: 0.843598 - 1s
Epoch 1048/5000
discriminator loss: 1.293615 - generator loss: 0.828910 - 1s
Epoch 1049/5000
discriminator loss: 1.291470 - generator loss: 0.836372 - 1s
Epoch 1050/5000
discriminator loss: 1.243500 - generator loss: 0.864389 - 1s
Epoch 1051/5000
discriminator loss: 1.295162 - generator loss: 0.810677 - 1s
Epoch 1052/5000
discriminator loss: 1.304169 - generator loss: 0.801602 - 1s
Epoch 1053/5000
discriminator loss: 1.253117 - generator loss: 0.843650 - 1s
Epoch 1054/5000
discriminator loss: 1.300189 - generator loss: 0.814621 - 1s
Epoch 1055/5000
discriminator loss: 1.285648 - generator loss: 0.848895 - 1s
Epoch 1056/5000
discriminator loss: 1.254881 - generator loss: 0.855866 - 1s
Epoch 1057/5000
discriminator loss: 1.303932 - generator loss: 0.801791 - 1s
Epoch 1058/5000
discriminator loss: 1.266207 - generator loss: 0.841526 - 1s
Epoch 1059/5000
discriminator loss: 1.275637 - generator loss: 0.826113 - 1s
Epoch 1060/5000
discriminator loss: 1.305798 - generator loss: 0.823939 - 1s
Epoch 1061/5000
discriminator loss: 1.259479 - generator loss: 0.864356 - 1s
Epoch 1062/5000
discriminator loss: 1.276607 - generator loss: 0.830092 - 1s
Epoch 1063/5000
discriminator loss: 1.313854 - generator loss: 0.790341 - 1s
Epoch 1064/5000
discriminator loss: 1.251548 - generator loss: 0.844897 - 1s
Epoch 1065/5000
discriminator loss: 1.282436 - generator loss: 0.827467 - 1s
Epoch 1066/5000
discriminator loss: 1.304248 - generator loss: 0.825520 - 1s
Epoch 1067/5000
discriminator loss: 1.255116 - generator loss: 0.852768 - 1s
Epoch 1068/5000
discriminator loss: 1.298567 - generator loss: 0.812263 - 1s
Epoch 1069/5000
discriminator loss: 1.300911 - generator loss: 0.817866 - 1s
Epoch 1070/5000
discriminator loss: 1.248311 - generator loss: 0.845666 - 1s
Epoch 1071/5000
discriminator loss: 1.300671 - generator loss: 0.809920 - 1s
Epoch 1072/5000
discriminator loss: 1.276448 - generator loss: 0.850507 - 1s
Epoch 1073/5000
discriminator loss: 1.248057 - generator loss: 0.866920 - 1s
Epoch 1074/5000
discriminator loss: 1.314371 - generator loss: 0.786150 - 1s
Epoch 1075/5000
discriminator loss: 1.275562 - generator loss: 0.817121 - 1s
Epoch 1076/5000
discriminator loss: 1.266549 - generator loss: 0.837513 - 1s
Epoch 1077/5000
discriminator loss: 1.309935 - generator loss: 0.823018 - 1s
Epoch 1078/5000
discriminator loss: 1.253986 - generator loss: 0.858913 - 1s
Epoch 1079/5000
discriminator loss: 1.279454 - generator loss: 0.832327 - 1s
Epoch 1080/5000
discriminator loss: 1.302777 - generator loss: 0.807242 - 1s
Epoch 1081/5000
discriminator loss: 1.252022 - generator loss: 0.835918 - 1s
Epoch 1082/5000
discriminator loss: 1.284318 - generator loss: 0.816961 - 1s
Epoch 1083/5000
discriminator loss: 1.298173 - generator loss: 0.841097 - 1s
Epoch 1084/5000
discriminator loss: 1.247667 - generator loss: 0.853902 - 1s
Epoch 1085/5000
discriminator loss: 1.300185 - generator loss: 0.807859 - 1s
Epoch 1086/5000
discriminator loss: 1.284463 - generator loss: 0.820330 - 1s
Epoch 1087/5000
discriminator loss: 1.258065 - generator loss: 0.844984 - 1s
Epoch 1088/5000
discriminator loss: 1.312352 - generator loss: 0.808401 - 1s
Epoch 1089/5000
discriminator loss: 1.286996 - generator loss: 0.849415 - 1s
Epoch 1090/5000
discriminator loss: 1.260316 - generator loss: 0.852940 - 1s
Epoch 1091/5000
discriminator loss: 1.312454 - generator loss: 0.782018 - 1s
Epoch 1092/5000
discriminator loss: 1.266330 - generator loss: 0.838870 - 1s
Epoch 1093/5000
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Epoch 1094/5000
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Epoch 1095/5000
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Epoch 1096/5000
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Epoch 1097/5000
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Epoch 1098/5000
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Epoch 1099/5000
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Epoch 1100/5000
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Epoch 1101/5000
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Epoch 1102/5000
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Epoch 1103/5000
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Epoch 1104/5000
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Epoch 1105/5000
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Epoch 1106/5000
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Epoch 1107/5000
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Epoch 1108/5000
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Epoch 1109/5000
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Epoch 1110/5000
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Epoch 1111/5000
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Epoch 1112/5000
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Epoch 1113/5000
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Epoch 1114/5000
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Epoch 1115/5000
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Epoch 1116/5000
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Epoch 1117/5000
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Epoch 1118/5000
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Epoch 1119/5000
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Epoch 1120/5000
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Epoch 1121/5000
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Epoch 1122/5000
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Epoch 1123/5000
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Epoch 1124/5000
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Epoch 1125/5000
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Epoch 1126/5000
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Epoch 1127/5000
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Epoch 1128/5000
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Epoch 1129/5000
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Epoch 1130/5000
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Epoch 1131/5000
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Epoch 1132/5000
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Epoch 1133/5000
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Epoch 1134/5000
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Epoch 1135/5000
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Epoch 1136/5000
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Epoch 1137/5000
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Epoch 1138/5000
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Epoch 1139/5000
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Epoch 1140/5000
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Epoch 1141/5000
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Epoch 1142/5000
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Epoch 1143/5000
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Epoch 1144/5000
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Epoch 1145/5000
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Epoch 1146/5000
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Epoch 1147/5000
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Epoch 1148/5000
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Epoch 1149/5000
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Epoch 1150/5000
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Epoch 1151/5000
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Epoch 1152/5000
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Epoch 1153/5000
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Epoch 1154/5000
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Epoch 1155/5000
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Epoch 1156/5000
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Epoch 1157/5000
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Epoch 1158/5000
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Epoch 1159/5000
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Epoch 1160/5000
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Epoch 1161/5000
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Epoch 1162/5000
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Epoch 1163/5000
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Epoch 1164/5000
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Epoch 1165/5000
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Epoch 1166/5000
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Epoch 1167/5000
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Epoch 1168/5000
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Epoch 1169/5000
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Epoch 1170/5000
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Epoch 1171/5000
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Epoch 1172/5000
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Epoch 1173/5000
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Epoch 1174/5000
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Epoch 1175/5000
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Epoch 1176/5000
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Epoch 1177/5000
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Epoch 1178/5000
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Epoch 1179/5000
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Epoch 1180/5000
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Epoch 1181/5000
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Epoch 1182/5000
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Epoch 1183/5000
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Epoch 1184/5000
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Epoch 1185/5000
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Epoch 1186/5000
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Epoch 1187/5000
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Epoch 1188/5000
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Epoch 1189/5000
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Epoch 1190/5000
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Epoch 1191/5000
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Epoch 1192/5000
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Epoch 1193/5000
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Epoch 1194/5000
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Epoch 1195/5000
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Epoch 1196/5000
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Epoch 1197/5000
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Epoch 1198/5000
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Epoch 1199/5000
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Epoch 1200/5000
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Epoch 1201/5000
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Epoch 1202/5000
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Epoch 1203/5000
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Epoch 1204/5000
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Epoch 1205/5000
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Epoch 1206/5000
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Epoch 1207/5000
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Epoch 1208/5000
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Epoch 1209/5000
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Epoch 1210/5000
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Epoch 1211/5000
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Epoch 1212/5000
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Epoch 1213/5000
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Epoch 1214/5000
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Epoch 1215/5000
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Epoch 1216/5000
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Epoch 1217/5000
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Epoch 1218/5000
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Epoch 1219/5000
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Epoch 1220/5000
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Epoch 1221/5000
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Epoch 1222/5000
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Epoch 1223/5000
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Epoch 1224/5000
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Epoch 1225/5000
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Epoch 1226/5000
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Epoch 1227/5000
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Epoch 1228/5000
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Epoch 1229/5000
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Epoch 1230/5000
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Epoch 1231/5000
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Epoch 1232/5000
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Epoch 1233/5000
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Epoch 1234/5000
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Epoch 1235/5000
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Epoch 1236/5000
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Epoch 1237/5000
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Epoch 1238/5000
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Epoch 1239/5000
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Epoch 1240/5000
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Epoch 1241/5000
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Epoch 1242/5000
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Epoch 1243/5000
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Epoch 1244/5000
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Epoch 1245/5000
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Epoch 1246/5000
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Epoch 1247/5000
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Epoch 1248/5000
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Epoch 1249/5000
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Epoch 1250/5000
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Epoch 1251/5000
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Epoch 1252/5000
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Epoch 1253/5000
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Epoch 1254/5000
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Epoch 1255/5000
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Epoch 1256/5000
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Epoch 1257/5000
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Epoch 1258/5000
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Epoch 1259/5000
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Epoch 1260/5000
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Epoch 1261/5000
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Epoch 1262/5000
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Epoch 1263/5000
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Epoch 1264/5000
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Epoch 1265/5000
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Epoch 1266/5000
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Epoch 1267/5000
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Epoch 1268/5000
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Epoch 1269/5000
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Epoch 1270/5000
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Epoch 1271/5000
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Epoch 1272/5000
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Epoch 1273/5000
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Epoch 1274/5000
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Epoch 1275/5000
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Epoch 1276/5000
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Epoch 1277/5000
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Epoch 1278/5000
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Epoch 1279/5000
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Epoch 1280/5000
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Epoch 1281/5000
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Epoch 1282/5000
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Epoch 1283/5000
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Epoch 1284/5000
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Epoch 1285/5000
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Epoch 1286/5000
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Epoch 1287/5000
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Epoch 1288/5000
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Epoch 1289/5000
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Epoch 1290/5000
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Epoch 1291/5000
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Epoch 1292/5000
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Epoch 1293/5000
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Epoch 1294/5000
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Epoch 1295/5000
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Epoch 1296/5000
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Epoch 1297/5000
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Epoch 1298/5000
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Epoch 1299/5000
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Epoch 1300/5000
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Epoch 1301/5000
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Epoch 1302/5000
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Epoch 1303/5000
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Epoch 1304/5000
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Epoch 1305/5000
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Epoch 1306/5000
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Epoch 1307/5000
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Epoch 1308/5000
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Epoch 1309/5000
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Epoch 1310/5000
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Epoch 1311/5000
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Epoch 1312/5000
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Epoch 1313/5000
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Epoch 1314/5000
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Epoch 1315/5000
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Epoch 1316/5000
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Epoch 1317/5000
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Epoch 1318/5000
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Epoch 1319/5000
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Epoch 1320/5000
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Epoch 1321/5000
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Epoch 1322/5000
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Epoch 1323/5000
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Epoch 1324/5000
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Epoch 1325/5000
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Epoch 1326/5000
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Epoch 1327/5000
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Epoch 1328/5000
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Epoch 1329/5000
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Epoch 1330/5000
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Epoch 1331/5000
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Epoch 1332/5000
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Epoch 1333/5000
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Epoch 1334/5000
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Epoch 1335/5000
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Epoch 1336/5000
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Epoch 1337/5000
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Epoch 1338/5000
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Epoch 1339/5000
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Epoch 1340/5000
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Epoch 1341/5000
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Epoch 1342/5000
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Epoch 1343/5000
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Epoch 1344/5000
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Epoch 1345/5000
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Epoch 1346/5000
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Epoch 1347/5000
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Epoch 1348/5000
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Epoch 1349/5000
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Epoch 1350/5000
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Epoch 1351/5000
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Epoch 1352/5000
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Epoch 1353/5000
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Epoch 1354/5000
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Epoch 1355/5000
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Epoch 1356/5000
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Epoch 1357/5000
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Epoch 1358/5000
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Epoch 1359/5000
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Epoch 1360/5000
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Epoch 1361/5000
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Epoch 1362/5000
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Epoch 1363/5000
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Epoch 1364/5000
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Epoch 1365/5000
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Epoch 1366/5000
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Epoch 1367/5000
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Epoch 1368/5000
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Epoch 1369/5000
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Epoch 1370/5000
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Epoch 1371/5000
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Epoch 1372/5000
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Epoch 1373/5000
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Epoch 1374/5000
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Epoch 1375/5000
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Epoch 1376/5000
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Epoch 1377/5000
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Epoch 1378/5000
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Epoch 1379/5000
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Epoch 1380/5000
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Epoch 1381/5000
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Epoch 1382/5000
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Epoch 1383/5000
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Epoch 1384/5000
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Epoch 1385/5000
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Epoch 1386/5000
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Epoch 1387/5000
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Epoch 1388/5000
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Epoch 1389/5000
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Epoch 1390/5000
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Epoch 1391/5000
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Epoch 1392/5000
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Epoch 1393/5000
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Epoch 1394/5000
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Epoch 1395/5000
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Epoch 1396/5000
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Epoch 1397/5000
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Epoch 1398/5000
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Epoch 1399/5000
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Epoch 1400/5000
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Epoch 1401/5000
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Epoch 1402/5000
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Epoch 1403/5000
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Epoch 1404/5000
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Epoch 1405/5000
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Epoch 1406/5000
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Epoch 1407/5000
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Epoch 1408/5000
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Epoch 1409/5000
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Epoch 1410/5000
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Epoch 1411/5000
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Epoch 1412/5000
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Epoch 1413/5000
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Epoch 1414/5000
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Epoch 1415/5000
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Epoch 1416/5000
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Epoch 1417/5000
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Epoch 1418/5000
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Epoch 1419/5000
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Epoch 1420/5000
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Epoch 1421/5000
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Epoch 1422/5000
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Epoch 1423/5000
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Epoch 1424/5000
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Epoch 1425/5000
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Epoch 1426/5000
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Epoch 1427/5000
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Epoch 1428/5000
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Epoch 1429/5000
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Epoch 1430/5000
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Epoch 1431/5000
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Epoch 1432/5000
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Epoch 1433/5000
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Epoch 1434/5000
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Epoch 1435/5000
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Epoch 1436/5000
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Epoch 1437/5000
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Epoch 1438/5000
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Epoch 1439/5000
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Epoch 1440/5000
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Epoch 1441/5000
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Epoch 1442/5000
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Epoch 1443/5000
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Epoch 1444/5000
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Epoch 1445/5000
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Epoch 1446/5000
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Epoch 1447/5000
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Epoch 1448/5000
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Epoch 1449/5000
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Epoch 1450/5000
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Epoch 1451/5000
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Epoch 1452/5000
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Epoch 1453/5000
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Epoch 1454/5000
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Epoch 1455/5000
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Epoch 1456/5000
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Epoch 1457/5000
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Epoch 1458/5000
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Epoch 1459/5000
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Epoch 1460/5000
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Epoch 1461/5000
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Epoch 1462/5000
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Epoch 1463/5000
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Epoch 1464/5000
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Epoch 1465/5000
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Epoch 1466/5000
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Epoch 1467/5000
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Epoch 1468/5000
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Epoch 1469/5000
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Epoch 1470/5000
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Epoch 1471/5000
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Epoch 1472/5000
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Epoch 1473/5000
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Epoch 1474/5000
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Epoch 1475/5000
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Epoch 1476/5000
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Epoch 1477/5000
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Epoch 1478/5000
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Epoch 1479/5000
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Epoch 1480/5000
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Epoch 1481/5000
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Epoch 1482/5000
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Epoch 1483/5000
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Epoch 1484/5000
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Epoch 1485/5000
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Epoch 1486/5000
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Epoch 1487/5000
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Epoch 1488/5000
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Epoch 1489/5000
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Epoch 1490/5000
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Epoch 1491/5000
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Epoch 1492/5000
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Epoch 1493/5000
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Epoch 1494/5000
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Epoch 1495/5000
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Epoch 1496/5000
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Epoch 1497/5000
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Epoch 1498/5000
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Epoch 1499/5000
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Epoch 1500/5000
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Epoch 1501/5000
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Epoch 1502/5000
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Epoch 1503/5000
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Epoch 1504/5000
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Epoch 1505/5000
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Epoch 1506/5000
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Epoch 1507/5000
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Epoch 1508/5000
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Epoch 1509/5000
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Epoch 1510/5000
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Epoch 1511/5000
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Epoch 1512/5000
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Epoch 1513/5000
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Epoch 1514/5000
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Epoch 1515/5000
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Epoch 1516/5000
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Epoch 1517/5000
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Epoch 1518/5000
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Epoch 1519/5000
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Epoch 1520/5000
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Epoch 1521/5000
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Epoch 1522/5000
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Epoch 1523/5000
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Epoch 1524/5000
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Epoch 1525/5000
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Epoch 1526/5000
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Epoch 1527/5000
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Epoch 1528/5000
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Epoch 1529/5000
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Epoch 1530/5000
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Epoch 1531/5000
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Epoch 1532/5000
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Epoch 1533/5000
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Epoch 1534/5000
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Epoch 1535/5000
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Epoch 1536/5000
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Epoch 1537/5000
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Epoch 1538/5000
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Epoch 1539/5000
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Epoch 1540/5000
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Epoch 1541/5000
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Epoch 1542/5000
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Epoch 1543/5000
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Epoch 1544/5000
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Epoch 1545/5000
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Epoch 1546/5000
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Epoch 1547/5000
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Epoch 1548/5000
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Epoch 1549/5000
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Epoch 1550/5000
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Epoch 1551/5000
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Epoch 1552/5000
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Epoch 1553/5000
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Epoch 1554/5000
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Epoch 1555/5000
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Epoch 1556/5000
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Epoch 1557/5000
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Epoch 1558/5000
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Epoch 1559/5000
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Epoch 1560/5000
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Epoch 1561/5000
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Epoch 1562/5000
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Epoch 1563/5000
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Epoch 1564/5000
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Epoch 1565/5000
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Epoch 1566/5000
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Epoch 1567/5000
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Epoch 1568/5000
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Epoch 1569/5000
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Epoch 1570/5000
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Epoch 1571/5000
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Epoch 1572/5000
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Epoch 1573/5000
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Epoch 1574/5000
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Epoch 1575/5000
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Epoch 1576/5000
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Epoch 1577/5000
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Epoch 1578/5000
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Epoch 1579/5000
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Epoch 1580/5000
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Epoch 1581/5000
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Epoch 1582/5000
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Epoch 1583/5000
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Epoch 1584/5000
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Epoch 1585/5000
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Epoch 1586/5000
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Epoch 1587/5000
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Epoch 1588/5000
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Epoch 1589/5000
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Epoch 1590/5000
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Epoch 1591/5000
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Epoch 1592/5000
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Epoch 1593/5000
discriminator loss: 1.297796 - generator loss: 0.812400 - 1s
Epoch 1594/5000
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Epoch 1595/5000
discriminator loss: 1.329906 - generator loss: 0.786999 - 1s
Epoch 1596/5000
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Epoch 1597/5000
discriminator loss: 1.328230 - generator loss: 0.786803 - 1s
Epoch 1598/5000
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Epoch 1599/5000
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Epoch 1600/5000
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Epoch 1601/5000
discriminator loss: 1.296344 - generator loss: 0.812168 - 1s
Epoch 1602/5000
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Epoch 1603/5000
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Epoch 1604/5000
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Epoch 1605/5000
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Epoch 1606/5000
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Epoch 1607/5000
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Epoch 1608/5000
discriminator loss: 1.302433 - generator loss: 0.808386 - 1s
Epoch 1609/5000
discriminator loss: 1.307831 - generator loss: 0.790894 - 1s
Epoch 1610/5000
discriminator loss: 1.324881 - generator loss: 0.784450 - 1s
Epoch 1611/5000
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Epoch 1612/5000
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Epoch 1613/5000
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Epoch 1614/5000
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Epoch 1615/5000
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Epoch 1616/5000
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Epoch 1617/5000
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Epoch 1618/5000
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Epoch 1619/5000
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Epoch 1620/5000
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Epoch 1621/5000
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Epoch 1622/5000
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Epoch 1623/5000
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Epoch 1624/5000
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Epoch 1625/5000
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Epoch 1626/5000
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Epoch 1627/5000
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Epoch 1628/5000
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Epoch 1629/5000
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Epoch 1630/5000
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Epoch 1631/5000
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Epoch 1632/5000
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Epoch 1633/5000
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Epoch 1634/5000
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Epoch 1635/5000
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Epoch 1636/5000
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Epoch 1637/5000
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Epoch 1638/5000
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Epoch 1639/5000
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Epoch 1640/5000
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Epoch 1641/5000
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Epoch 1642/5000
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Epoch 1643/5000
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Epoch 1644/5000
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Epoch 1645/5000
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Epoch 1646/5000
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Epoch 1647/5000
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Epoch 1648/5000
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Epoch 1649/5000
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Epoch 1650/5000
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Epoch 1651/5000
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Epoch 1652/5000
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Epoch 1653/5000
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Epoch 1654/5000
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Epoch 1655/5000
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Epoch 1656/5000
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Epoch 1657/5000
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Epoch 1658/5000
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Epoch 1659/5000
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Epoch 1660/5000
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Epoch 1661/5000
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Epoch 1662/5000
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Epoch 1663/5000
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Epoch 1664/5000
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Epoch 1665/5000
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Epoch 1666/5000
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Epoch 1667/5000
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Epoch 1668/5000
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Epoch 1669/5000
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Epoch 1670/5000
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Epoch 1671/5000
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Epoch 1672/5000
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Epoch 1673/5000
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Epoch 1674/5000
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Epoch 1675/5000
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Epoch 1676/5000
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Epoch 1677/5000
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Epoch 1678/5000
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Epoch 1679/5000
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Epoch 1680/5000
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Epoch 1681/5000
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Epoch 1682/5000
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Epoch 1683/5000
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Epoch 1684/5000
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Epoch 1685/5000
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Epoch 1686/5000
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Epoch 1687/5000
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Epoch 1688/5000
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Epoch 1689/5000
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Epoch 1690/5000
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Epoch 1691/5000
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Epoch 1692/5000
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Epoch 1693/5000
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Epoch 1694/5000
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Epoch 1695/5000
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Epoch 1696/5000
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Epoch 1697/5000
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Epoch 1698/5000
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Epoch 1699/5000
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Epoch 1700/5000
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Epoch 1701/5000
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Epoch 1702/5000
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Epoch 1703/5000
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Epoch 1704/5000
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Epoch 1705/5000
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Epoch 1706/5000
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Epoch 1707/5000
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Epoch 1708/5000
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Epoch 1709/5000
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Epoch 1710/5000
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Epoch 1711/5000
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Epoch 1712/5000
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Epoch 1713/5000
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Epoch 1714/5000
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Epoch 1715/5000
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Epoch 1716/5000
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Epoch 1717/5000
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Epoch 1718/5000
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Epoch 1719/5000
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Epoch 1720/5000
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Epoch 1721/5000
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Epoch 1722/5000
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Epoch 1723/5000
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Epoch 1724/5000
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Epoch 1725/5000
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Epoch 1726/5000
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Epoch 1727/5000
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Epoch 1728/5000
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Epoch 1729/5000
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Epoch 1730/5000
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Epoch 1731/5000
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Epoch 1732/5000
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Epoch 1733/5000
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Epoch 1734/5000
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Epoch 1735/5000
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Epoch 1736/5000
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Epoch 1737/5000
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Epoch 1738/5000
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Epoch 1739/5000
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Epoch 1740/5000
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Epoch 1741/5000
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Epoch 1742/5000
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Epoch 1743/5000
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Epoch 1744/5000
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Epoch 1745/5000
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Epoch 1746/5000
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Epoch 1747/5000
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Epoch 1748/5000
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Epoch 1749/5000
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Epoch 1750/5000
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Epoch 1751/5000
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Epoch 1752/5000
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Epoch 1753/5000
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Epoch 1754/5000
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Epoch 1755/5000
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Epoch 1756/5000
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Epoch 1757/5000
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Epoch 1758/5000
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Epoch 1759/5000
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Epoch 1760/5000
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Epoch 1761/5000
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Epoch 1762/5000
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Epoch 1763/5000
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Epoch 1764/5000
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Epoch 1765/5000
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Epoch 1766/5000
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Epoch 1767/5000
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Epoch 1768/5000
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Epoch 1769/5000
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Epoch 1770/5000
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Epoch 1771/5000
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Epoch 1772/5000
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Epoch 1773/5000
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Epoch 1774/5000
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Epoch 1775/5000
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Epoch 1776/5000
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Epoch 1777/5000
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Epoch 1778/5000
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Epoch 1779/5000
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Epoch 1780/5000
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Epoch 1781/5000
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Epoch 1782/5000
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Epoch 1783/5000
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Epoch 1784/5000
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Epoch 1785/5000
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Epoch 1786/5000
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Epoch 1787/5000
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Epoch 1788/5000
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Epoch 1789/5000
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Epoch 1790/5000
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Epoch 1791/5000
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Epoch 1792/5000
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Epoch 1793/5000
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Epoch 1794/5000
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Epoch 1795/5000
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Epoch 1796/5000
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Epoch 1797/5000
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Epoch 1798/5000
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Epoch 1799/5000
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Epoch 1800/5000
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Epoch 1801/5000
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Epoch 1802/5000
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Epoch 1803/5000
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Epoch 1804/5000
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Epoch 1805/5000
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Epoch 1806/5000
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Epoch 1807/5000
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Epoch 1808/5000
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Epoch 1809/5000
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Epoch 1810/5000
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Epoch 1811/5000
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Epoch 1812/5000
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Epoch 1813/5000
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Epoch 1814/5000
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Epoch 1815/5000
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Epoch 1816/5000
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Epoch 1817/5000
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Epoch 1818/5000
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Epoch 1819/5000
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Epoch 1820/5000
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Epoch 1821/5000
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Epoch 1822/5000
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Epoch 1823/5000
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Epoch 1824/5000
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Epoch 1825/5000
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Epoch 1826/5000
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Epoch 1827/5000
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Epoch 1828/5000
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Epoch 1829/5000
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Epoch 1830/5000
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Epoch 1831/5000
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Epoch 1832/5000
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Epoch 1833/5000
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Epoch 1834/5000
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Epoch 1835/5000
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Epoch 1836/5000
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Epoch 1837/5000
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Epoch 1838/5000
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Epoch 1839/5000
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Epoch 1840/5000
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Epoch 1841/5000
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Epoch 1842/5000
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Epoch 1843/5000
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Epoch 1844/5000
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Epoch 1845/5000
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Epoch 1846/5000
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Epoch 1847/5000
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Epoch 1848/5000
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Epoch 1849/5000
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Epoch 1850/5000
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Epoch 1851/5000
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Epoch 1852/5000
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Epoch 1853/5000
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Epoch 1854/5000
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Epoch 1855/5000
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Epoch 1856/5000
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Epoch 1857/5000
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Epoch 1858/5000
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Epoch 1859/5000
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Epoch 1860/5000
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Epoch 1861/5000
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Epoch 1862/5000
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Epoch 1863/5000
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Epoch 1864/5000
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Epoch 1865/5000
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Epoch 1866/5000
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Epoch 1867/5000
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Epoch 1868/5000
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Epoch 1869/5000
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Epoch 1870/5000
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Epoch 1871/5000
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Epoch 1872/5000
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Epoch 1873/5000
discriminator loss: 1.348225 - generator loss: 0.750283 - 1s
Epoch 1874/5000
discriminator loss: 1.292440 - generator loss: 0.801670 - 1s
Epoch 1875/5000
discriminator loss: 1.352118 - generator loss: 0.777921 - 1s
Epoch 1876/5000
discriminator loss: 1.324719 - generator loss: 0.810018 - 1s
Epoch 1877/5000
discriminator loss: 1.303015 - generator loss: 0.805747 - 1s
Epoch 1878/5000
discriminator loss: 1.355710 - generator loss: 0.743005 - 1s
Epoch 1879/5000
discriminator loss: 1.300477 - generator loss: 0.793125 - 1s
Epoch 1880/5000
discriminator loss: 1.326218 - generator loss: 0.791479 - 1s
Epoch 1881/5000
discriminator loss: 1.338807 - generator loss: 0.785835 - 1s
Epoch 1882/5000
discriminator loss: 1.293396 - generator loss: 0.816382 - 1s
Epoch 1883/5000
discriminator loss: 1.349023 - generator loss: 0.754806 - 1s
Epoch 1884/5000
discriminator loss: 1.314580 - generator loss: 0.778115 - 1s
Epoch 1885/5000
discriminator loss: 1.319312 - generator loss: 0.788040 - 1s
Epoch 1886/5000
discriminator loss: 1.346135 - generator loss: 0.787382 - 1s
Epoch 1887/5000
discriminator loss: 1.289657 - generator loss: 0.827372 - 1s
Epoch 1888/5000
discriminator loss: 1.346120 - generator loss: 0.755254 - 1s
Epoch 1889/5000
discriminator loss: 1.316838 - generator loss: 0.772135 - 1s
Epoch 1890/5000
discriminator loss: 1.305409 - generator loss: 0.797973 - 1s
Epoch 1891/5000
discriminator loss: 1.354479 - generator loss: 0.776453 - 1s
Epoch 1892/5000
discriminator loss: 1.308130 - generator loss: 0.812338 - 1s
Epoch 1893/5000
discriminator loss: 1.335590 - generator loss: 0.769542 - 1s
Epoch 1894/5000
discriminator loss: 1.325223 - generator loss: 0.761494 - 1s
Epoch 1895/5000
discriminator loss: 1.304114 - generator loss: 0.805662 - 1s
Epoch 1896/5000
discriminator loss: 1.356192 - generator loss: 0.774050 - 1s
Epoch 1897/5000
discriminator loss: 1.304160 - generator loss: 0.814402 - 1s
Epoch 1898/5000
discriminator loss: 1.322832 - generator loss: 0.784922 - 1s
Epoch 1899/5000
discriminator loss: 1.337869 - generator loss: 0.759120 - 1s
Epoch 1900/5000
discriminator loss: 1.300017 - generator loss: 0.804364 - 1s
Epoch 1901/5000
discriminator loss: 1.345848 - generator loss: 0.779601 - 1s
Epoch 1902/5000
discriminator loss: 1.320038 - generator loss: 0.808912 - 1s
Epoch 1903/5000
discriminator loss: 1.315447 - generator loss: 0.785218 - 1s
Epoch 1904/5000
discriminator loss: 1.347809 - generator loss: 0.756093 - 1s
Epoch 1905/5000
discriminator loss: 1.303749 - generator loss: 0.797551 - 1s
Epoch 1906/5000
discriminator loss: 1.337284 - generator loss: 0.779372 - 1s
Epoch 1907/5000
discriminator loss: 1.334233 - generator loss: 0.798983 - 1s
Epoch 1908/5000
discriminator loss: 1.301129 - generator loss: 0.806643 - 1s
Epoch 1909/5000
discriminator loss: 1.348007 - generator loss: 0.753891 - 1s
Epoch 1910/5000
discriminator loss: 1.303565 - generator loss: 0.795390 - 1s
Epoch 1911/5000
discriminator loss: 1.323201 - generator loss: 0.805337 - 1s
Epoch 1912/5000
discriminator loss: 1.338542 - generator loss: 0.786939 - 1s
Epoch 1913/5000
discriminator loss: 1.301849 - generator loss: 0.809793 - 1s
Epoch 1914/5000
discriminator loss: 1.347611 - generator loss: 0.762524 - 1s
Epoch 1915/5000
discriminator loss: 1.313812 - generator loss: 0.775613 - 1s
Epoch 1916/5000
discriminator loss: 1.311056 - generator loss: 0.788546 - 1s
Epoch 1917/5000
discriminator loss: 1.356452 - generator loss: 0.790492 - 1s
Epoch 1918/5000
discriminator loss: 1.295075 - generator loss: 0.827923 - 1s
Epoch 1919/5000
discriminator loss: 1.339096 - generator loss: 0.764132 - 1s
Epoch 1920/5000
discriminator loss: 1.328075 - generator loss: 0.762615 - 1s
Epoch 1921/5000
discriminator loss: 1.298305 - generator loss: 0.810653 - 1s
Epoch 1922/5000
discriminator loss: 1.345310 - generator loss: 0.770901 - 1s
Epoch 1923/5000
discriminator loss: 1.316417 - generator loss: 0.806794 - 1s
Epoch 1924/5000
discriminator loss: 1.326275 - generator loss: 0.780608 - 1s
Epoch 1925/5000
discriminator loss: 1.337776 - generator loss: 0.769001 - 1s
Epoch 1926/5000
discriminator loss: 1.300542 - generator loss: 0.788617 - 1s
Epoch 1927/5000
discriminator loss: 1.354390 - generator loss: 0.779377 - 1s
Epoch 1928/5000
discriminator loss: 1.314861 - generator loss: 0.806129 - 1s
Epoch 1929/5000
discriminator loss: 1.310960 - generator loss: 0.800817 - 1s
Epoch 1930/5000
discriminator loss: 1.337665 - generator loss: 0.756438 - 1s
Epoch 1931/5000
discriminator loss: 1.305359 - generator loss: 0.802117 - 1s
Epoch 1932/5000
discriminator loss: 1.326456 - generator loss: 0.789566 - 1s
Epoch 1933/5000
discriminator loss: 1.339245 - generator loss: 0.783802 - 1s
Epoch 1934/5000
discriminator loss: 1.303099 - generator loss: 0.812696 - 1s
Epoch 1935/5000
discriminator loss: 1.342756 - generator loss: 0.764081 - 1s
Epoch 1936/5000
discriminator loss: 1.315871 - generator loss: 0.781075 - 1s
Epoch 1937/5000
discriminator loss: 1.316609 - generator loss: 0.784323 - 1s
Epoch 1938/5000
discriminator loss: 1.346642 - generator loss: 0.780389 - 1s
Epoch 1939/5000
discriminator loss: 1.300793 - generator loss: 0.830740 - 1s
Epoch 1940/5000
discriminator loss: 1.343359 - generator loss: 0.753331 - 1s
Epoch 1941/5000
discriminator loss: 1.334550 - generator loss: 0.766034 - 1s
Epoch 1942/5000
discriminator loss: 1.303998 - generator loss: 0.791424 - 1s
Epoch 1943/5000
discriminator loss: 1.347294 - generator loss: 0.784788 - 1s
Epoch 1944/5000
discriminator loss: 1.308961 - generator loss: 0.815443 - 1s
Epoch 1945/5000
discriminator loss: 1.325581 - generator loss: 0.775706 - 1s
Epoch 1946/5000
discriminator loss: 1.335763 - generator loss: 0.758508 - 1s
Epoch 1947/5000
discriminator loss: 1.296757 - generator loss: 0.807035 - 1s
Epoch 1948/5000
discriminator loss: 1.357885 - generator loss: 0.770124 - 1s
Epoch 1949/5000
discriminator loss: 1.327969 - generator loss: 0.803291 - 1s
Epoch 1950/5000
discriminator loss: 1.317079 - generator loss: 0.790921 - 1s
Epoch 1951/5000
discriminator loss: 1.351912 - generator loss: 0.745901 - 1s
Epoch 1952/5000
discriminator loss: 1.299147 - generator loss: 0.799452 - 1s
Epoch 1953/5000
discriminator loss: 1.342927 - generator loss: 0.775252 - 1s
Epoch 1954/5000
discriminator loss: 1.330224 - generator loss: 0.796930 - 1s
Epoch 1955/5000
discriminator loss: 1.306212 - generator loss: 0.803492 - 1s
Epoch 1956/5000
discriminator loss: 1.351458 - generator loss: 0.746213 - 1s
Epoch 1957/5000
discriminator loss: 1.315366 - generator loss: 0.784381 - 1s
Epoch 1958/5000
discriminator loss: 1.326831 - generator loss: 0.785047 - 1s
Epoch 1959/5000
discriminator loss: 1.340722 - generator loss: 0.794892 - 1s
Epoch 1960/5000
discriminator loss: 1.308849 - generator loss: 0.802308 - 1s
Epoch 1961/5000
discriminator loss: 1.352840 - generator loss: 0.755772 - 1s
Epoch 1962/5000
discriminator loss: 1.317475 - generator loss: 0.773536 - 1s
Epoch 1963/5000
discriminator loss: 1.320142 - generator loss: 0.784257 - 1s
Epoch 1964/5000
discriminator loss: 1.349423 - generator loss: 0.787560 - 1s
Epoch 1965/5000
discriminator loss: 1.306322 - generator loss: 0.811045 - 1s
Epoch 1966/5000
discriminator loss: 1.337687 - generator loss: 0.771414 - 1s
Epoch 1967/5000
discriminator loss: 1.337956 - generator loss: 0.762515 - 1s
Epoch 1968/5000
discriminator loss: 1.311529 - generator loss: 0.787130 - 1s
Epoch 1969/5000
discriminator loss: 1.349392 - generator loss: 0.777104 - 1s
Epoch 1970/5000
discriminator loss: 1.308236 - generator loss: 0.819524 - 1s
Epoch 1971/5000
discriminator loss: 1.329408 - generator loss: 0.778288 - 1s
Epoch 1972/5000
discriminator loss: 1.347703 - generator loss: 0.744461 - 1s
Epoch 1973/5000
discriminator loss: 1.305302 - generator loss: 0.797680 - 1s
Epoch 1974/5000
discriminator loss: 1.349256 - generator loss: 0.771181 - 1s
Epoch 1975/5000
discriminator loss: 1.325294 - generator loss: 0.803340 - 1s
Epoch 1976/5000
discriminator loss: 1.310953 - generator loss: 0.793947 - 1s
Epoch 1977/5000
discriminator loss: 1.341405 - generator loss: 0.753425 - 1s
Epoch 1978/5000
discriminator loss: 1.312453 - generator loss: 0.791447 - 1s
Epoch 1979/5000
discriminator loss: 1.339203 - generator loss: 0.774877 - 1s
Epoch 1980/5000
discriminator loss: 1.326804 - generator loss: 0.799773 - 1s
Epoch 1981/5000
discriminator loss: 1.317432 - generator loss: 0.793040 - 1s
Epoch 1982/5000
discriminator loss: 1.346433 - generator loss: 0.755014 - 1s
Epoch 1983/5000
discriminator loss: 1.308211 - generator loss: 0.792330 - 1s
Epoch 1984/5000
discriminator loss: 1.337512 - generator loss: 0.770507 - 1s
Epoch 1985/5000
discriminator loss: 1.330505 - generator loss: 0.796832 - 1s
Epoch 1986/5000
discriminator loss: 1.303285 - generator loss: 0.805702 - 1s
Epoch 1987/5000
discriminator loss: 1.351072 - generator loss: 0.756314 - 1s
Epoch 1988/5000
discriminator loss: 1.319603 - generator loss: 0.772155 - 1s
Epoch 1989/5000
discriminator loss: 1.335350 - generator loss: 0.776273 - 1s
Epoch 1990/5000
discriminator loss: 1.349301 - generator loss: 0.778606 - 1s
Epoch 1991/5000
discriminator loss: 1.304124 - generator loss: 0.810518 - 1s
Epoch 1992/5000
discriminator loss: 1.346144 - generator loss: 0.762389 - 1s
Epoch 1993/5000
discriminator loss: 1.332316 - generator loss: 0.759105 - 1s
Epoch 1994/5000
discriminator loss: 1.324495 - generator loss: 0.799119 - 1s
Epoch 1995/5000
discriminator loss: 1.343342 - generator loss: 0.773320 - 1s
Epoch 1996/5000
discriminator loss: 1.312984 - generator loss: 0.798897 - 1s
Epoch 1997/5000
discriminator loss: 1.338612 - generator loss: 0.773383 - 1s
Epoch 1998/5000
discriminator loss: 1.328435 - generator loss: 0.766190 - 1s
Epoch 1999/5000
discriminator loss: 1.313533 - generator loss: 0.783868 - 1s
Epoch 2000/5000
discriminator loss: 1.353245 - generator loss: 0.777970 - 1s
Epoch 2001/5000
discriminator loss: 1.313184 - generator loss: 0.819943 - 1s

Loss: 

Epoch 2002/5000
discriminator loss: 1.329270 - generator loss: 0.771195 - 1s
Epoch 2003/5000
discriminator loss: 1.351480 - generator loss: 0.761143 - 1s
Epoch 2004/5000
discriminator loss: 1.304016 - generator loss: 0.792110 - 1s
Epoch 2005/5000
discriminator loss: 1.350029 - generator loss: 0.771887 - 1s
Epoch 2006/5000
discriminator loss: 1.309601 - generator loss: 0.807607 - 1s
Epoch 2007/5000
discriminator loss: 1.326606 - generator loss: 0.784629 - 1s
Epoch 2008/5000
discriminator loss: 1.337814 - generator loss: 0.757542 - 1s
Epoch 2009/5000
discriminator loss: 1.307276 - generator loss: 0.795049 - 1s
Epoch 2010/5000
discriminator loss: 1.346078 - generator loss: 0.777929 - 1s
Epoch 2011/5000
discriminator loss: 1.314435 - generator loss: 0.814147 - 1s
Epoch 2012/5000
discriminator loss: 1.324647 - generator loss: 0.780659 - 1s
Epoch 2013/5000
discriminator loss: 1.337912 - generator loss: 0.752713 - 1s
Epoch 2014/5000
discriminator loss: 1.308201 - generator loss: 0.800217 - 1s
Epoch 2015/5000
discriminator loss: 1.339061 - generator loss: 0.770838 - 1s
Epoch 2016/5000
discriminator loss: 1.318292 - generator loss: 0.800232 - 1s
Epoch 2017/5000
discriminator loss: 1.309452 - generator loss: 0.812263 - 1s
Epoch 2018/5000
discriminator loss: 1.348626 - generator loss: 0.753919 - 1s
Epoch 2019/5000
discriminator loss: 1.313604 - generator loss: 0.785258 - 1s
Epoch 2020/5000
discriminator loss: 1.334450 - generator loss: 0.797287 - 1s
Epoch 2021/5000
discriminator loss: 1.332068 - generator loss: 0.799414 - 1s
Epoch 2022/5000
discriminator loss: 1.305534 - generator loss: 0.812462 - 1s
Epoch 2023/5000
discriminator loss: 1.350379 - generator loss: 0.760258 - 1s
Epoch 2024/5000
discriminator loss: 1.305030 - generator loss: 0.794674 - 1s
Epoch 2025/5000
discriminator loss: 1.334334 - generator loss: 0.784233 - 1s
Epoch 2026/5000
discriminator loss: 1.348276 - generator loss: 0.794006 - 1s
Epoch 2027/5000
discriminator loss: 1.293205 - generator loss: 0.829081 - 1s
Epoch 2028/5000
discriminator loss: 1.344420 - generator loss: 0.769650 - 1s
Epoch 2029/5000
discriminator loss: 1.333164 - generator loss: 0.758953 - 1s
Epoch 2030/5000
discriminator loss: 1.293702 - generator loss: 0.805951 - 1s
Epoch 2031/5000
discriminator loss: 1.350849 - generator loss: 0.795946 - 1s
Epoch 2032/5000
discriminator loss: 1.313400 - generator loss: 0.822861 - 1s
Epoch 2033/5000
discriminator loss: 1.325107 - generator loss: 0.776382 - 1s
Epoch 2034/5000
discriminator loss: 1.361277 - generator loss: 0.750661 - 1s
Epoch 2035/5000
discriminator loss: 1.293767 - generator loss: 0.814424 - 1s
Epoch 2036/5000
discriminator loss: 1.346810 - generator loss: 0.766326 - 1s
Epoch 2037/5000
discriminator loss: 1.331408 - generator loss: 0.798601 - 1s
Epoch 2038/5000
discriminator loss: 1.302914 - generator loss: 0.808179 - 1s
Epoch 2039/5000
discriminator loss: 1.351898 - generator loss: 0.760872 - 1s
Epoch 2040/5000
discriminator loss: 1.305506 - generator loss: 0.788257 - 1s
Epoch 2041/5000
discriminator loss: 1.340154 - generator loss: 0.785983 - 1s
Epoch 2042/5000
discriminator loss: 1.329764 - generator loss: 0.801334 - 1s
Epoch 2043/5000
discriminator loss: 1.303981 - generator loss: 0.793471 - 1s
Epoch 2044/5000
discriminator loss: 1.357081 - generator loss: 0.749076 - 1s
Epoch 2045/5000
discriminator loss: 1.314908 - generator loss: 0.786189 - 1s
Epoch 2046/5000
discriminator loss: 1.319280 - generator loss: 0.780090 - 1s
Epoch 2047/5000
discriminator loss: 1.348717 - generator loss: 0.781753 - 1s
Epoch 2048/5000
discriminator loss: 1.305124 - generator loss: 0.815573 - 1s
Epoch 2049/5000
discriminator loss: 1.343959 - generator loss: 0.763518 - 1s
Epoch 2050/5000
discriminator loss: 1.332457 - generator loss: 0.762343 - 1s
Epoch 2051/5000
discriminator loss: 1.309263 - generator loss: 0.787127 - 1s
Epoch 2052/5000
discriminator loss: 1.354335 - generator loss: 0.784265 - 1s
Epoch 2053/5000
discriminator loss: 1.304960 - generator loss: 0.813477 - 1s
Epoch 2054/5000
discriminator loss: 1.325503 - generator loss: 0.777347 - 1s
Epoch 2055/5000
discriminator loss: 1.349413 - generator loss: 0.753373 - 1s
Epoch 2056/5000
discriminator loss: 1.303109 - generator loss: 0.792869 - 1s
Epoch 2057/5000
discriminator loss: 1.345961 - generator loss: 0.768909 - 1s
Epoch 2058/5000
discriminator loss: 1.328196 - generator loss: 0.808955 - 1s
Epoch 2059/5000
discriminator loss: 1.312124 - generator loss: 0.796844 - 1s
Epoch 2060/5000
discriminator loss: 1.347936 - generator loss: 0.750680 - 1s
Epoch 2061/5000
discriminator loss: 1.307130 - generator loss: 0.781796 - 1s
Epoch 2062/5000
discriminator loss: 1.341660 - generator loss: 0.782531 - 1s
Epoch 2063/5000
discriminator loss: 1.350260 - generator loss: 0.781489 - 1s
Epoch 2064/5000
discriminator loss: 1.299319 - generator loss: 0.808255 - 1s
Epoch 2065/5000
discriminator loss: 1.357598 - generator loss: 0.748503 - 1s
Epoch 2066/5000
discriminator loss: 1.319186 - generator loss: 0.774673 - 1s
Epoch 2067/5000
discriminator loss: 1.320455 - generator loss: 0.786082 - 1s
Epoch 2068/5000
discriminator loss: 1.353074 - generator loss: 0.773576 - 1s
Epoch 2069/5000
discriminator loss: 1.306759 - generator loss: 0.815786 - 1s
Epoch 2070/5000
discriminator loss: 1.341096 - generator loss: 0.761920 - 1s
Epoch 2071/5000
discriminator loss: 1.343823 - generator loss: 0.761193 - 1s
Epoch 2072/5000
discriminator loss: 1.312788 - generator loss: 0.796570 - 1s
Epoch 2073/5000
discriminator loss: 1.346317 - generator loss: 0.772646 - 1s
Epoch 2074/5000
discriminator loss: 1.305864 - generator loss: 0.807988 - 1s
Epoch 2075/5000
discriminator loss: 1.338321 - generator loss: 0.769209 - 1s
Epoch 2076/5000
discriminator loss: 1.336259 - generator loss: 0.763497 - 1s
Epoch 2077/5000
discriminator loss: 1.306516 - generator loss: 0.787196 - 1s
Epoch 2078/5000
discriminator loss: 1.339273 - generator loss: 0.783448 - 1s
Epoch 2079/5000
discriminator loss: 1.317116 - generator loss: 0.809050 - 1s
Epoch 2080/5000
discriminator loss: 1.326718 - generator loss: 0.777126 - 1s
Epoch 2081/5000
discriminator loss: 1.352402 - generator loss: 0.761576 - 1s
Epoch 2082/5000
discriminator loss: 1.307621 - generator loss: 0.787423 - 1s
Epoch 2083/5000
discriminator loss: 1.336322 - generator loss: 0.770529 - 1s
Epoch 2084/5000
discriminator loss: 1.334330 - generator loss: 0.791467 - 1s
Epoch 2085/5000
discriminator loss: 1.302438 - generator loss: 0.804169 - 1s
Epoch 2086/5000
discriminator loss: 1.354038 - generator loss: 0.747843 - 1s
Epoch 2087/5000
discriminator loss: 1.315402 - generator loss: 0.777201 - 1s
Epoch 2088/5000
discriminator loss: 1.328302 - generator loss: 0.787489 - 1s
Epoch 2089/5000
discriminator loss: 1.342121 - generator loss: 0.791242 - 1s
Epoch 2090/5000
discriminator loss: 1.306824 - generator loss: 0.802818 - 1s
Epoch 2091/5000
discriminator loss: 1.357587 - generator loss: 0.746797 - 1s
Epoch 2092/5000
discriminator loss: 1.317326 - generator loss: 0.779101 - 1s
Epoch 2093/5000
discriminator loss: 1.317581 - generator loss: 0.780743 - 1s
Epoch 2094/5000
discriminator loss: 1.340949 - generator loss: 0.783026 - 1s
Epoch 2095/5000
discriminator loss: 1.302447 - generator loss: 0.814271 - 1s
Epoch 2096/5000
discriminator loss: 1.341821 - generator loss: 0.770014 - 1s
Epoch 2097/5000
discriminator loss: 1.335988 - generator loss: 0.746955 - 1s
Epoch 2098/5000
discriminator loss: 1.319559 - generator loss: 0.789161 - 1s
Epoch 2099/5000
discriminator loss: 1.351589 - generator loss: 0.780013 - 1s
Epoch 2100/5000
discriminator loss: 1.313073 - generator loss: 0.800204 - 1s
Epoch 2101/5000
discriminator loss: 1.328831 - generator loss: 0.766573 - 1s
Epoch 2102/5000
discriminator loss: 1.345249 - generator loss: 0.761337 - 1s
Epoch 2103/5000
discriminator loss: 1.313010 - generator loss: 0.785815 - 1s
Epoch 2104/5000
discriminator loss: 1.341175 - generator loss: 0.772361 - 1s
Epoch 2105/5000
discriminator loss: 1.329269 - generator loss: 0.810393 - 1s
Epoch 2106/5000
discriminator loss: 1.318015 - generator loss: 0.778227 - 1s
Epoch 2107/5000
discriminator loss: 1.346530 - generator loss: 0.753054 - 1s
Epoch 2108/5000
discriminator loss: 1.299448 - generator loss: 0.794318 - 1s
Epoch 2109/5000
discriminator loss: 1.349797 - generator loss: 0.775474 - 1s
Epoch 2110/5000
discriminator loss: 1.328964 - generator loss: 0.796882 - 1s
Epoch 2111/5000
discriminator loss: 1.317847 - generator loss: 0.782476 - 1s
Epoch 2112/5000
discriminator loss: 1.353758 - generator loss: 0.748229 - 1s
Epoch 2113/5000
discriminator loss: 1.310317 - generator loss: 0.792690 - 1s
Epoch 2114/5000
discriminator loss: 1.346148 - generator loss: 0.769298 - 1s
Epoch 2115/5000
discriminator loss: 1.338308 - generator loss: 0.783585 - 1s
Epoch 2116/5000
discriminator loss: 1.331015 - generator loss: 0.790188 - 1s
Epoch 2117/5000
discriminator loss: 1.346642 - generator loss: 0.747833 - 1s
Epoch 2118/5000
discriminator loss: 1.315751 - generator loss: 0.785943 - 1s
Epoch 2119/5000
discriminator loss: 1.340830 - generator loss: 0.774110 - 1s
Epoch 2120/5000
discriminator loss: 1.333024 - generator loss: 0.791546 - 1s
Epoch 2121/5000
discriminator loss: 1.320056 - generator loss: 0.797969 - 1s
Epoch 2122/5000
discriminator loss: 1.350233 - generator loss: 0.753795 - 1s
Epoch 2123/5000
discriminator loss: 1.325819 - generator loss: 0.776237 - 1s
Epoch 2124/5000
discriminator loss: 1.330974 - generator loss: 0.777175 - 1s
Epoch 2125/5000
discriminator loss: 1.339629 - generator loss: 0.785500 - 1s
Epoch 2126/5000
discriminator loss: 1.312729 - generator loss: 0.798102 - 1s
Epoch 2127/5000
discriminator loss: 1.348910 - generator loss: 0.760084 - 1s
Epoch 2128/5000
discriminator loss: 1.322786 - generator loss: 0.768862 - 1s
Epoch 2129/5000
discriminator loss: 1.329132 - generator loss: 0.785219 - 1s
Epoch 2130/5000
discriminator loss: 1.351586 - generator loss: 0.790167 - 1s
Epoch 2131/5000
discriminator loss: 1.299710 - generator loss: 0.802244 - 1s
Epoch 2132/5000
discriminator loss: 1.348749 - generator loss: 0.754093 - 1s
Epoch 2133/5000
discriminator loss: 1.332131 - generator loss: 0.770663 - 1s
Epoch 2134/5000
discriminator loss: 1.319099 - generator loss: 0.780605 - 1s
Epoch 2135/5000
discriminator loss: 1.363304 - generator loss: 0.769131 - 1s
Epoch 2136/5000
discriminator loss: 1.307465 - generator loss: 0.822175 - 1s
Epoch 2137/5000
discriminator loss: 1.336210 - generator loss: 0.767643 - 1s
Epoch 2138/5000
discriminator loss: 1.349048 - generator loss: 0.749496 - 1s
Epoch 2139/5000
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Epoch 2140/5000
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Epoch 2141/5000
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Epoch 2142/5000
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Epoch 2143/5000
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Epoch 2144/5000
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Epoch 2145/5000
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Epoch 2146/5000
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Epoch 2147/5000
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Epoch 2148/5000
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Epoch 2149/5000
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Epoch 2150/5000
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Epoch 2151/5000
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Epoch 2152/5000
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Epoch 2153/5000
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Epoch 2154/5000
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Epoch 2155/5000
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Epoch 2156/5000
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Epoch 2157/5000
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Epoch 2158/5000
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Epoch 2159/5000
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Epoch 2160/5000
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Epoch 2161/5000
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Epoch 2162/5000
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Epoch 2163/5000
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Epoch 2164/5000
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Epoch 2165/5000
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Epoch 2166/5000
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Epoch 2167/5000
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Epoch 2168/5000
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Epoch 2169/5000
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Epoch 2170/5000
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Epoch 2171/5000
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Epoch 2172/5000
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Epoch 2173/5000
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Epoch 2174/5000
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Epoch 2175/5000
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Epoch 2176/5000
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Epoch 2177/5000
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Epoch 2178/5000
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Epoch 2179/5000
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Epoch 2180/5000
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Epoch 2181/5000
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Epoch 2182/5000
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Epoch 2183/5000
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Epoch 2184/5000
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Epoch 2185/5000
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Epoch 2186/5000
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Epoch 2187/5000
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Epoch 2188/5000
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Epoch 2189/5000
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Epoch 2190/5000
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Epoch 2191/5000
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Epoch 2192/5000
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Epoch 2193/5000
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Epoch 2194/5000
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Epoch 2195/5000
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Epoch 2196/5000
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Epoch 2197/5000
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Epoch 2198/5000
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Epoch 2199/5000
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Epoch 2200/5000
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Epoch 2201/5000
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Epoch 2202/5000
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Epoch 2203/5000
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Epoch 2204/5000
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Epoch 2205/5000
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Epoch 2206/5000
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Epoch 2207/5000
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Epoch 2208/5000
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Epoch 2209/5000
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Epoch 2210/5000
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Epoch 2211/5000
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Epoch 2212/5000
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Epoch 2213/5000
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Epoch 2214/5000
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Epoch 2215/5000
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Epoch 2216/5000
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Epoch 2217/5000
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Epoch 2218/5000
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Epoch 2219/5000
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Epoch 2220/5000
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Epoch 2221/5000
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Epoch 2222/5000
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Epoch 2223/5000
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Epoch 2224/5000
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Epoch 2225/5000
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Epoch 2226/5000
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Epoch 2227/5000
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Epoch 2228/5000
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Epoch 2229/5000
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Epoch 2230/5000
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Epoch 2231/5000
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Epoch 2232/5000
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Epoch 2233/5000
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Epoch 2234/5000
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Epoch 2235/5000
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Epoch 2236/5000
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Epoch 2237/5000
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Epoch 2238/5000
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Epoch 2239/5000
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Epoch 2240/5000
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Epoch 2241/5000
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Epoch 2242/5000
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Epoch 2243/5000
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Epoch 2244/5000
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Epoch 2245/5000
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Epoch 2246/5000
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Epoch 2247/5000
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Epoch 2248/5000
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Epoch 2249/5000
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Epoch 2250/5000
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Epoch 2251/5000
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Epoch 2252/5000
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Epoch 2253/5000
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Epoch 2254/5000
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Epoch 2255/5000
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Epoch 2256/5000
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Epoch 2257/5000
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Epoch 2258/5000
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Epoch 2259/5000
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Epoch 2260/5000
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Epoch 2261/5000
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Epoch 2262/5000
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Epoch 2263/5000
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Epoch 2264/5000
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Epoch 2265/5000
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Epoch 2266/5000
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Epoch 2267/5000
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Epoch 2268/5000
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Epoch 2269/5000
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Epoch 2270/5000
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Epoch 2271/5000
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Epoch 2272/5000
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Epoch 2273/5000
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Epoch 2274/5000
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Epoch 2275/5000
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Epoch 2276/5000
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Epoch 2277/5000
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Epoch 2278/5000
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Epoch 2279/5000
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Epoch 2280/5000
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Epoch 2281/5000
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Epoch 2282/5000
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Epoch 2283/5000
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Epoch 2284/5000
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Epoch 2285/5000
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Epoch 2286/5000
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Epoch 2287/5000
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Epoch 2288/5000
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Epoch 2289/5000
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Epoch 2290/5000
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Epoch 2291/5000
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Epoch 2292/5000
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Epoch 2293/5000
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Epoch 2294/5000
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Epoch 2295/5000
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Epoch 2296/5000
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Epoch 2297/5000
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Epoch 2298/5000
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Epoch 2299/5000
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Epoch 2300/5000
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Epoch 2301/5000
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Epoch 2302/5000
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Epoch 2303/5000
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Epoch 2304/5000
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Epoch 2305/5000
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Epoch 2306/5000
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Epoch 2307/5000
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Epoch 2308/5000
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Epoch 2309/5000
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Epoch 2310/5000
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Epoch 2311/5000
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Epoch 2312/5000
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Epoch 2313/5000
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Epoch 2314/5000
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Epoch 2315/5000
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Epoch 2316/5000
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Epoch 2317/5000
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Epoch 2318/5000
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Epoch 2319/5000
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Epoch 2320/5000
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Epoch 2321/5000
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Epoch 2322/5000
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Epoch 2323/5000
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Epoch 2324/5000
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Epoch 2325/5000
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Epoch 2326/5000
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Epoch 2327/5000
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Epoch 2328/5000
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Epoch 2329/5000
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Epoch 2330/5000
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Epoch 2331/5000
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Epoch 2332/5000
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Epoch 2333/5000
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Epoch 2334/5000
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Epoch 2335/5000
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Epoch 2336/5000
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Epoch 2337/5000
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Epoch 2338/5000
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Epoch 2339/5000
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Epoch 2340/5000
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Epoch 2341/5000
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Epoch 2342/5000
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Epoch 2343/5000
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Epoch 2344/5000
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Epoch 2345/5000
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Epoch 2346/5000
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Epoch 2347/5000
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Epoch 2348/5000
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Epoch 2349/5000
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Epoch 2350/5000
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Epoch 2351/5000
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Epoch 2352/5000
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Epoch 2353/5000
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Epoch 2354/5000
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Epoch 2355/5000
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Epoch 2356/5000
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Epoch 2357/5000
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Epoch 2358/5000
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Epoch 2359/5000
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Epoch 2360/5000
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Epoch 2361/5000
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Epoch 2362/5000
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Epoch 2363/5000
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Epoch 2364/5000
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Epoch 2365/5000
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Epoch 2366/5000
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Epoch 2367/5000
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Epoch 2368/5000
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Epoch 2369/5000
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Epoch 2370/5000
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Epoch 2371/5000
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Epoch 2372/5000
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Epoch 2373/5000
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Epoch 2374/5000
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Epoch 2375/5000
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Epoch 2376/5000
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Epoch 2377/5000
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Epoch 2378/5000
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Epoch 2379/5000
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Epoch 2380/5000
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Epoch 2381/5000
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Epoch 2382/5000
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Epoch 2383/5000
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Epoch 2384/5000
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Epoch 2385/5000
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Epoch 2386/5000
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Epoch 2387/5000
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Epoch 2388/5000
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Epoch 2389/5000
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Epoch 2390/5000
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Epoch 2391/5000
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Epoch 2392/5000
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Epoch 2393/5000
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Epoch 2394/5000
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Epoch 2395/5000
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Epoch 2396/5000
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Epoch 2397/5000
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Epoch 2398/5000
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Epoch 2399/5000
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Epoch 2400/5000
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Epoch 2401/5000
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Epoch 2402/5000
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Epoch 2403/5000
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Epoch 2404/5000
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Epoch 2405/5000
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Epoch 2406/5000
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Epoch 2407/5000
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Epoch 2408/5000
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Epoch 2409/5000
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Epoch 2410/5000
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Epoch 2411/5000
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Epoch 2412/5000
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Epoch 2413/5000
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Epoch 2414/5000
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Epoch 2415/5000
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Epoch 2416/5000
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Epoch 2417/5000
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Epoch 2418/5000
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Epoch 2419/5000
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Epoch 2420/5000
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Epoch 2421/5000
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Epoch 2422/5000
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Epoch 2423/5000
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Epoch 2424/5000
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Epoch 2425/5000
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Epoch 2426/5000
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Epoch 2427/5000
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Epoch 2428/5000
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Epoch 2429/5000
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Epoch 2430/5000
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Epoch 2431/5000
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Epoch 2432/5000
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Epoch 2433/5000
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Epoch 2434/5000
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Epoch 2435/5000
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Epoch 2436/5000
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Epoch 2437/5000
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Epoch 2438/5000
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Epoch 2439/5000
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Epoch 2440/5000
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Epoch 2441/5000
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Epoch 2442/5000
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Epoch 2443/5000
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Epoch 2444/5000
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Epoch 2445/5000
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Epoch 2446/5000
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Epoch 2447/5000
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Epoch 2448/5000
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Epoch 2449/5000
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Epoch 2450/5000
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Epoch 2451/5000
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Epoch 2452/5000
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Epoch 2453/5000
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Epoch 2454/5000
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Epoch 2455/5000
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Epoch 2456/5000
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Epoch 2457/5000
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Epoch 2458/5000
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Epoch 2459/5000
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Epoch 2460/5000
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Epoch 2461/5000
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Epoch 2462/5000
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Epoch 2463/5000
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Epoch 2464/5000
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Epoch 2465/5000
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Epoch 2466/5000
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Epoch 2467/5000
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Epoch 2468/5000
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Epoch 2469/5000
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Epoch 2470/5000
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Epoch 2471/5000
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Epoch 2472/5000
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Epoch 2473/5000
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Epoch 2474/5000
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Epoch 2475/5000
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Epoch 2476/5000
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Epoch 2477/5000
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Epoch 2478/5000
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Epoch 2479/5000
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Epoch 2480/5000
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Epoch 2481/5000
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Epoch 2482/5000
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Epoch 2483/5000
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Epoch 2484/5000
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Epoch 2485/5000
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Epoch 2486/5000
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Epoch 2487/5000
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Epoch 2488/5000
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Epoch 2489/5000
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Epoch 2490/5000
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Epoch 2491/5000
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Epoch 2492/5000
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Epoch 2493/5000
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Epoch 2494/5000
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Epoch 2495/5000
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Epoch 2496/5000
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Epoch 2497/5000
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Epoch 2498/5000
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Epoch 2499/5000
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Epoch 2500/5000
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Epoch 2501/5000
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Epoch 2502/5000
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Epoch 2503/5000
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Epoch 2504/5000
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Epoch 2505/5000
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Epoch 2506/5000
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Epoch 2507/5000
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Epoch 2508/5000
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Epoch 2509/5000
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Epoch 2510/5000
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Epoch 2511/5000
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Epoch 2512/5000
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Epoch 2513/5000
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Epoch 2514/5000
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Epoch 2515/5000
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Epoch 2516/5000
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Epoch 2517/5000
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Epoch 2518/5000
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Epoch 2519/5000
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Epoch 2520/5000
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Epoch 2521/5000
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Epoch 2522/5000
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Epoch 2523/5000
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Epoch 2524/5000
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Epoch 2525/5000
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Epoch 2526/5000
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Epoch 2527/5000
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Epoch 2528/5000
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Epoch 2529/5000
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Epoch 2530/5000
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Epoch 2531/5000
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Epoch 2532/5000
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Epoch 2533/5000
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Epoch 2534/5000
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Epoch 2535/5000
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Epoch 2536/5000
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Epoch 2537/5000
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Epoch 2538/5000
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Epoch 2539/5000
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Epoch 2540/5000
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Epoch 2541/5000
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Epoch 2542/5000
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Epoch 2543/5000
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Epoch 2544/5000
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Epoch 2545/5000
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Epoch 2546/5000
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Epoch 2547/5000
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Epoch 2548/5000
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Epoch 2549/5000
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Epoch 2550/5000
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Epoch 2551/5000
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Epoch 2552/5000
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Epoch 2553/5000
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Epoch 2554/5000
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Epoch 2555/5000
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Epoch 2556/5000
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Epoch 2557/5000
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Epoch 2558/5000
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Epoch 2559/5000
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Epoch 2560/5000
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Epoch 2561/5000
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Epoch 2562/5000
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Epoch 2563/5000
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Epoch 2564/5000
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Epoch 2565/5000
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Epoch 2566/5000
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Epoch 2567/5000
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Epoch 2568/5000
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Epoch 2569/5000
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Epoch 2570/5000
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Epoch 2571/5000
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Epoch 2572/5000
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Epoch 2573/5000
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Epoch 2574/5000
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Epoch 2575/5000
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Epoch 2576/5000
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Epoch 2577/5000
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Epoch 2578/5000
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Epoch 2579/5000
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Epoch 2580/5000
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Epoch 2581/5000
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Epoch 2582/5000
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Epoch 2583/5000
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Epoch 2584/5000
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Epoch 2585/5000
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Epoch 2586/5000
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Epoch 2587/5000
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Epoch 2588/5000
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Epoch 2589/5000
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Epoch 2590/5000
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Epoch 2591/5000
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Epoch 2592/5000
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Epoch 2593/5000
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Epoch 2594/5000
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Epoch 2595/5000
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Epoch 2596/5000
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Epoch 2597/5000
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Epoch 2598/5000
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Epoch 2599/5000
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Epoch 2600/5000
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Epoch 2601/5000
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Epoch 2602/5000
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Epoch 2603/5000
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Epoch 2604/5000
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Epoch 2605/5000
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Epoch 2606/5000
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Epoch 2607/5000
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Epoch 2608/5000
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Epoch 2609/5000
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Epoch 2610/5000
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Epoch 2611/5000
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Epoch 2612/5000
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Epoch 2613/5000
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Epoch 2614/5000
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Epoch 2615/5000
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Epoch 2616/5000
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Epoch 2617/5000
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Epoch 2618/5000
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Epoch 2619/5000
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Epoch 2620/5000
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Epoch 2621/5000
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Epoch 2622/5000
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Epoch 2623/5000
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Epoch 2624/5000
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Epoch 2625/5000
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Epoch 2626/5000
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Epoch 2627/5000
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Epoch 2628/5000
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Epoch 2629/5000
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Epoch 2630/5000
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Epoch 2631/5000
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Epoch 2632/5000
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Epoch 2633/5000
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Epoch 2634/5000
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Epoch 2635/5000
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Epoch 2636/5000
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Epoch 2637/5000
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Epoch 2638/5000
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Epoch 2639/5000
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Epoch 2640/5000
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Epoch 2641/5000
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Epoch 2642/5000
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Epoch 2643/5000
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Epoch 2644/5000
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Epoch 2645/5000
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Epoch 2646/5000
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Epoch 2647/5000
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Epoch 2648/5000
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Epoch 2649/5000
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Epoch 2650/5000
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Epoch 2651/5000
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Epoch 2652/5000
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Epoch 2653/5000
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Epoch 2654/5000
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Epoch 2655/5000
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Epoch 2656/5000
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Epoch 2657/5000
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Epoch 2658/5000
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Epoch 2659/5000
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Epoch 2660/5000
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Epoch 2661/5000
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Epoch 2662/5000
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Epoch 2663/5000
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Epoch 2664/5000
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Epoch 2665/5000
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Epoch 2666/5000
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Epoch 2667/5000
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Epoch 2668/5000
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Epoch 2669/5000
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Epoch 2670/5000
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Epoch 2671/5000
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Epoch 2672/5000
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Epoch 2673/5000
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Epoch 2674/5000
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Epoch 2675/5000
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Epoch 2676/5000
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Epoch 2677/5000
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Epoch 2678/5000
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Epoch 2679/5000
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Epoch 2680/5000
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Epoch 2681/5000
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Epoch 2682/5000
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Epoch 2683/5000
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Epoch 2684/5000
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Epoch 2685/5000
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Epoch 2686/5000
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Epoch 2687/5000
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Epoch 2688/5000
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Epoch 2689/5000
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Epoch 2690/5000
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Epoch 2691/5000
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Epoch 2692/5000
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Epoch 2693/5000
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Epoch 2694/5000
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Epoch 2695/5000
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Epoch 2696/5000
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Epoch 2697/5000
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Epoch 2698/5000
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Epoch 2699/5000
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Epoch 2700/5000
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Epoch 2701/5000
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Epoch 2702/5000
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Epoch 2703/5000
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Epoch 2704/5000
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Epoch 2705/5000
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Epoch 2706/5000
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Epoch 2707/5000
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Epoch 2708/5000
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Epoch 2709/5000
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Epoch 2710/5000
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Epoch 2711/5000
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Epoch 2712/5000
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Epoch 2713/5000
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Epoch 2714/5000
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Epoch 2715/5000
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Epoch 2716/5000
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Epoch 2717/5000
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Epoch 2718/5000
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Epoch 2719/5000
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Epoch 2720/5000
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Epoch 2721/5000
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Epoch 2722/5000
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Epoch 2723/5000
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Epoch 2724/5000
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Epoch 2725/5000
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Epoch 2726/5000
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Epoch 2727/5000
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Epoch 2728/5000
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Epoch 2729/5000
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Epoch 2730/5000
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Epoch 2731/5000
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Epoch 2732/5000
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Epoch 2733/5000
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Epoch 2734/5000
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Epoch 2735/5000
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Epoch 2736/5000
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Epoch 2737/5000
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Epoch 2738/5000
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Epoch 2739/5000
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Epoch 2740/5000
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Epoch 2741/5000
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Epoch 2742/5000
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Epoch 2743/5000
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Epoch 2744/5000
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Epoch 2745/5000
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Epoch 2746/5000
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Epoch 2747/5000
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Epoch 2748/5000
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Epoch 2749/5000
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Epoch 2750/5000
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Epoch 2751/5000
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Epoch 2752/5000
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Epoch 2753/5000
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Epoch 2754/5000
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Epoch 2755/5000
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Epoch 2756/5000
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Epoch 2757/5000
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Epoch 2758/5000
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Epoch 2759/5000
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Epoch 2760/5000
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Epoch 2761/5000
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Epoch 2762/5000
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Epoch 2763/5000
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Epoch 2764/5000
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Epoch 2765/5000
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Epoch 2766/5000
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Epoch 2767/5000
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Epoch 2768/5000
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Epoch 2769/5000
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Epoch 2770/5000
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Epoch 2771/5000
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Epoch 2772/5000
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Epoch 2773/5000
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Epoch 2774/5000
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Epoch 2775/5000
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Epoch 2776/5000
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Epoch 2777/5000
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Epoch 2778/5000
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Epoch 2779/5000
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Epoch 2780/5000
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Epoch 2781/5000
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Epoch 2782/5000
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Epoch 2783/5000
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Epoch 2784/5000
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Epoch 2785/5000
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Epoch 2786/5000
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Epoch 2787/5000
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Epoch 2788/5000
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Epoch 2789/5000
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Epoch 2790/5000
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Epoch 2791/5000
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Epoch 2792/5000
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Epoch 2793/5000
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Epoch 2794/5000
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Epoch 2795/5000
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Epoch 2796/5000
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Epoch 2797/5000
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Epoch 2798/5000
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Epoch 2799/5000
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Epoch 2800/5000
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Epoch 2801/5000
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Epoch 2802/5000
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Epoch 2803/5000
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Epoch 2804/5000
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Epoch 2805/5000
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Epoch 2806/5000
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Epoch 2807/5000
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Epoch 2808/5000
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Epoch 2809/5000
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Epoch 2810/5000
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Epoch 2811/5000
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Epoch 2812/5000
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Epoch 2813/5000
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Epoch 2814/5000
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Epoch 2815/5000
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Epoch 2816/5000
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Epoch 2817/5000
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Epoch 2818/5000
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Epoch 2819/5000
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Epoch 2820/5000
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Epoch 2821/5000
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Epoch 2822/5000
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Epoch 2823/5000
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Epoch 2824/5000
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Epoch 2825/5000
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Epoch 2826/5000
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Epoch 2827/5000
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Epoch 2828/5000
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Epoch 2829/5000
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Epoch 2830/5000
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Epoch 2831/5000
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Epoch 2832/5000
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Epoch 2833/5000
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Epoch 2834/5000
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Epoch 2835/5000
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Epoch 2836/5000
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Epoch 2837/5000
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Epoch 2838/5000
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Epoch 2839/5000
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Epoch 2840/5000
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Epoch 2841/5000
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Epoch 2842/5000
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Epoch 2843/5000
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Epoch 2844/5000
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Epoch 2845/5000
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Epoch 2846/5000
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Epoch 2847/5000
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Epoch 2848/5000
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Epoch 2849/5000
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Epoch 2850/5000
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Epoch 2851/5000
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Epoch 2852/5000
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Epoch 2853/5000
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Epoch 2854/5000
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Epoch 2855/5000
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Epoch 2856/5000
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Epoch 2857/5000
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Epoch 2858/5000
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Epoch 2859/5000
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Epoch 2860/5000
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Epoch 2861/5000
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Epoch 2862/5000
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Epoch 2863/5000
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Epoch 2864/5000
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Epoch 2865/5000
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Epoch 2866/5000
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Epoch 2867/5000
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Epoch 2868/5000
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Epoch 2869/5000
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Epoch 2870/5000
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Epoch 2871/5000
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Epoch 2872/5000
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Epoch 2873/5000
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Epoch 2874/5000
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Epoch 2875/5000
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Epoch 2876/5000
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Epoch 2877/5000
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Epoch 2878/5000
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Epoch 2879/5000
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Epoch 2880/5000
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Epoch 2881/5000
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Epoch 2882/5000
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Epoch 2883/5000
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Epoch 2884/5000
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Epoch 2885/5000
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Epoch 2886/5000
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Epoch 2887/5000
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Epoch 2888/5000
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Epoch 2889/5000
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Epoch 2890/5000
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Epoch 2891/5000
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Epoch 2892/5000
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Epoch 2893/5000
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Epoch 2894/5000
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Epoch 2895/5000
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Epoch 2896/5000
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Epoch 2897/5000
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Epoch 2898/5000
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Epoch 2899/5000
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Epoch 2900/5000
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Epoch 2901/5000
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Epoch 2902/5000
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Epoch 2903/5000
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Epoch 2904/5000
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Epoch 2905/5000
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Epoch 2906/5000
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Epoch 2907/5000
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Epoch 2908/5000
discriminator loss: 1.326359 - generator loss: 0.788690 - 1s
Epoch 2909/5000
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Epoch 2910/5000
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Epoch 2911/5000
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Epoch 2912/5000
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Epoch 2913/5000
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Epoch 2914/5000
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Epoch 2915/5000
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Epoch 2916/5000
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Epoch 2917/5000
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Epoch 2918/5000
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Epoch 2919/5000
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Epoch 2920/5000
discriminator loss: 1.345970 - generator loss: 0.751424 - 1s
Epoch 2921/5000
discriminator loss: 1.346955 - generator loss: 0.750158 - 1s
Epoch 2922/5000
discriminator loss: 1.324387 - generator loss: 0.764990 - 1s
Epoch 2923/5000
discriminator loss: 1.358381 - generator loss: 0.756907 - 1s
Epoch 2924/5000
discriminator loss: 1.326714 - generator loss: 0.797616 - 1s
Epoch 2925/5000
discriminator loss: 1.329620 - generator loss: 0.773762 - 1s
Epoch 2926/5000
discriminator loss: 1.359532 - generator loss: 0.733408 - 1s
Epoch 2927/5000
discriminator loss: 1.312801 - generator loss: 0.771960 - 1s
Epoch 2928/5000
discriminator loss: 1.349038 - generator loss: 0.768240 - 1s
Epoch 2929/5000
discriminator loss: 1.353984 - generator loss: 0.775113 - 1s
Epoch 2930/5000
discriminator loss: 1.316835 - generator loss: 0.798603 - 1s
Epoch 2931/5000
discriminator loss: 1.357265 - generator loss: 0.740647 - 1s
Epoch 2932/5000
discriminator loss: 1.337982 - generator loss: 0.747612 - 1s
Epoch 2933/5000
discriminator loss: 1.325897 - generator loss: 0.769059 - 1s
Epoch 2934/5000
discriminator loss: 1.359830 - generator loss: 0.763610 - 1s
Epoch 2935/5000
discriminator loss: 1.312926 - generator loss: 0.807994 - 1s
Epoch 2936/5000
discriminator loss: 1.333431 - generator loss: 0.774481 - 1s
Epoch 2937/5000
discriminator loss: 1.365665 - generator loss: 0.722047 - 1s
Epoch 2938/5000
discriminator loss: 1.318018 - generator loss: 0.772211 - 1s
Epoch 2939/5000
discriminator loss: 1.351041 - generator loss: 0.764141 - 1s
Epoch 2940/5000
discriminator loss: 1.355637 - generator loss: 0.774076 - 1s
Epoch 2941/5000
discriminator loss: 1.311921 - generator loss: 0.806377 - 1s
Epoch 2942/5000
discriminator loss: 1.370970 - generator loss: 0.742890 - 1s
Epoch 2943/5000
discriminator loss: 1.338023 - generator loss: 0.735788 - 1s
Epoch 2944/5000
discriminator loss: 1.324345 - generator loss: 0.781082 - 1s
Epoch 2945/5000
discriminator loss: 1.369374 - generator loss: 0.774111 - 1s
Epoch 2946/5000
discriminator loss: 1.317942 - generator loss: 0.806716 - 1s
Epoch 2947/5000
discriminator loss: 1.335428 - generator loss: 0.771593 - 1s
Epoch 2948/5000
discriminator loss: 1.363853 - generator loss: 0.737059 - 1s
Epoch 2949/5000
discriminator loss: 1.316818 - generator loss: 0.762731 - 1s
Epoch 2950/5000
discriminator loss: 1.341095 - generator loss: 0.769120 - 1s
Epoch 2951/5000
discriminator loss: 1.356616 - generator loss: 0.785831 - 1s
Epoch 2952/5000
discriminator loss: 1.323699 - generator loss: 0.806475 - 1s
Epoch 2953/5000
discriminator loss: 1.356094 - generator loss: 0.743647 - 1s
Epoch 2954/5000
discriminator loss: 1.357809 - generator loss: 0.736097 - 1s
Epoch 2955/5000
discriminator loss: 1.313336 - generator loss: 0.786315 - 1s
Epoch 2956/5000
discriminator loss: 1.366707 - generator loss: 0.741854 - 1s
Epoch 2957/5000
discriminator loss: 1.340294 - generator loss: 0.800656 - 1s
Epoch 2958/5000
discriminator loss: 1.322897 - generator loss: 0.795777 - 1s
Epoch 2959/5000
discriminator loss: 1.357761 - generator loss: 0.733720 - 1s
Epoch 2960/5000
discriminator loss: 1.323843 - generator loss: 0.759128 - 1s
Epoch 2961/5000
discriminator loss: 1.330725 - generator loss: 0.778380 - 1s
Epoch 2962/5000
discriminator loss: 1.357491 - generator loss: 0.763003 - 1s
Epoch 2963/5000
discriminator loss: 1.322919 - generator loss: 0.799459 - 1s
Epoch 2964/5000
discriminator loss: 1.340076 - generator loss: 0.772612 - 1s
Epoch 2965/5000
discriminator loss: 1.361041 - generator loss: 0.723429 - 1s
Epoch 2966/5000
discriminator loss: 1.324594 - generator loss: 0.773215 - 1s
Epoch 2967/5000
discriminator loss: 1.359764 - generator loss: 0.762829 - 1s
Epoch 2968/5000
discriminator loss: 1.345829 - generator loss: 0.789133 - 1s
Epoch 2969/5000
discriminator loss: 1.326294 - generator loss: 0.785728 - 1s
Epoch 2970/5000
discriminator loss: 1.362310 - generator loss: 0.737202 - 1s
Epoch 2971/5000
discriminator loss: 1.328556 - generator loss: 0.755417 - 1s
Epoch 2972/5000
discriminator loss: 1.326788 - generator loss: 0.765130 - 1s
Epoch 2973/5000
discriminator loss: 1.358829 - generator loss: 0.770665 - 1s
Epoch 2974/5000
discriminator loss: 1.324226 - generator loss: 0.796962 - 1s
Epoch 2975/5000
discriminator loss: 1.332378 - generator loss: 0.776030 - 1s
Epoch 2976/5000
discriminator loss: 1.355729 - generator loss: 0.727971 - 1s
Epoch 2977/5000
discriminator loss: 1.317758 - generator loss: 0.774123 - 1s
Epoch 2978/5000
discriminator loss: 1.356091 - generator loss: 0.765445 - 1s
Epoch 2979/5000
discriminator loss: 1.348200 - generator loss: 0.780905 - 1s
Epoch 2980/5000
discriminator loss: 1.325598 - generator loss: 0.793658 - 1s
Epoch 2981/5000
discriminator loss: 1.363383 - generator loss: 0.737617 - 1s
Epoch 2982/5000
discriminator loss: 1.344020 - generator loss: 0.749940 - 1s
Epoch 2983/5000
discriminator loss: 1.332135 - generator loss: 0.770141 - 1s
Epoch 2984/5000
discriminator loss: 1.362575 - generator loss: 0.757417 - 1s
Epoch 2985/5000
discriminator loss: 1.326206 - generator loss: 0.800116 - 1s
Epoch 2986/5000
discriminator loss: 1.346982 - generator loss: 0.764836 - 1s
Epoch 2987/5000
discriminator loss: 1.357213 - generator loss: 0.733907 - 1s
Epoch 2988/5000
discriminator loss: 1.328020 - generator loss: 0.761001 - 1s
Epoch 2989/5000
discriminator loss: 1.341817 - generator loss: 0.762755 - 1s
Epoch 2990/5000
discriminator loss: 1.351478 - generator loss: 0.773823 - 1s
Epoch 2991/5000
discriminator loss: 1.317964 - generator loss: 0.803321 - 1s
Epoch 2992/5000
discriminator loss: 1.349422 - generator loss: 0.750154 - 1s
Epoch 2993/5000
discriminator loss: 1.341795 - generator loss: 0.740088 - 1s
Epoch 2994/5000
discriminator loss: 1.331003 - generator loss: 0.771307 - 1s
Epoch 2995/5000
discriminator loss: 1.362538 - generator loss: 0.761867 - 1s
Epoch 2996/5000
discriminator loss: 1.336157 - generator loss: 0.783784 - 1s
Epoch 2997/5000
discriminator loss: 1.329657 - generator loss: 0.781037 - 1s
Epoch 2998/5000
discriminator loss: 1.375454 - generator loss: 0.731122 - 1s
Epoch 2999/5000
discriminator loss: 1.322714 - generator loss: 0.756241 - 1s
Epoch 3000/5000
discriminator loss: 1.345345 - generator loss: 0.764988 - 1s
Epoch 3001/5000
discriminator loss: 1.352025 - generator loss: 0.777229 - 1s

Loss: 

Epoch 3002/5000
discriminator loss: 1.316816 - generator loss: 0.796943 - 1s
Epoch 3003/5000
discriminator loss: 1.352513 - generator loss: 0.752129 - 1s
Epoch 3004/5000
discriminator loss: 1.348104 - generator loss: 0.741874 - 1s
Epoch 3005/5000
discriminator loss: 1.321180 - generator loss: 0.771456 - 1s
Epoch 3006/5000
discriminator loss: 1.356801 - generator loss: 0.760572 - 1s
Epoch 3007/5000
discriminator loss: 1.329948 - generator loss: 0.792308 - 1s
Epoch 3008/5000
discriminator loss: 1.320589 - generator loss: 0.795372 - 1s
Epoch 3009/5000
discriminator loss: 1.367176 - generator loss: 0.726164 - 1s
Epoch 3010/5000
discriminator loss: 1.328084 - generator loss: 0.765653 - 1s
Epoch 3011/5000
discriminator loss: 1.342756 - generator loss: 0.781536 - 1s
Epoch 3012/5000
discriminator loss: 1.371482 - generator loss: 0.752976 - 1s
Epoch 3013/5000
discriminator loss: 1.309905 - generator loss: 0.804577 - 1s
Epoch 3014/5000
discriminator loss: 1.344516 - generator loss: 0.769734 - 1s
Epoch 3015/5000
discriminator loss: 1.351145 - generator loss: 0.738163 - 1s
Epoch 3016/5000
discriminator loss: 1.307646 - generator loss: 0.779575 - 1s
Epoch 3017/5000
discriminator loss: 1.362539 - generator loss: 0.775180 - 1s
Epoch 3018/5000
discriminator loss: 1.334494 - generator loss: 0.800388 - 1s
Epoch 3019/5000
discriminator loss: 1.325025 - generator loss: 0.788722 - 1s
Epoch 3020/5000
discriminator loss: 1.363371 - generator loss: 0.741025 - 1s
Epoch 3021/5000
discriminator loss: 1.337976 - generator loss: 0.762448 - 1s
Epoch 3022/5000
discriminator loss: 1.331199 - generator loss: 0.760255 - 1s
Epoch 3023/5000
discriminator loss: 1.369032 - generator loss: 0.768047 - 1s
Epoch 3024/5000
discriminator loss: 1.343868 - generator loss: 0.793393 - 1s
Epoch 3025/5000
discriminator loss: 1.318634 - generator loss: 0.793745 - 1s
Epoch 3026/5000
discriminator loss: 1.365964 - generator loss: 0.721082 - 1s
Epoch 3027/5000
discriminator loss: 1.318117 - generator loss: 0.783813 - 1s
Epoch 3028/5000
discriminator loss: 1.337341 - generator loss: 0.777333 - 1s
Epoch 3029/5000
discriminator loss: 1.361016 - generator loss: 0.763411 - 1s
Epoch 3030/5000
discriminator loss: 1.317371 - generator loss: 0.801987 - 1s
Epoch 3031/5000
discriminator loss: 1.363266 - generator loss: 0.748353 - 1s
Epoch 3032/5000
discriminator loss: 1.343463 - generator loss: 0.745417 - 1s
Epoch 3033/5000
discriminator loss: 1.328096 - generator loss: 0.759010 - 1s
Epoch 3034/5000
discriminator loss: 1.347582 - generator loss: 0.759479 - 1s
Epoch 3035/5000
discriminator loss: 1.337191 - generator loss: 0.784399 - 1s
Epoch 3036/5000
discriminator loss: 1.321617 - generator loss: 0.797931 - 1s
Epoch 3037/5000
discriminator loss: 1.359242 - generator loss: 0.734423 - 1s
Epoch 3038/5000
discriminator loss: 1.337296 - generator loss: 0.755320 - 1s
Epoch 3039/5000
discriminator loss: 1.332264 - generator loss: 0.777420 - 1s
Epoch 3040/5000
discriminator loss: 1.363195 - generator loss: 0.758745 - 1s
Epoch 3041/5000
discriminator loss: 1.325979 - generator loss: 0.788115 - 1s
Epoch 3042/5000
discriminator loss: 1.347977 - generator loss: 0.765408 - 1s
Epoch 3043/5000
discriminator loss: 1.351050 - generator loss: 0.747267 - 1s
Epoch 3044/5000
discriminator loss: 1.327089 - generator loss: 0.764478 - 1s
Epoch 3045/5000
discriminator loss: 1.351450 - generator loss: 0.766427 - 1s
Epoch 3046/5000
discriminator loss: 1.344032 - generator loss: 0.778317 - 1s
Epoch 3047/5000
discriminator loss: 1.326006 - generator loss: 0.785582 - 1s
Epoch 3048/5000
discriminator loss: 1.348039 - generator loss: 0.758627 - 1s
Epoch 3049/5000
discriminator loss: 1.348772 - generator loss: 0.745839 - 1s
Epoch 3050/5000
discriminator loss: 1.321904 - generator loss: 0.760780 - 1s
Epoch 3051/5000
discriminator loss: 1.356042 - generator loss: 0.762247 - 1s
Epoch 3052/5000
discriminator loss: 1.338733 - generator loss: 0.788247 - 1s
Epoch 3053/5000
discriminator loss: 1.332427 - generator loss: 0.775948 - 1s
Epoch 3054/5000
discriminator loss: 1.356054 - generator loss: 0.735404 - 1s
Epoch 3055/5000
discriminator loss: 1.333413 - generator loss: 0.759637 - 1s
Epoch 3056/5000
discriminator loss: 1.336268 - generator loss: 0.765325 - 1s
Epoch 3057/5000
discriminator loss: 1.351275 - generator loss: 0.771179 - 1s
Epoch 3058/5000
discriminator loss: 1.328222 - generator loss: 0.791696 - 1s
Epoch 3059/5000
discriminator loss: 1.339952 - generator loss: 0.760435 - 1s
Epoch 3060/5000
discriminator loss: 1.351287 - generator loss: 0.740578 - 1s
Epoch 3061/5000
discriminator loss: 1.330963 - generator loss: 0.765363 - 1s
Epoch 3062/5000
discriminator loss: 1.349012 - generator loss: 0.754732 - 1s
Epoch 3063/5000
discriminator loss: 1.337539 - generator loss: 0.788087 - 1s
Epoch 3064/5000
discriminator loss: 1.333105 - generator loss: 0.776957 - 1s
Epoch 3065/5000
discriminator loss: 1.363285 - generator loss: 0.735059 - 1s
Epoch 3066/5000
discriminator loss: 1.326551 - generator loss: 0.763620 - 1s
Epoch 3067/5000
discriminator loss: 1.337685 - generator loss: 0.764722 - 1s
Epoch 3068/5000
discriminator loss: 1.355151 - generator loss: 0.765527 - 1s
Epoch 3069/5000
discriminator loss: 1.334189 - generator loss: 0.790395 - 1s
Epoch 3070/5000
discriminator loss: 1.349862 - generator loss: 0.760260 - 1s
Epoch 3071/5000
discriminator loss: 1.349383 - generator loss: 0.733446 - 1s
Epoch 3072/5000
discriminator loss: 1.331277 - generator loss: 0.771320 - 1s
Epoch 3073/5000
discriminator loss: 1.354646 - generator loss: 0.764721 - 1s
Epoch 3074/5000
discriminator loss: 1.327554 - generator loss: 0.790288 - 1s
Epoch 3075/5000
discriminator loss: 1.323692 - generator loss: 0.789687 - 1s
Epoch 3076/5000
discriminator loss: 1.356807 - generator loss: 0.750845 - 1s
Epoch 3077/5000
discriminator loss: 1.341538 - generator loss: 0.741519 - 1s
Epoch 3078/5000
discriminator loss: 1.330553 - generator loss: 0.773642 - 1s
Epoch 3079/5000
discriminator loss: 1.360252 - generator loss: 0.775064 - 1s
Epoch 3080/5000
discriminator loss: 1.327544 - generator loss: 0.801885 - 1s
Epoch 3081/5000
discriminator loss: 1.337864 - generator loss: 0.765535 - 1s
Epoch 3082/5000
discriminator loss: 1.352695 - generator loss: 0.748036 - 1s
Epoch 3083/5000
discriminator loss: 1.324626 - generator loss: 0.768854 - 1s
Epoch 3084/5000
discriminator loss: 1.338039 - generator loss: 0.768142 - 1s
Epoch 3085/5000
discriminator loss: 1.358819 - generator loss: 0.796857 - 1s
Epoch 3086/5000
discriminator loss: 1.311557 - generator loss: 0.808889 - 1s
Epoch 3087/5000
discriminator loss: 1.337771 - generator loss: 0.756289 - 1s
Epoch 3088/5000
discriminator loss: 1.339655 - generator loss: 0.761003 - 1s
Epoch 3089/5000
discriminator loss: 1.327700 - generator loss: 0.782847 - 1s
Epoch 3090/5000
discriminator loss: 1.353960 - generator loss: 0.757014 - 1s
Epoch 3091/5000
discriminator loss: 1.327646 - generator loss: 0.801777 - 1s
Epoch 3092/5000
discriminator loss: 1.336273 - generator loss: 0.775967 - 1s
Epoch 3093/5000
discriminator loss: 1.346354 - generator loss: 0.744143 - 1s
Epoch 3094/5000
discriminator loss: 1.323649 - generator loss: 0.767635 - 1s
Epoch 3095/5000
discriminator loss: 1.356783 - generator loss: 0.774683 - 1s
Epoch 3096/5000
discriminator loss: 1.350885 - generator loss: 0.780042 - 1s
Epoch 3097/5000
discriminator loss: 1.321566 - generator loss: 0.787398 - 1s
Epoch 3098/5000
discriminator loss: 1.349235 - generator loss: 0.762565 - 1s
Epoch 3099/5000
discriminator loss: 1.341238 - generator loss: 0.746355 - 1s
Epoch 3100/5000
discriminator loss: 1.317186 - generator loss: 0.776361 - 1s
Epoch 3101/5000
discriminator loss: 1.356644 - generator loss: 0.764384 - 1s
Epoch 3102/5000
discriminator loss: 1.327578 - generator loss: 0.797289 - 1s
Epoch 3103/5000
discriminator loss: 1.332088 - generator loss: 0.786036 - 1s
Epoch 3104/5000
discriminator loss: 1.363984 - generator loss: 0.723701 - 1s
Epoch 3105/5000
discriminator loss: 1.333177 - generator loss: 0.762262 - 1s
Epoch 3106/5000
discriminator loss: 1.338983 - generator loss: 0.769632 - 1s
Epoch 3107/5000
discriminator loss: 1.358587 - generator loss: 0.763540 - 1s
Epoch 3108/5000
discriminator loss: 1.318574 - generator loss: 0.803294 - 1s
Epoch 3109/5000
discriminator loss: 1.346242 - generator loss: 0.756107 - 1s
Epoch 3110/5000
discriminator loss: 1.351056 - generator loss: 0.741212 - 1s
Epoch 3111/5000
discriminator loss: 1.325472 - generator loss: 0.764394 - 1s
Epoch 3112/5000
discriminator loss: 1.351971 - generator loss: 0.767524 - 1s
Epoch 3113/5000
discriminator loss: 1.341697 - generator loss: 0.787839 - 1s
Epoch 3114/5000
discriminator loss: 1.324793 - generator loss: 0.786440 - 1s
Epoch 3115/5000
discriminator loss: 1.371018 - generator loss: 0.730549 - 1s
Epoch 3116/5000
discriminator loss: 1.325769 - generator loss: 0.751041 - 1s
Epoch 3117/5000
discriminator loss: 1.336527 - generator loss: 0.775328 - 1s
Epoch 3118/5000
discriminator loss: 1.365960 - generator loss: 0.757928 - 1s
Epoch 3119/5000
discriminator loss: 1.317719 - generator loss: 0.803240 - 1s
Epoch 3120/5000
discriminator loss: 1.342100 - generator loss: 0.760493 - 1s
Epoch 3121/5000
discriminator loss: 1.355242 - generator loss: 0.733522 - 1s
Epoch 3122/5000
discriminator loss: 1.314656 - generator loss: 0.768329 - 1s
Epoch 3123/5000
discriminator loss: 1.360491 - generator loss: 0.761164 - 1s
Epoch 3124/5000
discriminator loss: 1.347039 - generator loss: 0.785100 - 1s
Epoch 3125/5000
discriminator loss: 1.309894 - generator loss: 0.796157 - 1s
Epoch 3126/5000
discriminator loss: 1.365376 - generator loss: 0.739540 - 1s
Epoch 3127/5000
discriminator loss: 1.333603 - generator loss: 0.755018 - 1s
Epoch 3128/5000
discriminator loss: 1.324167 - generator loss: 0.768565 - 1s
Epoch 3129/5000
discriminator loss: 1.368423 - generator loss: 0.753569 - 1s
Epoch 3130/5000
discriminator loss: 1.321949 - generator loss: 0.811210 - 1s
Epoch 3131/5000
discriminator loss: 1.343490 - generator loss: 0.767671 - 1s
Epoch 3132/5000
discriminator loss: 1.353928 - generator loss: 0.733166 - 1s
Epoch 3133/5000
discriminator loss: 1.322284 - generator loss: 0.773570 - 1s
Epoch 3134/5000
discriminator loss: 1.345722 - generator loss: 0.765162 - 1s
Epoch 3135/5000
discriminator loss: 1.354765 - generator loss: 0.767684 - 1s
Epoch 3136/5000
discriminator loss: 1.317590 - generator loss: 0.801526 - 1s
Epoch 3137/5000
discriminator loss: 1.356070 - generator loss: 0.752490 - 1s
Epoch 3138/5000
discriminator loss: 1.330315 - generator loss: 0.745995 - 1s
Epoch 3139/5000
discriminator loss: 1.329712 - generator loss: 0.772891 - 1s
Epoch 3140/5000
discriminator loss: 1.370651 - generator loss: 0.757027 - 1s
Epoch 3141/5000
discriminator loss: 1.328838 - generator loss: 0.798148 - 1s
Epoch 3142/5000
discriminator loss: 1.321295 - generator loss: 0.786931 - 1s
Epoch 3143/5000
discriminator loss: 1.368363 - generator loss: 0.723583 - 1s
Epoch 3144/5000
discriminator loss: 1.326641 - generator loss: 0.757956 - 1s
Epoch 3145/5000
discriminator loss: 1.330201 - generator loss: 0.763012 - 1s
Epoch 3146/5000
discriminator loss: 1.362371 - generator loss: 0.770256 - 1s
Epoch 3147/5000
discriminator loss: 1.322278 - generator loss: 0.800308 - 1s
Epoch 3148/5000
discriminator loss: 1.340854 - generator loss: 0.767641 - 1s
Epoch 3149/5000
discriminator loss: 1.359850 - generator loss: 0.731145 - 1s
Epoch 3150/5000
discriminator loss: 1.319501 - generator loss: 0.765747 - 1s
Epoch 3151/5000
discriminator loss: 1.360114 - generator loss: 0.756165 - 1s
Epoch 3152/5000
discriminator loss: 1.344491 - generator loss: 0.782954 - 1s
Epoch 3153/5000
discriminator loss: 1.319082 - generator loss: 0.797019 - 1s
Epoch 3154/5000
discriminator loss: 1.353619 - generator loss: 0.747324 - 1s
Epoch 3155/5000
discriminator loss: 1.343638 - generator loss: 0.733261 - 1s
Epoch 3156/5000
discriminator loss: 1.323989 - generator loss: 0.775290 - 1s
Epoch 3157/5000
discriminator loss: 1.360924 - generator loss: 0.776061 - 1s
Epoch 3158/5000
discriminator loss: 1.325665 - generator loss: 0.797747 - 1s
Epoch 3159/5000
discriminator loss: 1.327499 - generator loss: 0.777425 - 1s
Epoch 3160/5000
discriminator loss: 1.369408 - generator loss: 0.731888 - 1s
Epoch 3161/5000
discriminator loss: 1.322014 - generator loss: 0.757552 - 1s
Epoch 3162/5000
discriminator loss: 1.331921 - generator loss: 0.764328 - 1s
Epoch 3163/5000
discriminator loss: 1.358312 - generator loss: 0.777992 - 1s
Epoch 3164/5000
discriminator loss: 1.324634 - generator loss: 0.798907 - 1s
Epoch 3165/5000
discriminator loss: 1.345618 - generator loss: 0.758342 - 1s
Epoch 3166/5000
discriminator loss: 1.355488 - generator loss: 0.737483 - 1s
Epoch 3167/5000
discriminator loss: 1.329733 - generator loss: 0.770673 - 1s
Epoch 3168/5000
discriminator loss: 1.345194 - generator loss: 0.760805 - 1s
Epoch 3169/5000
discriminator loss: 1.344558 - generator loss: 0.782164 - 1s
Epoch 3170/5000
discriminator loss: 1.319070 - generator loss: 0.798195 - 1s
Epoch 3171/5000
discriminator loss: 1.354525 - generator loss: 0.748490 - 1s
Epoch 3172/5000
discriminator loss: 1.342527 - generator loss: 0.734325 - 1s
Epoch 3173/5000
discriminator loss: 1.320334 - generator loss: 0.778540 - 1s
Epoch 3174/5000
discriminator loss: 1.362876 - generator loss: 0.769587 - 1s
Epoch 3175/5000
discriminator loss: 1.334951 - generator loss: 0.783097 - 1s
Epoch 3176/5000
discriminator loss: 1.317782 - generator loss: 0.796120 - 1s
Epoch 3177/5000
discriminator loss: 1.368947 - generator loss: 0.729730 - 1s
Epoch 3178/5000
discriminator loss: 1.322657 - generator loss: 0.761754 - 1s
Epoch 3179/5000
discriminator loss: 1.332762 - generator loss: 0.768599 - 1s
Epoch 3180/5000
discriminator loss: 1.367316 - generator loss: 0.768664 - 1s
Epoch 3181/5000
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Epoch 3182/5000
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Epoch 3183/5000
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Epoch 3184/5000
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Epoch 3185/5000
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Epoch 3186/5000
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Epoch 3187/5000
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Epoch 3188/5000
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Epoch 3189/5000
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Epoch 3190/5000
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Epoch 3191/5000
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Epoch 3192/5000
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Epoch 3193/5000
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Epoch 3194/5000
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Epoch 3195/5000
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Epoch 3196/5000
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Epoch 3197/5000
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Epoch 3198/5000
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Epoch 3199/5000
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Epoch 3200/5000
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Epoch 3201/5000
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Epoch 3202/5000
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Epoch 3203/5000
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Epoch 3204/5000
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Epoch 3205/5000
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Epoch 3206/5000
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Epoch 3207/5000
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Epoch 3208/5000
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Epoch 3209/5000
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Epoch 3210/5000
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Epoch 3211/5000
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Epoch 3212/5000
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Epoch 3213/5000
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Epoch 3214/5000
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Epoch 3215/5000
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Epoch 3216/5000
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Epoch 3217/5000
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Epoch 3218/5000
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Epoch 3219/5000
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Epoch 3220/5000
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Epoch 3221/5000
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Epoch 3222/5000
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Epoch 3223/5000
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Epoch 3224/5000
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Epoch 3225/5000
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Epoch 3226/5000
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Epoch 3227/5000
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Epoch 3228/5000
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Epoch 3229/5000
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Epoch 3230/5000
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Epoch 3231/5000
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Epoch 3232/5000
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Epoch 3233/5000
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Epoch 3234/5000
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Epoch 3235/5000
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Epoch 3236/5000
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Epoch 3237/5000
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Epoch 3238/5000
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Epoch 3239/5000
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Epoch 3240/5000
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Epoch 3241/5000
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Epoch 3242/5000
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Epoch 3243/5000
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Epoch 3244/5000
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Epoch 3245/5000
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Epoch 3246/5000
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Epoch 3247/5000
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Epoch 3248/5000
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Epoch 3249/5000
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Epoch 3250/5000
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Epoch 3251/5000
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Epoch 3252/5000
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Epoch 3253/5000
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Epoch 3254/5000
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Epoch 3255/5000
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Epoch 3256/5000
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Epoch 3257/5000
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Epoch 3258/5000
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Epoch 3259/5000
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Epoch 3260/5000
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Epoch 3261/5000
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Epoch 3262/5000
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Epoch 3263/5000
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Epoch 3264/5000
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Epoch 3265/5000
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Epoch 3266/5000
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Epoch 3267/5000
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Epoch 3268/5000
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Epoch 3269/5000
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Epoch 3270/5000
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Epoch 3271/5000
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Epoch 3272/5000
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Epoch 3273/5000
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Epoch 3274/5000
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Epoch 3275/5000
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Epoch 3276/5000
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Epoch 3277/5000
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Epoch 3278/5000
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Epoch 3279/5000
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Epoch 3280/5000
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Epoch 3281/5000
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Epoch 3282/5000
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Epoch 3283/5000
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Epoch 3284/5000
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Epoch 3285/5000
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Epoch 3286/5000
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Epoch 3287/5000
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Epoch 3288/5000
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Epoch 3289/5000
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Epoch 3290/5000
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Epoch 3291/5000
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Epoch 3292/5000
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Epoch 3293/5000
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Epoch 3294/5000
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Epoch 3295/5000
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Epoch 3296/5000
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Epoch 3297/5000
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Epoch 3298/5000
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Epoch 3299/5000
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Epoch 3300/5000
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Epoch 3301/5000
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Epoch 3302/5000
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Epoch 3303/5000
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Epoch 3304/5000
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Epoch 3305/5000
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Epoch 3306/5000
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Epoch 3307/5000
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Epoch 3308/5000
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Epoch 3309/5000
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Epoch 3310/5000
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Epoch 3311/5000
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Epoch 3312/5000
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Epoch 3313/5000
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Epoch 3314/5000
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Epoch 3315/5000
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Epoch 3316/5000
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Epoch 3317/5000
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Epoch 3318/5000
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Epoch 3319/5000
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Epoch 3320/5000
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Epoch 3321/5000
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Epoch 3322/5000
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Epoch 3323/5000
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Epoch 3324/5000
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Epoch 3325/5000
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Epoch 3326/5000
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Epoch 3327/5000
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Epoch 3328/5000
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Epoch 3329/5000
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Epoch 3330/5000
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Epoch 3331/5000
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Epoch 3332/5000
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Epoch 3333/5000
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Epoch 3334/5000
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Epoch 3335/5000
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Epoch 3336/5000
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Epoch 3337/5000
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Epoch 3338/5000
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Epoch 3339/5000
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Epoch 3340/5000
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Epoch 3341/5000
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Epoch 3342/5000
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Epoch 3343/5000
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Epoch 3344/5000
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Epoch 3345/5000
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Epoch 3346/5000
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Epoch 3347/5000
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Epoch 3348/5000
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Epoch 3349/5000
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Epoch 3350/5000
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Epoch 3351/5000
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Epoch 3352/5000
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Epoch 3353/5000
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Epoch 3354/5000
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Epoch 3355/5000
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Epoch 3356/5000
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Epoch 3357/5000
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Epoch 3358/5000
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Epoch 3359/5000
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Epoch 3360/5000
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Epoch 3361/5000
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Epoch 3362/5000
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Epoch 3363/5000
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Epoch 3364/5000
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Epoch 3365/5000
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Epoch 3366/5000
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Epoch 3367/5000
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Epoch 3368/5000
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Epoch 3369/5000
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Epoch 3370/5000
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Epoch 3371/5000
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Epoch 3372/5000
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Epoch 3373/5000
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Epoch 3374/5000
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Epoch 3375/5000
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Epoch 3376/5000
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Epoch 3377/5000
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Epoch 3378/5000
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Epoch 3379/5000
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Epoch 3380/5000
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Epoch 3381/5000
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Epoch 3382/5000
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Epoch 3383/5000
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Epoch 3384/5000
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Epoch 3385/5000
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Epoch 3386/5000
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Epoch 3387/5000
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Epoch 3388/5000
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Epoch 3389/5000
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Epoch 3390/5000
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Epoch 3391/5000
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Epoch 3392/5000
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Epoch 3393/5000
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Epoch 3394/5000
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Epoch 3395/5000
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Epoch 3396/5000
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Epoch 3397/5000
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Epoch 3398/5000
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Epoch 3399/5000
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Epoch 3400/5000
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Epoch 3401/5000
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Epoch 3402/5000
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Epoch 3403/5000
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Epoch 3404/5000
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Epoch 3405/5000
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Epoch 3406/5000
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Epoch 3407/5000
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Epoch 3408/5000
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Epoch 3409/5000
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Epoch 3410/5000
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Epoch 3411/5000
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Epoch 3412/5000
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Epoch 3413/5000
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Epoch 3414/5000
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Epoch 3415/5000
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Epoch 3416/5000
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Epoch 3417/5000
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Epoch 3418/5000
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Epoch 3419/5000
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Epoch 3420/5000
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Epoch 3421/5000
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Epoch 3422/5000
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Epoch 3423/5000
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Epoch 3424/5000
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Epoch 3425/5000
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Epoch 3426/5000
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Epoch 3427/5000
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Epoch 3428/5000
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Epoch 3429/5000
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Epoch 3430/5000
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Epoch 3431/5000
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Epoch 3432/5000
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Epoch 3433/5000
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Epoch 3434/5000
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Epoch 3435/5000
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Epoch 3436/5000
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Epoch 3437/5000
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Epoch 3438/5000
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Epoch 3439/5000
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Epoch 3440/5000
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Epoch 3441/5000
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Epoch 3442/5000
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Epoch 3443/5000
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Epoch 3444/5000
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Epoch 3445/5000
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Epoch 3446/5000
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Epoch 3447/5000
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Epoch 3448/5000
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Epoch 3449/5000
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Epoch 3450/5000
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Epoch 3451/5000
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Epoch 3452/5000
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Epoch 3453/5000
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Epoch 3454/5000
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Epoch 3455/5000
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Epoch 3456/5000
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Epoch 3457/5000
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Epoch 3458/5000
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Epoch 3459/5000
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Epoch 3460/5000
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Epoch 3461/5000
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Epoch 3462/5000
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Epoch 3463/5000
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Epoch 3464/5000
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Epoch 3465/5000
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Epoch 3466/5000
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Epoch 3467/5000
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Epoch 3468/5000
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Epoch 3469/5000
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Epoch 3470/5000
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Epoch 3471/5000
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Epoch 3472/5000
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Epoch 3473/5000
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Epoch 3474/5000
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Epoch 3475/5000
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Epoch 3476/5000
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Epoch 3477/5000
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Epoch 3478/5000
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Epoch 3479/5000
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Epoch 3480/5000
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Epoch 3481/5000
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Epoch 3482/5000
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Epoch 3483/5000
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Epoch 3484/5000
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Epoch 3485/5000
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Epoch 3486/5000
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Epoch 3487/5000
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Epoch 3488/5000
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Epoch 3489/5000
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Epoch 3490/5000
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Epoch 3491/5000
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Epoch 3492/5000
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Epoch 3493/5000
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Epoch 3494/5000
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Epoch 3495/5000
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Epoch 3496/5000
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Epoch 3497/5000
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Epoch 3498/5000
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Epoch 3499/5000
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Epoch 3500/5000
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Epoch 3501/5000
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Epoch 3502/5000
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Epoch 3503/5000
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Epoch 3504/5000
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Epoch 3505/5000
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Epoch 3506/5000
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Epoch 3507/5000
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Epoch 3508/5000
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Epoch 3509/5000
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Epoch 3510/5000
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Epoch 3511/5000
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Epoch 3512/5000
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Epoch 3513/5000
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Epoch 3514/5000
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Epoch 3515/5000
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Epoch 3516/5000
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Epoch 3517/5000
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Epoch 3518/5000
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Epoch 3519/5000
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Epoch 3520/5000
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Epoch 3521/5000
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Epoch 3522/5000
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Epoch 3523/5000
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Epoch 3524/5000
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Epoch 3525/5000
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Epoch 3526/5000
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Epoch 3527/5000
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Epoch 3528/5000
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Epoch 3529/5000
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Epoch 3530/5000
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Epoch 3531/5000
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Epoch 3532/5000
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Epoch 3533/5000
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Epoch 3534/5000
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Epoch 3535/5000
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Epoch 3536/5000
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Epoch 3537/5000
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Epoch 3538/5000
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Epoch 3539/5000
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Epoch 3540/5000
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Epoch 3541/5000
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Epoch 3542/5000
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Epoch 3543/5000
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Epoch 3544/5000
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Epoch 3545/5000
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Epoch 3546/5000
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Epoch 3547/5000
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Epoch 3548/5000
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Epoch 3549/5000
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Epoch 3550/5000
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Epoch 3551/5000
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Epoch 3552/5000
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Epoch 3553/5000
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Epoch 3554/5000
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Epoch 3555/5000
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Epoch 3556/5000
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Epoch 3557/5000
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Epoch 3558/5000
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Epoch 3559/5000
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Epoch 3560/5000
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Epoch 3561/5000
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Epoch 3562/5000
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Epoch 3563/5000
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Epoch 3564/5000
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Epoch 3565/5000
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Epoch 3566/5000
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Epoch 3567/5000
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Epoch 3568/5000
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Epoch 3569/5000
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Epoch 3570/5000
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Epoch 3571/5000
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Epoch 3572/5000
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Epoch 3573/5000
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Epoch 3574/5000
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Epoch 3575/5000
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Epoch 3576/5000
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Epoch 3577/5000
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Epoch 3578/5000
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Epoch 3579/5000
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Epoch 3580/5000
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Epoch 3581/5000
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Epoch 3582/5000
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Epoch 3583/5000
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Epoch 3584/5000
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Epoch 3585/5000
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Epoch 3586/5000
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Epoch 3587/5000
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Epoch 3588/5000
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Epoch 3589/5000
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Epoch 3590/5000
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Epoch 3591/5000
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Epoch 3592/5000
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Epoch 3593/5000
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Epoch 3594/5000
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Epoch 3595/5000
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Epoch 3596/5000
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Epoch 3597/5000
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Epoch 3598/5000
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Epoch 3599/5000
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Epoch 3600/5000
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Epoch 3601/5000
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Epoch 3602/5000
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Epoch 3603/5000
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Epoch 3604/5000
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Epoch 3605/5000
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Epoch 3606/5000
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Epoch 3607/5000
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Epoch 3608/5000
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Epoch 3609/5000
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Epoch 3610/5000
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Epoch 3611/5000
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Epoch 3612/5000
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Epoch 3613/5000
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Epoch 3614/5000
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Epoch 3615/5000
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Epoch 3616/5000
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Epoch 3617/5000
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Epoch 3618/5000
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Epoch 3619/5000
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Epoch 3620/5000
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Epoch 3621/5000
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Epoch 3622/5000
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Epoch 3623/5000
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Epoch 3624/5000
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Epoch 3625/5000
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Epoch 3626/5000
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Epoch 3627/5000
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Epoch 3628/5000
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Epoch 3629/5000
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Epoch 3630/5000
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Epoch 3631/5000
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Epoch 3632/5000
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Epoch 3633/5000
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Epoch 3634/5000
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Epoch 3635/5000
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Epoch 3636/5000
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Epoch 3637/5000
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Epoch 3638/5000
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Epoch 3639/5000
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Epoch 3640/5000
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Epoch 3641/5000
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Epoch 3642/5000
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Epoch 3643/5000
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Epoch 3644/5000
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Epoch 3645/5000
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Epoch 3646/5000
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Epoch 3647/5000
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Epoch 3648/5000
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Epoch 3649/5000
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Epoch 3650/5000
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Epoch 3651/5000
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Epoch 3652/5000
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Epoch 3653/5000
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Epoch 3654/5000
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Epoch 3655/5000
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Epoch 3656/5000
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Epoch 3657/5000
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Epoch 3658/5000
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Epoch 3659/5000
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Epoch 3660/5000
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Epoch 3661/5000
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Epoch 3662/5000
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Epoch 3663/5000
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Epoch 3664/5000
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Epoch 3665/5000
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Epoch 3666/5000
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Epoch 3667/5000
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Epoch 3668/5000
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Epoch 3669/5000
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Epoch 3670/5000
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Epoch 3671/5000
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Epoch 3672/5000
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Epoch 3673/5000
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Epoch 3674/5000
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Epoch 3675/5000
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Epoch 3676/5000
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Epoch 3677/5000
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Epoch 3678/5000
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Epoch 3679/5000
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Epoch 3680/5000
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Epoch 3681/5000
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Epoch 3682/5000
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Epoch 3683/5000
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Epoch 3684/5000
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Epoch 3685/5000
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Epoch 3686/5000
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Epoch 3687/5000
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Epoch 3688/5000
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Epoch 3689/5000
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Epoch 3690/5000
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Epoch 3691/5000
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Epoch 3692/5000
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Epoch 3693/5000
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Epoch 3694/5000
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Epoch 3695/5000
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Epoch 3696/5000
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Epoch 3697/5000
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Epoch 3698/5000
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Epoch 3699/5000
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Epoch 3700/5000
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Epoch 3701/5000
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Epoch 3702/5000
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Epoch 3703/5000
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Epoch 3704/5000
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Epoch 3705/5000
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Epoch 3706/5000
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Epoch 3707/5000
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Epoch 3708/5000
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Epoch 3709/5000
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Epoch 3710/5000
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Epoch 3711/5000
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Epoch 3712/5000
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Epoch 3713/5000
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Epoch 3714/5000
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Epoch 3715/5000
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Epoch 3716/5000
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Epoch 3717/5000
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Epoch 3718/5000
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Epoch 3719/5000
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Epoch 3720/5000
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Epoch 3721/5000
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Epoch 3722/5000
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Epoch 3723/5000
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Epoch 3724/5000
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Epoch 3725/5000
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Epoch 3726/5000
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Epoch 3727/5000
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Epoch 3728/5000
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Epoch 3729/5000
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Epoch 3730/5000
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Epoch 3731/5000
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Epoch 3732/5000
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Epoch 3733/5000
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Epoch 3734/5000
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Epoch 3735/5000
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Epoch 3736/5000
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Epoch 3737/5000
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Epoch 3738/5000
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Epoch 3739/5000
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Epoch 3740/5000
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Epoch 3741/5000
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Epoch 3742/5000
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Epoch 3743/5000
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Epoch 3744/5000
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Epoch 3745/5000
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Epoch 3746/5000
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Epoch 3747/5000
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Epoch 3748/5000
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Epoch 3749/5000
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Epoch 3750/5000
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Epoch 3751/5000
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Epoch 3752/5000
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Epoch 3753/5000
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Epoch 3754/5000
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Epoch 3755/5000
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Epoch 3756/5000
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Epoch 3757/5000
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Epoch 3758/5000
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Epoch 3759/5000
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Epoch 3760/5000
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Epoch 3761/5000
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Epoch 3762/5000
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Epoch 3763/5000
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Epoch 3764/5000
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Epoch 3765/5000
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Epoch 3766/5000
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Epoch 3767/5000
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Epoch 3768/5000
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Epoch 3769/5000
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Epoch 3770/5000
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Epoch 3771/5000
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Epoch 3772/5000
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Epoch 3773/5000
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Epoch 3774/5000
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Epoch 3775/5000
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Epoch 3776/5000
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Epoch 3777/5000
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Epoch 3778/5000
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Epoch 3779/5000
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Epoch 3780/5000
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Epoch 3781/5000
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Epoch 3782/5000
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Epoch 3783/5000
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Epoch 3784/5000
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Epoch 3785/5000
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Epoch 3786/5000
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Epoch 3787/5000
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Epoch 3788/5000
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Epoch 3789/5000
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Epoch 3790/5000
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Epoch 3791/5000
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Epoch 3792/5000
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Epoch 3793/5000
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Epoch 3794/5000
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Epoch 3795/5000
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Epoch 3796/5000
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Epoch 3797/5000
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Epoch 3798/5000
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Epoch 3799/5000
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Epoch 3800/5000
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Epoch 3801/5000
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Epoch 3802/5000
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Epoch 3803/5000
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Epoch 3804/5000
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Epoch 3805/5000
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Epoch 3806/5000
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Epoch 3807/5000
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Epoch 3808/5000
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Epoch 3809/5000
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Epoch 3810/5000
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Epoch 3811/5000
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Epoch 3812/5000
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Epoch 3813/5000
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Epoch 3814/5000
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Epoch 3815/5000
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Epoch 3816/5000
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Epoch 3817/5000
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Epoch 3818/5000
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Epoch 3819/5000
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Epoch 3820/5000
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Epoch 3821/5000
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Epoch 3822/5000
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Epoch 3823/5000
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Epoch 3824/5000
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Epoch 3825/5000
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Epoch 3826/5000
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Epoch 3827/5000
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Epoch 3828/5000
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Epoch 3829/5000
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Epoch 3830/5000
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Epoch 3831/5000
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Epoch 3832/5000
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Epoch 3833/5000
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Epoch 3834/5000
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Epoch 3835/5000
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Epoch 3836/5000
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Epoch 3837/5000
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Epoch 3838/5000
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Epoch 3839/5000
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Epoch 3840/5000
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Epoch 3841/5000
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Epoch 3842/5000
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Epoch 3843/5000
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Epoch 3844/5000
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Epoch 3845/5000
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Epoch 3846/5000
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Epoch 3847/5000
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Epoch 3848/5000
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Epoch 3849/5000
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Epoch 3850/5000
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Epoch 3851/5000
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Epoch 3852/5000
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Epoch 3853/5000
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Epoch 3854/5000
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Epoch 3855/5000
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Epoch 3856/5000
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Epoch 3857/5000
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Epoch 3858/5000
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Epoch 3859/5000
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Epoch 3860/5000
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Epoch 3861/5000
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Epoch 3862/5000
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Epoch 3863/5000
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Epoch 3864/5000
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Epoch 3865/5000
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Epoch 3866/5000
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Epoch 3867/5000
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Epoch 3868/5000
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Epoch 3869/5000
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Epoch 3870/5000
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Epoch 3871/5000
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Epoch 3872/5000
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Epoch 3873/5000
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Epoch 3874/5000
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Epoch 3875/5000
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Epoch 3876/5000
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Epoch 3877/5000
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Epoch 3878/5000
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Epoch 3879/5000
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Epoch 3880/5000
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Epoch 3881/5000
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Epoch 3882/5000
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Epoch 3883/5000
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Epoch 3884/5000
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Epoch 3885/5000
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Epoch 3886/5000
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Epoch 3887/5000
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Epoch 3888/5000
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Epoch 3889/5000
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Epoch 3890/5000
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Epoch 3891/5000
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Epoch 3892/5000
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Epoch 3893/5000
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Epoch 3894/5000
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Epoch 3895/5000
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Epoch 3896/5000
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Epoch 3897/5000
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Epoch 3898/5000
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Epoch 3899/5000
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Epoch 3900/5000
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Epoch 3901/5000
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Epoch 3902/5000
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Epoch 3903/5000
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Epoch 3904/5000
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Epoch 3905/5000
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Epoch 3906/5000
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Epoch 3907/5000
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Epoch 3908/5000
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Epoch 3909/5000
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Epoch 3910/5000
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Epoch 3911/5000
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Epoch 3912/5000
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Epoch 3913/5000
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Epoch 3914/5000
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Epoch 3915/5000
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Epoch 3916/5000
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Epoch 3917/5000
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Epoch 3918/5000
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Epoch 3919/5000
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Epoch 3920/5000
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Epoch 3921/5000
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Epoch 3922/5000
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Epoch 3923/5000
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Epoch 3924/5000
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Epoch 3925/5000
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Epoch 3926/5000
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Epoch 3927/5000
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Epoch 3928/5000
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Epoch 3929/5000
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Epoch 3930/5000
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Epoch 3931/5000
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Epoch 3932/5000
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Epoch 3933/5000
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Epoch 3934/5000
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Epoch 3935/5000
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Epoch 3936/5000
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Epoch 3937/5000
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Epoch 3938/5000
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Epoch 3939/5000
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Epoch 3940/5000
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Epoch 3941/5000
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Epoch 3942/5000
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Epoch 3943/5000
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Epoch 3944/5000
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Epoch 3945/5000
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Epoch 3946/5000
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Epoch 3947/5000
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Epoch 3948/5000
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Epoch 3949/5000
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Epoch 3950/5000
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Epoch 3951/5000
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Epoch 3952/5000
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Epoch 3953/5000
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Epoch 3954/5000
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Epoch 3955/5000
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Epoch 3956/5000
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Epoch 3957/5000
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Epoch 3958/5000
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Epoch 3959/5000
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Epoch 3960/5000
discriminator loss: 1.328230 - generator loss: 0.757426 - 1s
Epoch 3961/5000
discriminator loss: 1.351432 - generator loss: 0.756979 - 1s
Epoch 3962/5000
discriminator loss: 1.357467 - generator loss: 0.769969 - 1s
Epoch 3963/5000
discriminator loss: 1.331623 - generator loss: 0.784208 - 1s
Epoch 3964/5000
discriminator loss: 1.358161 - generator loss: 0.734426 - 1s
Epoch 3965/5000
discriminator loss: 1.338254 - generator loss: 0.745403 - 1s
Epoch 3966/5000
discriminator loss: 1.339581 - generator loss: 0.759274 - 1s
Epoch 3967/5000
discriminator loss: 1.358083 - generator loss: 0.751109 - 1s
Epoch 3968/5000
discriminator loss: 1.347886 - generator loss: 0.778093 - 1s
Epoch 3969/5000
discriminator loss: 1.338088 - generator loss: 0.774227 - 1s
Epoch 3970/5000
discriminator loss: 1.358304 - generator loss: 0.735345 - 1s
Epoch 3971/5000
discriminator loss: 1.333972 - generator loss: 0.744118 - 1s
Epoch 3972/5000
discriminator loss: 1.338881 - generator loss: 0.761321 - 1s
Epoch 3973/5000
discriminator loss: 1.370215 - generator loss: 0.757524 - 1s
Epoch 3974/5000
discriminator loss: 1.340973 - generator loss: 0.780318 - 1s
Epoch 3975/5000
discriminator loss: 1.335829 - generator loss: 0.762600 - 1s
Epoch 3976/5000
discriminator loss: 1.360457 - generator loss: 0.736188 - 1s
Epoch 3977/5000
discriminator loss: 1.339272 - generator loss: 0.749093 - 1s
Epoch 3978/5000
discriminator loss: 1.341405 - generator loss: 0.755989 - 1s
Epoch 3979/5000
discriminator loss: 1.362073 - generator loss: 0.753040 - 1s
Epoch 3980/5000
discriminator loss: 1.330913 - generator loss: 0.784169 - 1s
Epoch 3981/5000
discriminator loss: 1.349660 - generator loss: 0.759825 - 1s
Epoch 3982/5000
discriminator loss: 1.361236 - generator loss: 0.728105 - 1s
Epoch 3983/5000
discriminator loss: 1.334116 - generator loss: 0.756315 - 1s
Epoch 3984/5000
discriminator loss: 1.348514 - generator loss: 0.752738 - 1s
Epoch 3985/5000
discriminator loss: 1.362472 - generator loss: 0.761240 - 1s
Epoch 3986/5000
discriminator loss: 1.325739 - generator loss: 0.790336 - 1s
Epoch 3987/5000
discriminator loss: 1.345294 - generator loss: 0.755206 - 1s
Epoch 3988/5000
discriminator loss: 1.347244 - generator loss: 0.733062 - 1s
Epoch 3989/5000
discriminator loss: 1.329359 - generator loss: 0.753831 - 1s
Epoch 3990/5000
discriminator loss: 1.356572 - generator loss: 0.759674 - 1s
Epoch 3991/5000
discriminator loss: 1.349985 - generator loss: 0.778064 - 1s
Epoch 3992/5000
discriminator loss: 1.326977 - generator loss: 0.782942 - 1s
Epoch 3993/5000
discriminator loss: 1.356674 - generator loss: 0.738920 - 1s
Epoch 3994/5000
discriminator loss: 1.350888 - generator loss: 0.734904 - 1s
Epoch 3995/5000
discriminator loss: 1.334578 - generator loss: 0.760740 - 1s
Epoch 3996/5000
discriminator loss: 1.361260 - generator loss: 0.759620 - 1s
Epoch 3997/5000
discriminator loss: 1.344133 - generator loss: 0.769489 - 1s
Epoch 3998/5000
discriminator loss: 1.333730 - generator loss: 0.777436 - 1s
Epoch 3999/5000
discriminator loss: 1.355863 - generator loss: 0.741705 - 1s
Epoch 4000/5000
discriminator loss: 1.349873 - generator loss: 0.740882 - 1s
Epoch 4001/5000
discriminator loss: 1.340089 - generator loss: 0.750601 - 1s

Loss: 

Epoch 4002/5000
discriminator loss: 1.361855 - generator loss: 0.760651 - 1s
Epoch 4003/5000
discriminator loss: 1.344163 - generator loss: 0.773416 - 1s
Epoch 4004/5000
discriminator loss: 1.336169 - generator loss: 0.771667 - 1s
Epoch 4005/5000
discriminator loss: 1.361674 - generator loss: 0.731543 - 1s
Epoch 4006/5000
discriminator loss: 1.330171 - generator loss: 0.751316 - 1s
Epoch 4007/5000
discriminator loss: 1.338455 - generator loss: 0.760796 - 1s
Epoch 4008/5000
discriminator loss: 1.359684 - generator loss: 0.766125 - 1s
Epoch 4009/5000
discriminator loss: 1.334140 - generator loss: 0.776779 - 1s
Epoch 4010/5000
discriminator loss: 1.337887 - generator loss: 0.762985 - 1s
Epoch 4011/5000
discriminator loss: 1.358252 - generator loss: 0.735117 - 1s
Epoch 4012/5000
discriminator loss: 1.335328 - generator loss: 0.757423 - 1s
Epoch 4013/5000
discriminator loss: 1.360206 - generator loss: 0.747207 - 1s
Epoch 4014/5000
discriminator loss: 1.357515 - generator loss: 0.768594 - 1s
Epoch 4015/5000
discriminator loss: 1.334619 - generator loss: 0.782926 - 1s
Epoch 4016/5000
discriminator loss: 1.359776 - generator loss: 0.742993 - 1s
Epoch 4017/5000
discriminator loss: 1.351071 - generator loss: 0.736274 - 1s
Epoch 4018/5000
discriminator loss: 1.336600 - generator loss: 0.758948 - 1s
Epoch 4019/5000
discriminator loss: 1.351929 - generator loss: 0.749997 - 1s
Epoch 4020/5000
discriminator loss: 1.353129 - generator loss: 0.774647 - 1s
Epoch 4021/5000
discriminator loss: 1.336792 - generator loss: 0.775667 - 1s
Epoch 4022/5000
discriminator loss: 1.356470 - generator loss: 0.740978 - 1s
Epoch 4023/5000
discriminator loss: 1.338435 - generator loss: 0.752652 - 1s
Epoch 4024/5000
discriminator loss: 1.341580 - generator loss: 0.763870 - 1s
Epoch 4025/5000
discriminator loss: 1.357423 - generator loss: 0.759579 - 1s
Epoch 4026/5000
discriminator loss: 1.341344 - generator loss: 0.775421 - 1s
Epoch 4027/5000
discriminator loss: 1.344002 - generator loss: 0.770244 - 1s
Epoch 4028/5000
discriminator loss: 1.366733 - generator loss: 0.737010 - 1s
Epoch 4029/5000
discriminator loss: 1.342790 - generator loss: 0.741469 - 1s
Epoch 4030/5000
discriminator loss: 1.340239 - generator loss: 0.757206 - 1s
Epoch 4031/5000
discriminator loss: 1.361481 - generator loss: 0.765133 - 1s
Epoch 4032/5000
discriminator loss: 1.333230 - generator loss: 0.794790 - 1s
Epoch 4033/5000
discriminator loss: 1.345876 - generator loss: 0.763249 - 1s
Epoch 4034/5000
discriminator loss: 1.362542 - generator loss: 0.727263 - 1s
Epoch 4035/5000
discriminator loss: 1.333370 - generator loss: 0.755484 - 1s
Epoch 4036/5000
discriminator loss: 1.349030 - generator loss: 0.748905 - 1s
Epoch 4037/5000
discriminator loss: 1.352129 - generator loss: 0.773004 - 1s
Epoch 4038/5000
discriminator loss: 1.321394 - generator loss: 0.798366 - 1s
Epoch 4039/5000
discriminator loss: 1.360419 - generator loss: 0.749244 - 1s
Epoch 4040/5000
discriminator loss: 1.358630 - generator loss: 0.730766 - 1s
Epoch 4041/5000
discriminator loss: 1.329918 - generator loss: 0.761096 - 1s
Epoch 4042/5000
discriminator loss: 1.348192 - generator loss: 0.758096 - 1s
Epoch 4043/5000
discriminator loss: 1.347043 - generator loss: 0.772539 - 1s
Epoch 4044/5000
discriminator loss: 1.330994 - generator loss: 0.788988 - 1s
Epoch 4045/5000
discriminator loss: 1.341707 - generator loss: 0.758941 - 1s
Epoch 4046/5000
discriminator loss: 1.345958 - generator loss: 0.725682 - 1s
Epoch 4047/5000
discriminator loss: 1.328461 - generator loss: 0.771969 - 1s
Epoch 4048/5000
discriminator loss: 1.350336 - generator loss: 0.771003 - 1s
Epoch 4049/5000
discriminator loss: 1.345884 - generator loss: 0.767233 - 1s
Epoch 4050/5000
discriminator loss: 1.328365 - generator loss: 0.789463 - 1s
Epoch 4051/5000
discriminator loss: 1.362915 - generator loss: 0.738773 - 1s
Epoch 4052/5000
discriminator loss: 1.342618 - generator loss: 0.745151 - 1s
Epoch 4053/5000
discriminator loss: 1.328476 - generator loss: 0.758938 - 1s
Epoch 4054/5000
discriminator loss: 1.364507 - generator loss: 0.760320 - 1s
Epoch 4055/5000
discriminator loss: 1.334154 - generator loss: 0.792860 - 1s
Epoch 4056/5000
discriminator loss: 1.340118 - generator loss: 0.771815 - 1s
Epoch 4057/5000
discriminator loss: 1.360517 - generator loss: 0.738109 - 1s
Epoch 4058/5000
discriminator loss: 1.341856 - generator loss: 0.746840 - 1s
Epoch 4059/5000
discriminator loss: 1.341008 - generator loss: 0.750420 - 1s
Epoch 4060/5000
discriminator loss: 1.360814 - generator loss: 0.763637 - 1s
Epoch 4061/5000
discriminator loss: 1.344404 - generator loss: 0.775984 - 1s
Epoch 4062/5000
discriminator loss: 1.341533 - generator loss: 0.777639 - 1s
Epoch 4063/5000
discriminator loss: 1.355838 - generator loss: 0.734801 - 1s
Epoch 4064/5000
discriminator loss: 1.339015 - generator loss: 0.741497 - 1s
Epoch 4065/5000
discriminator loss: 1.336337 - generator loss: 0.775830 - 1s
Epoch 4066/5000
discriminator loss: 1.352080 - generator loss: 0.757438 - 1s
Epoch 4067/5000
discriminator loss: 1.335419 - generator loss: 0.777675 - 1s
Epoch 4068/5000
discriminator loss: 1.342369 - generator loss: 0.766570 - 1s
Epoch 4069/5000
discriminator loss: 1.358055 - generator loss: 0.729145 - 1s
Epoch 4070/5000
discriminator loss: 1.334551 - generator loss: 0.742448 - 1s
Epoch 4071/5000
discriminator loss: 1.346885 - generator loss: 0.761732 - 1s
Epoch 4072/5000
discriminator loss: 1.362666 - generator loss: 0.765361 - 1s
Epoch 4073/5000
discriminator loss: 1.346986 - generator loss: 0.771533 - 1s
Epoch 4074/5000
discriminator loss: 1.344036 - generator loss: 0.755310 - 1s
Epoch 4075/5000
discriminator loss: 1.357520 - generator loss: 0.740218 - 1s
Epoch 4076/5000
discriminator loss: 1.334164 - generator loss: 0.754770 - 1s
Epoch 4077/5000
discriminator loss: 1.354580 - generator loss: 0.754571 - 1s
Epoch 4078/5000
discriminator loss: 1.353487 - generator loss: 0.771267 - 1s
Epoch 4079/5000
discriminator loss: 1.334339 - generator loss: 0.776232 - 1s
Epoch 4080/5000
discriminator loss: 1.358550 - generator loss: 0.743775 - 1s
Epoch 4081/5000
discriminator loss: 1.354052 - generator loss: 0.741383 - 1s
Epoch 4082/5000
discriminator loss: 1.331521 - generator loss: 0.756104 - 1s
Epoch 4083/5000
discriminator loss: 1.358664 - generator loss: 0.749353 - 1s
Epoch 4084/5000
discriminator loss: 1.336142 - generator loss: 0.772664 - 1s
Epoch 4085/5000
discriminator loss: 1.325343 - generator loss: 0.790295 - 1s
Epoch 4086/5000
discriminator loss: 1.354594 - generator loss: 0.733782 - 1s
Epoch 4087/5000
discriminator loss: 1.346402 - generator loss: 0.746938 - 1s
Epoch 4088/5000
discriminator loss: 1.328373 - generator loss: 0.761962 - 1s
Epoch 4089/5000
discriminator loss: 1.372205 - generator loss: 0.748728 - 1s
Epoch 4090/5000
discriminator loss: 1.339435 - generator loss: 0.788827 - 1s
Epoch 4091/5000
discriminator loss: 1.330785 - generator loss: 0.775213 - 1s
Epoch 4092/5000
discriminator loss: 1.357207 - generator loss: 0.733930 - 1s
Epoch 4093/5000
discriminator loss: 1.334573 - generator loss: 0.741802 - 1s
Epoch 4094/5000
discriminator loss: 1.339545 - generator loss: 0.761873 - 1s
Epoch 4095/5000
discriminator loss: 1.362548 - generator loss: 0.757442 - 1s
Epoch 4096/5000
discriminator loss: 1.335953 - generator loss: 0.788048 - 1s
Epoch 4097/5000
discriminator loss: 1.343386 - generator loss: 0.767685 - 1s
Epoch 4098/5000
discriminator loss: 1.360975 - generator loss: 0.730332 - 1s
Epoch 4099/5000
discriminator loss: 1.333120 - generator loss: 0.748505 - 1s
Epoch 4100/5000
discriminator loss: 1.344291 - generator loss: 0.758892 - 1s
Epoch 4101/5000
discriminator loss: 1.358983 - generator loss: 0.759620 - 1s
Epoch 4102/5000
discriminator loss: 1.331221 - generator loss: 0.796430 - 1s
Epoch 4103/5000
discriminator loss: 1.341955 - generator loss: 0.754727 - 1s
Epoch 4104/5000
discriminator loss: 1.364425 - generator loss: 0.727021 - 1s
Epoch 4105/5000
discriminator loss: 1.329445 - generator loss: 0.751463 - 1s
Epoch 4106/5000
discriminator loss: 1.338626 - generator loss: 0.761662 - 1s
Epoch 4107/5000
discriminator loss: 1.356512 - generator loss: 0.772167 - 1s
Epoch 4108/5000
discriminator loss: 1.336866 - generator loss: 0.778689 - 1s
Epoch 4109/5000
discriminator loss: 1.356857 - generator loss: 0.742839 - 1s
Epoch 4110/5000
discriminator loss: 1.360662 - generator loss: 0.725958 - 1s
Epoch 4111/5000
discriminator loss: 1.318819 - generator loss: 0.763143 - 1s
Epoch 4112/5000
discriminator loss: 1.359786 - generator loss: 0.747701 - 1s
Epoch 4113/5000
discriminator loss: 1.360237 - generator loss: 0.779275 - 1s
Epoch 4114/5000
discriminator loss: 1.328222 - generator loss: 0.788418 - 1s
Epoch 4115/5000
discriminator loss: 1.360652 - generator loss: 0.731913 - 1s
Epoch 4116/5000
discriminator loss: 1.352571 - generator loss: 0.731425 - 1s
Epoch 4117/5000
discriminator loss: 1.332139 - generator loss: 0.761741 - 1s
Epoch 4118/5000
discriminator loss: 1.362109 - generator loss: 0.746028 - 1s
Epoch 4119/5000
discriminator loss: 1.345269 - generator loss: 0.789309 - 1s
Epoch 4120/5000
discriminator loss: 1.332918 - generator loss: 0.776104 - 1s
Epoch 4121/5000
discriminator loss: 1.360238 - generator loss: 0.734948 - 1s
Epoch 4122/5000
discriminator loss: 1.345770 - generator loss: 0.725896 - 1s
Epoch 4123/5000
discriminator loss: 1.330237 - generator loss: 0.769535 - 1s
Epoch 4124/5000
discriminator loss: 1.363111 - generator loss: 0.753991 - 1s
Epoch 4125/5000
discriminator loss: 1.336936 - generator loss: 0.789860 - 1s
Epoch 4126/5000
discriminator loss: 1.335300 - generator loss: 0.777633 - 1s
Epoch 4127/5000
discriminator loss: 1.362385 - generator loss: 0.721857 - 1s
Epoch 4128/5000
discriminator loss: 1.327090 - generator loss: 0.755345 - 1s
Epoch 4129/5000
discriminator loss: 1.336020 - generator loss: 0.780740 - 1s
Epoch 4130/5000
discriminator loss: 1.370157 - generator loss: 0.748315 - 1s
Epoch 4131/5000
discriminator loss: 1.320364 - generator loss: 0.807833 - 1s
Epoch 4132/5000
discriminator loss: 1.339220 - generator loss: 0.780905 - 1s
Epoch 4133/5000
discriminator loss: 1.376158 - generator loss: 0.712486 - 1s
Epoch 4134/5000
discriminator loss: 1.331266 - generator loss: 0.759872 - 1s
Epoch 4135/5000
discriminator loss: 1.339465 - generator loss: 0.774110 - 1s
Epoch 4136/5000
discriminator loss: 1.386706 - generator loss: 0.763264 - 1s
Epoch 4137/5000
discriminator loss: 1.314845 - generator loss: 0.807227 - 1s
Epoch 4138/5000
discriminator loss: 1.351124 - generator loss: 0.764283 - 1s
Epoch 4139/5000
discriminator loss: 1.374382 - generator loss: 0.732688 - 1s
Epoch 4140/5000
discriminator loss: 1.308594 - generator loss: 0.765572 - 1s
Epoch 4141/5000
discriminator loss: 1.354328 - generator loss: 0.768861 - 1s
Epoch 4142/5000
discriminator loss: 1.357041 - generator loss: 0.791772 - 1s
Epoch 4143/5000
discriminator loss: 1.334140 - generator loss: 0.790506 - 1s
Epoch 4144/5000
discriminator loss: 1.334397 - generator loss: 0.771840 - 1s
Epoch 4145/5000
discriminator loss: 1.365215 - generator loss: 0.751886 - 1s
Epoch 4146/5000
discriminator loss: 1.346663 - generator loss: 0.739060 - 1s
Epoch 4147/5000
discriminator loss: 1.315507 - generator loss: 0.769505 - 1s
Epoch 4148/5000
discriminator loss: 1.379533 - generator loss: 0.761356 - 1s
Epoch 4149/5000
discriminator loss: 1.315959 - generator loss: 0.820809 - 1s
Epoch 4150/5000
discriminator loss: 1.350906 - generator loss: 0.763684 - 1s
Epoch 4151/5000
discriminator loss: 1.346234 - generator loss: 0.746842 - 1s
Epoch 4152/5000
discriminator loss: 1.341419 - generator loss: 0.767914 - 1s
Epoch 4153/5000
discriminator loss: 1.342098 - generator loss: 0.757237 - 1s
Epoch 4154/5000
discriminator loss: 1.347777 - generator loss: 0.772454 - 1s
Epoch 4155/5000
discriminator loss: 1.358206 - generator loss: 0.769870 - 1s
Epoch 4156/5000
discriminator loss: 1.316467 - generator loss: 0.803064 - 1s
Epoch 4157/5000
discriminator loss: 1.362921 - generator loss: 0.738172 - 1s
Epoch 4158/5000
discriminator loss: 1.332526 - generator loss: 0.752292 - 1s
Epoch 4159/5000
discriminator loss: 1.364877 - generator loss: 0.767037 - 1s
Epoch 4160/5000
discriminator loss: 1.353711 - generator loss: 0.776015 - 1s
Epoch 4161/5000
discriminator loss: 1.342673 - generator loss: 0.769187 - 1s
Epoch 4162/5000
discriminator loss: 1.342275 - generator loss: 0.774851 - 1s
Epoch 4163/5000
discriminator loss: 1.344231 - generator loss: 0.769632 - 1s
Epoch 4164/5000
discriminator loss: 1.351009 - generator loss: 0.737578 - 1s
Epoch 4165/5000
discriminator loss: 1.328750 - generator loss: 0.760290 - 1s
Epoch 4166/5000
discriminator loss: 1.368561 - generator loss: 0.755221 - 1s
Epoch 4167/5000
discriminator loss: 1.330841 - generator loss: 0.805740 - 1s
Epoch 4168/5000
discriminator loss: 1.346220 - generator loss: 0.766049 - 1s
Epoch 4169/5000
discriminator loss: 1.349860 - generator loss: 0.748796 - 1s
Epoch 4170/5000
discriminator loss: 1.356719 - generator loss: 0.743482 - 1s
Epoch 4171/5000
discriminator loss: 1.330912 - generator loss: 0.769304 - 1s
Epoch 4172/5000
discriminator loss: 1.346691 - generator loss: 0.756214 - 1s
Epoch 4173/5000
discriminator loss: 1.350386 - generator loss: 0.762147 - 1s
Epoch 4174/5000
discriminator loss: 1.345521 - generator loss: 0.776499 - 1s
Epoch 4175/5000
discriminator loss: 1.356221 - generator loss: 0.744809 - 1s
Epoch 4176/5000
discriminator loss: 1.346924 - generator loss: 0.742655 - 1s
Epoch 4177/5000
discriminator loss: 1.351151 - generator loss: 0.750914 - 1s
Epoch 4178/5000
discriminator loss: 1.349144 - generator loss: 0.764536 - 1s
Epoch 4179/5000
discriminator loss: 1.350543 - generator loss: 0.756255 - 1s
Epoch 4180/5000
discriminator loss: 1.346883 - generator loss: 0.762620 - 1s
Epoch 4181/5000
discriminator loss: 1.354703 - generator loss: 0.749289 - 1s
Epoch 4182/5000
discriminator loss: 1.358120 - generator loss: 0.740630 - 1s
Epoch 4183/5000
discriminator loss: 1.355860 - generator loss: 0.746565 - 1s
Epoch 4184/5000
discriminator loss: 1.348012 - generator loss: 0.755038 - 1s
Epoch 4185/5000
discriminator loss: 1.350942 - generator loss: 0.774368 - 1s
Epoch 4186/5000
discriminator loss: 1.345148 - generator loss: 0.762870 - 1s
Epoch 4187/5000
discriminator loss: 1.358161 - generator loss: 0.735249 - 1s
Epoch 4188/5000
discriminator loss: 1.340120 - generator loss: 0.762040 - 1s
Epoch 4189/5000
discriminator loss: 1.351677 - generator loss: 0.748774 - 1s
Epoch 4190/5000
discriminator loss: 1.352248 - generator loss: 0.752459 - 1s
Epoch 4191/5000
discriminator loss: 1.356454 - generator loss: 0.765755 - 1s
Epoch 4192/5000
discriminator loss: 1.351465 - generator loss: 0.759281 - 1s
Epoch 4193/5000
discriminator loss: 1.352800 - generator loss: 0.740031 - 1s
Epoch 4194/5000
discriminator loss: 1.341322 - generator loss: 0.751889 - 1s
Epoch 4195/5000
discriminator loss: 1.348696 - generator loss: 0.754511 - 1s
Epoch 4196/5000
discriminator loss: 1.350965 - generator loss: 0.763981 - 1s
Epoch 4197/5000
discriminator loss: 1.346411 - generator loss: 0.765292 - 1s
Epoch 4198/5000
discriminator loss: 1.348601 - generator loss: 0.750146 - 1s
Epoch 4199/5000
discriminator loss: 1.351824 - generator loss: 0.739853 - 1s
Epoch 4200/5000
discriminator loss: 1.337017 - generator loss: 0.755145 - 1s
Epoch 4201/5000
discriminator loss: 1.350644 - generator loss: 0.758607 - 1s
Epoch 4202/5000
discriminator loss: 1.348378 - generator loss: 0.763093 - 1s
Epoch 4203/5000
discriminator loss: 1.339008 - generator loss: 0.778336 - 1s
Epoch 4204/5000
discriminator loss: 1.359394 - generator loss: 0.732041 - 1s
Epoch 4205/5000
discriminator loss: 1.348623 - generator loss: 0.749081 - 1s
Epoch 4206/5000
discriminator loss: 1.339029 - generator loss: 0.758800 - 1s
Epoch 4207/5000
discriminator loss: 1.357530 - generator loss: 0.756322 - 1s
Epoch 4208/5000
discriminator loss: 1.335302 - generator loss: 0.779753 - 1s
Epoch 4209/5000
discriminator loss: 1.341898 - generator loss: 0.760532 - 1s
Epoch 4210/5000
discriminator loss: 1.374090 - generator loss: 0.726595 - 1s
Epoch 4211/5000
discriminator loss: 1.325437 - generator loss: 0.758784 - 1s
Epoch 4212/5000
discriminator loss: 1.357214 - generator loss: 0.753907 - 1s
Epoch 4213/5000
discriminator loss: 1.351879 - generator loss: 0.770501 - 1s
Epoch 4214/5000
discriminator loss: 1.337788 - generator loss: 0.777325 - 1s
Epoch 4215/5000
discriminator loss: 1.352312 - generator loss: 0.747157 - 1s
Epoch 4216/5000
discriminator loss: 1.355187 - generator loss: 0.732112 - 1s
Epoch 4217/5000
discriminator loss: 1.330316 - generator loss: 0.757972 - 1s
Epoch 4218/5000
discriminator loss: 1.349629 - generator loss: 0.755996 - 1s
Epoch 4219/5000
discriminator loss: 1.353274 - generator loss: 0.767950 - 1s
Epoch 4220/5000
discriminator loss: 1.330935 - generator loss: 0.780922 - 1s
Epoch 4221/5000
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Epoch 4222/5000
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Epoch 4223/5000
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Epoch 4224/5000
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Epoch 4225/5000
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Epoch 4226/5000
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Epoch 4227/5000
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Epoch 4228/5000
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Epoch 4229/5000
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Epoch 4230/5000
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Epoch 4231/5000
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Epoch 4232/5000
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Epoch 4233/5000
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Epoch 4234/5000
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Epoch 4235/5000
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Epoch 4236/5000
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Epoch 4237/5000
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Epoch 4238/5000
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Epoch 4239/5000
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Epoch 4240/5000
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Epoch 4241/5000
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Epoch 4242/5000
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Epoch 4243/5000
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Epoch 4244/5000
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Epoch 4245/5000
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Epoch 4246/5000
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Epoch 4247/5000
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Epoch 4248/5000
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Epoch 4249/5000
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Epoch 4250/5000
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Epoch 4251/5000
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Epoch 4252/5000
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Epoch 4253/5000
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Epoch 4254/5000
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Epoch 4255/5000
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Epoch 4256/5000
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Epoch 4257/5000
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Epoch 4258/5000
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Epoch 4259/5000
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Epoch 4260/5000
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Epoch 4261/5000
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Epoch 4262/5000
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Epoch 4263/5000
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Epoch 4264/5000
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Epoch 4265/5000
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Epoch 4266/5000
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Epoch 4267/5000
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Epoch 4268/5000
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Epoch 4269/5000
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Epoch 4270/5000
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Epoch 4271/5000
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Epoch 4272/5000
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Epoch 4273/5000
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Epoch 4274/5000
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Epoch 4275/5000
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Epoch 4276/5000
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Epoch 4277/5000
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Epoch 4278/5000
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Epoch 4279/5000
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Epoch 4280/5000
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Epoch 4281/5000
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Epoch 4282/5000
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Epoch 4283/5000
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Epoch 4284/5000
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Epoch 4285/5000
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Epoch 4286/5000
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Epoch 4287/5000
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Epoch 4288/5000
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Epoch 4289/5000
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Epoch 4290/5000
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Epoch 4291/5000
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Epoch 4292/5000
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Epoch 4293/5000
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Epoch 4294/5000
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Epoch 4295/5000
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Epoch 4296/5000
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Epoch 4297/5000
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Epoch 4298/5000
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Epoch 4299/5000
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Epoch 4300/5000
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Epoch 4301/5000
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Epoch 4302/5000
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Epoch 4303/5000
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Epoch 4304/5000
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Epoch 4305/5000
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Epoch 4306/5000
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Epoch 4307/5000
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Epoch 4308/5000
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Epoch 4309/5000
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Epoch 4310/5000
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Epoch 4311/5000
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Epoch 4312/5000
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Epoch 4313/5000
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Epoch 4314/5000
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Epoch 4315/5000
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Epoch 4316/5000
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Epoch 4317/5000
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Epoch 4318/5000
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Epoch 4319/5000
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Epoch 4320/5000
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Epoch 4321/5000
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Epoch 4322/5000
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Epoch 4323/5000
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Epoch 4324/5000
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Epoch 4325/5000
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Epoch 4326/5000
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Epoch 4327/5000
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Epoch 4328/5000
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Epoch 4329/5000
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Epoch 4330/5000
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Epoch 4331/5000
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Epoch 4332/5000
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Epoch 4333/5000
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Epoch 4334/5000
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Epoch 4335/5000
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Epoch 4336/5000
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Epoch 4337/5000
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Epoch 4338/5000
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Epoch 4339/5000
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Epoch 4340/5000
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Epoch 4341/5000
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Epoch 4342/5000
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Epoch 4343/5000
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Epoch 4344/5000
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Epoch 4345/5000
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Epoch 4346/5000
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Epoch 4347/5000
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Epoch 4348/5000
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Epoch 4349/5000
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Epoch 4350/5000
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Epoch 4351/5000
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Epoch 4352/5000
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Epoch 4353/5000
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Epoch 4354/5000
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Epoch 4355/5000
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Epoch 4356/5000
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Epoch 4357/5000
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Epoch 4358/5000
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Epoch 4359/5000
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Epoch 4360/5000
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Epoch 4361/5000
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Epoch 4362/5000
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Epoch 4363/5000
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Epoch 4364/5000
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Epoch 4365/5000
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Epoch 4366/5000
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Epoch 4367/5000
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Epoch 4368/5000
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Epoch 4369/5000
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Epoch 4370/5000
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Epoch 4371/5000
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Epoch 4372/5000
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Epoch 4373/5000
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Epoch 4374/5000
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Epoch 4375/5000
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Epoch 4376/5000
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Epoch 4377/5000
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Epoch 4378/5000
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Epoch 4379/5000
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Epoch 4380/5000
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Epoch 4381/5000
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Epoch 4382/5000
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Epoch 4383/5000
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Epoch 4384/5000
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Epoch 4385/5000
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Epoch 4386/5000
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Epoch 4387/5000
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Epoch 4388/5000
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Epoch 4389/5000
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Epoch 4390/5000
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Epoch 4391/5000
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Epoch 4392/5000
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Epoch 4393/5000
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Epoch 4394/5000
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Epoch 4395/5000
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Epoch 4396/5000
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Epoch 4397/5000
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Epoch 4398/5000
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Epoch 4399/5000
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Epoch 4400/5000
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Epoch 4401/5000
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Epoch 4402/5000
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Epoch 4403/5000
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Epoch 4404/5000
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Epoch 4405/5000
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Epoch 4406/5000
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Epoch 4407/5000
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Epoch 4408/5000
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Epoch 4409/5000
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Epoch 4410/5000
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Epoch 4411/5000
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Epoch 4412/5000
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Epoch 4413/5000
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Epoch 4414/5000
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Epoch 4415/5000
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Epoch 4416/5000
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Epoch 4417/5000
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Epoch 4418/5000
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Epoch 4419/5000
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Epoch 4420/5000
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Epoch 4421/5000
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Epoch 4422/5000
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Epoch 4423/5000
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Epoch 4424/5000
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Epoch 4425/5000
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Epoch 4426/5000
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Epoch 4427/5000
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Epoch 4428/5000
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Epoch 4429/5000
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Epoch 4430/5000
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Epoch 4431/5000
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Epoch 4432/5000
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Epoch 4433/5000
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Epoch 4434/5000
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Epoch 4435/5000
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Epoch 4436/5000
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Epoch 4437/5000
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Epoch 4438/5000
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Epoch 4439/5000
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Epoch 4440/5000
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Epoch 4441/5000
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Epoch 4442/5000
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Epoch 4443/5000
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Epoch 4444/5000
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Epoch 4445/5000
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Epoch 4446/5000
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Epoch 4447/5000
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Epoch 4448/5000
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Epoch 4449/5000
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Epoch 4450/5000
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Epoch 4451/5000
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Epoch 4452/5000
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Epoch 4453/5000
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Epoch 4454/5000
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Epoch 4455/5000
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Epoch 4456/5000
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Epoch 4457/5000
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Epoch 4458/5000
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Epoch 4459/5000
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Epoch 4460/5000
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Epoch 4461/5000
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Epoch 4462/5000
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Epoch 4463/5000
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Epoch 4464/5000
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Epoch 4465/5000
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Epoch 4466/5000
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Epoch 4467/5000
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Epoch 4468/5000
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Epoch 4469/5000
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Epoch 4470/5000
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Epoch 4471/5000
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Epoch 4472/5000
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Epoch 4473/5000
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Epoch 4474/5000
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Epoch 4475/5000
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Epoch 4476/5000
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Epoch 4477/5000
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Epoch 4478/5000
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Epoch 4479/5000
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Epoch 4480/5000
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Epoch 4481/5000
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Epoch 4482/5000
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Epoch 4483/5000
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Epoch 4484/5000
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Epoch 4485/5000
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Epoch 4486/5000
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Epoch 4487/5000
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Epoch 4488/5000
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Epoch 4489/5000
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Epoch 4490/5000
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Epoch 4491/5000
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Epoch 4492/5000
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Epoch 4493/5000
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Epoch 4494/5000
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Epoch 4495/5000
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Epoch 4496/5000
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Epoch 4497/5000
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Epoch 4498/5000
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Epoch 4499/5000
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Epoch 4500/5000
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Epoch 4501/5000
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Epoch 4502/5000
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Epoch 4503/5000
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Epoch 4504/5000
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Epoch 4505/5000
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Epoch 4506/5000
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Epoch 4507/5000
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Epoch 4508/5000
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Epoch 4509/5000
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Epoch 4510/5000
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Epoch 4511/5000
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Epoch 4512/5000
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Epoch 4513/5000
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Epoch 4514/5000
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Epoch 4515/5000
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Epoch 4516/5000
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Epoch 4517/5000
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Epoch 4518/5000
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Epoch 4519/5000
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Epoch 4520/5000
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Epoch 4521/5000
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Epoch 4522/5000
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Epoch 4523/5000
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Epoch 4524/5000
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Epoch 4525/5000
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Epoch 4526/5000
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Epoch 4527/5000
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Epoch 4528/5000
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Epoch 4529/5000
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Epoch 4530/5000
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Epoch 4531/5000
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Epoch 4532/5000
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Epoch 4533/5000
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Epoch 4534/5000
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Epoch 4535/5000
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Epoch 4536/5000
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Epoch 4537/5000
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Epoch 4538/5000
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Epoch 4539/5000
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Epoch 4540/5000
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Epoch 4541/5000
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Epoch 4542/5000
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Epoch 4543/5000
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Epoch 4544/5000
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Epoch 4545/5000
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Epoch 4546/5000
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Epoch 4547/5000
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Epoch 4548/5000
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Epoch 4549/5000
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Epoch 4550/5000
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Epoch 4551/5000
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Epoch 4552/5000
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Epoch 4553/5000
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Epoch 4554/5000
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Epoch 4555/5000
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Epoch 4556/5000
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Epoch 4557/5000
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Epoch 4558/5000
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Epoch 4559/5000
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Epoch 4560/5000
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Epoch 4561/5000
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Epoch 4562/5000
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Epoch 4563/5000
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Epoch 4564/5000
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Epoch 4565/5000
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Epoch 4566/5000
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Epoch 4567/5000
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Epoch 4568/5000
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Epoch 4569/5000
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Epoch 4570/5000
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Epoch 4571/5000
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Epoch 4572/5000
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Epoch 4573/5000
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Epoch 4574/5000
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Epoch 4575/5000
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Epoch 4576/5000
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Epoch 4577/5000
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Epoch 4578/5000
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Epoch 4579/5000
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Epoch 4580/5000
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Epoch 4581/5000
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Epoch 4582/5000
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Epoch 4583/5000
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Epoch 4584/5000
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Epoch 4585/5000
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Epoch 4586/5000
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Epoch 4587/5000
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Epoch 4588/5000
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Epoch 4589/5000
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Epoch 4590/5000
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Epoch 4591/5000
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Epoch 4592/5000
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Epoch 4593/5000
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Epoch 4594/5000
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Epoch 4595/5000
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Epoch 4596/5000
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Epoch 4597/5000
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Epoch 4598/5000
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Epoch 4599/5000
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Epoch 4600/5000
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Epoch 4601/5000
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Epoch 4602/5000
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Epoch 4603/5000
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Epoch 4604/5000
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Epoch 4605/5000
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Epoch 4606/5000
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Epoch 4607/5000
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Epoch 4608/5000
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Epoch 4609/5000
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Epoch 4610/5000
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Epoch 4611/5000
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Epoch 4612/5000
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Epoch 4613/5000
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Epoch 4614/5000
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Epoch 4615/5000
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Epoch 4616/5000
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Epoch 4617/5000
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Epoch 4618/5000
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Epoch 4619/5000
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Epoch 4620/5000
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Epoch 4621/5000
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Epoch 4622/5000
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Epoch 4623/5000
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Epoch 4624/5000
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Epoch 4625/5000
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Epoch 4626/5000
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Epoch 4627/5000
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Epoch 4628/5000
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Epoch 4629/5000
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Epoch 4630/5000
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Epoch 4631/5000
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Epoch 4632/5000
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Epoch 4633/5000
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Epoch 4634/5000
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Epoch 4635/5000
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Epoch 4636/5000
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Epoch 4637/5000
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Epoch 4638/5000
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Epoch 4639/5000
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Epoch 4640/5000
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Epoch 4641/5000
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Epoch 4642/5000
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Epoch 4643/5000
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Epoch 4644/5000
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Epoch 4645/5000
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Epoch 4646/5000
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Epoch 4647/5000
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Epoch 4648/5000
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Epoch 4649/5000
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Epoch 4650/5000
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Epoch 4651/5000
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Epoch 4652/5000
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Epoch 4653/5000
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Epoch 4654/5000
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Epoch 4655/5000
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Epoch 4656/5000
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Epoch 4657/5000
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Epoch 4658/5000
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Epoch 4659/5000
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Epoch 4660/5000
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Epoch 4661/5000
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Epoch 4662/5000
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Epoch 4663/5000
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Epoch 4664/5000
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Epoch 4665/5000
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Epoch 4666/5000
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Epoch 4667/5000
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Epoch 4668/5000
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Epoch 4669/5000
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Epoch 4670/5000
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Epoch 4671/5000
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Epoch 4672/5000
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Epoch 4673/5000
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Epoch 4674/5000
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Epoch 4675/5000
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Epoch 4676/5000
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Epoch 4677/5000
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Epoch 4678/5000
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Epoch 4679/5000
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Epoch 4680/5000
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Epoch 4681/5000
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Epoch 4682/5000
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Epoch 4683/5000
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Epoch 4684/5000
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Epoch 4685/5000
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Epoch 4686/5000
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Epoch 4687/5000
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Epoch 4688/5000
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Epoch 4689/5000
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Epoch 4690/5000
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Epoch 4691/5000
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Epoch 4692/5000
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Epoch 4693/5000
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Epoch 4694/5000
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Epoch 4695/5000
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Epoch 4696/5000
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Epoch 4697/5000
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Epoch 4698/5000
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Epoch 4699/5000
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Epoch 4700/5000
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Epoch 4701/5000
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Epoch 4702/5000
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Epoch 4703/5000
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Epoch 4704/5000
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Epoch 4705/5000
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Epoch 4706/5000
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Epoch 4707/5000
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Epoch 4708/5000
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Epoch 4709/5000
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Epoch 4710/5000
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Epoch 4711/5000
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Epoch 4712/5000
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Epoch 4713/5000
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Epoch 4714/5000
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Epoch 4715/5000
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Epoch 4716/5000
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Epoch 4717/5000
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Epoch 4718/5000
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Epoch 4719/5000
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Epoch 4720/5000
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Epoch 4721/5000
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Epoch 4722/5000
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Epoch 4723/5000
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Epoch 4724/5000
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Epoch 4725/5000
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Epoch 4726/5000
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Epoch 4727/5000
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Epoch 4728/5000
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Epoch 4729/5000
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Epoch 4730/5000
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Epoch 4731/5000
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Epoch 4732/5000
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Epoch 4733/5000
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Epoch 4734/5000
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Epoch 4735/5000
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Epoch 4736/5000
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Epoch 4737/5000
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Epoch 4738/5000
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Epoch 4739/5000
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Epoch 4740/5000
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Epoch 4741/5000
discriminator loss: 1.346475 - generator loss: 0.772172 - 1s
Epoch 4742/5000
discriminator loss: 1.348372 - generator loss: 0.762747 - 1s
Epoch 4743/5000
discriminator loss: 1.354087 - generator loss: 0.736984 - 1s
Epoch 4744/5000
discriminator loss: 1.337508 - generator loss: 0.742762 - 1s
Epoch 4745/5000
discriminator loss: 1.334872 - generator loss: 0.763288 - 1s
Epoch 4746/5000
discriminator loss: 1.358101 - generator loss: 0.754152 - 1s
Epoch 4747/5000
discriminator loss: 1.343550 - generator loss: 0.779105 - 1s
Epoch 4748/5000
discriminator loss: 1.338577 - generator loss: 0.760857 - 1s
Epoch 4749/5000
discriminator loss: 1.358414 - generator loss: 0.729087 - 1s
Epoch 4750/5000
discriminator loss: 1.339231 - generator loss: 0.746667 - 1s
Epoch 4751/5000
discriminator loss: 1.362688 - generator loss: 0.757487 - 1s
Epoch 4752/5000
discriminator loss: 1.354934 - generator loss: 0.768598 - 1s
Epoch 4753/5000
discriminator loss: 1.336990 - generator loss: 0.775718 - 1s
Epoch 4754/5000
discriminator loss: 1.347541 - generator loss: 0.748007 - 1s
Epoch 4755/5000
discriminator loss: 1.352823 - generator loss: 0.733155 - 1s
Epoch 4756/5000
discriminator loss: 1.334200 - generator loss: 0.747087 - 1s
Epoch 4757/5000
discriminator loss: 1.357597 - generator loss: 0.754622 - 1s
Epoch 4758/5000
discriminator loss: 1.359465 - generator loss: 0.773802 - 1s
Epoch 4759/5000
discriminator loss: 1.341471 - generator loss: 0.770563 - 1s
Epoch 4760/5000
discriminator loss: 1.358498 - generator loss: 0.736051 - 1s
Epoch 4761/5000
discriminator loss: 1.351729 - generator loss: 0.734974 - 1s
Epoch 4762/5000
discriminator loss: 1.338354 - generator loss: 0.753734 - 1s
Epoch 4763/5000
discriminator loss: 1.353683 - generator loss: 0.757252 - 1s
Epoch 4764/5000
discriminator loss: 1.349139 - generator loss: 0.773884 - 1s
Epoch 4765/5000
discriminator loss: 1.344270 - generator loss: 0.763424 - 1s
Epoch 4766/5000
discriminator loss: 1.352576 - generator loss: 0.740030 - 1s
Epoch 4767/5000
discriminator loss: 1.342634 - generator loss: 0.735653 - 1s
Epoch 4768/5000
discriminator loss: 1.336168 - generator loss: 0.758389 - 1s
Epoch 4769/5000
discriminator loss: 1.362448 - generator loss: 0.751878 - 1s
Epoch 4770/5000
discriminator loss: 1.343324 - generator loss: 0.779706 - 1s
Epoch 4771/5000
discriminator loss: 1.337877 - generator loss: 0.772912 - 1s
Epoch 4772/5000
discriminator loss: 1.364277 - generator loss: 0.727908 - 1s
Epoch 4773/5000
discriminator loss: 1.342775 - generator loss: 0.735940 - 1s
Epoch 4774/5000
discriminator loss: 1.339392 - generator loss: 0.755837 - 1s
Epoch 4775/5000
discriminator loss: 1.363203 - generator loss: 0.749025 - 1s
Epoch 4776/5000
discriminator loss: 1.348496 - generator loss: 0.777897 - 1s
Epoch 4777/5000
discriminator loss: 1.342241 - generator loss: 0.766111 - 1s
Epoch 4778/5000
discriminator loss: 1.361285 - generator loss: 0.727686 - 1s
Epoch 4779/5000
discriminator loss: 1.344204 - generator loss: 0.739048 - 1s
Epoch 4780/5000
discriminator loss: 1.353640 - generator loss: 0.747038 - 1s
Epoch 4781/5000
discriminator loss: 1.361287 - generator loss: 0.758450 - 1s
Epoch 4782/5000
discriminator loss: 1.335996 - generator loss: 0.779494 - 1s
Epoch 4783/5000
discriminator loss: 1.346889 - generator loss: 0.755949 - 1s
Epoch 4784/5000
discriminator loss: 1.360127 - generator loss: 0.725690 - 1s
Epoch 4785/5000
discriminator loss: 1.332631 - generator loss: 0.748460 - 1s
Epoch 4786/5000
discriminator loss: 1.347075 - generator loss: 0.755079 - 1s
Epoch 4787/5000
discriminator loss: 1.363867 - generator loss: 0.765248 - 1s
Epoch 4788/5000
discriminator loss: 1.337284 - generator loss: 0.773808 - 1s
Epoch 4789/5000
discriminator loss: 1.348499 - generator loss: 0.755831 - 1s
Epoch 4790/5000
discriminator loss: 1.364361 - generator loss: 0.719620 - 1s
Epoch 4791/5000
discriminator loss: 1.336221 - generator loss: 0.754396 - 1s
Epoch 4792/5000
discriminator loss: 1.350481 - generator loss: 0.750766 - 1s
Epoch 4793/5000
discriminator loss: 1.355893 - generator loss: 0.767769 - 1s
Epoch 4794/5000
discriminator loss: 1.333870 - generator loss: 0.780220 - 1s
Epoch 4795/5000
discriminator loss: 1.356964 - generator loss: 0.735244 - 1s
Epoch 4796/5000
discriminator loss: 1.349254 - generator loss: 0.736468 - 1s
Epoch 4797/5000
discriminator loss: 1.329832 - generator loss: 0.752136 - 1s
Epoch 4798/5000
discriminator loss: 1.367569 - generator loss: 0.745029 - 1s
Epoch 4799/5000
discriminator loss: 1.349182 - generator loss: 0.776622 - 1s
Epoch 4800/5000
discriminator loss: 1.331744 - generator loss: 0.781457 - 1s
Epoch 4801/5000
discriminator loss: 1.357893 - generator loss: 0.737162 - 1s
Epoch 4802/5000
discriminator loss: 1.348307 - generator loss: 0.727794 - 1s
Epoch 4803/5000
discriminator loss: 1.346658 - generator loss: 0.752017 - 1s
Epoch 4804/5000
discriminator loss: 1.358766 - generator loss: 0.756666 - 1s
Epoch 4805/5000
discriminator loss: 1.343056 - generator loss: 0.778064 - 1s
Epoch 4806/5000
discriminator loss: 1.330508 - generator loss: 0.772767 - 1s
Epoch 4807/5000
discriminator loss: 1.368505 - generator loss: 0.729462 - 1s
Epoch 4808/5000
discriminator loss: 1.343679 - generator loss: 0.739264 - 1s
Epoch 4809/5000
discriminator loss: 1.335037 - generator loss: 0.752852 - 1s
Epoch 4810/5000
discriminator loss: 1.360322 - generator loss: 0.757856 - 1s
Epoch 4811/5000
discriminator loss: 1.343323 - generator loss: 0.778064 - 1s
Epoch 4812/5000
discriminator loss: 1.335425 - generator loss: 0.777197 - 1s
Epoch 4813/5000
discriminator loss: 1.365891 - generator loss: 0.723151 - 1s
Epoch 4814/5000
discriminator loss: 1.340328 - generator loss: 0.744043 - 1s
Epoch 4815/5000
discriminator loss: 1.335286 - generator loss: 0.757439 - 1s
Epoch 4816/5000
discriminator loss: 1.356289 - generator loss: 0.756476 - 1s
Epoch 4817/5000
discriminator loss: 1.342532 - generator loss: 0.774589 - 1s
Epoch 4818/5000
discriminator loss: 1.335586 - generator loss: 0.779517 - 1s
Epoch 4819/5000
discriminator loss: 1.367222 - generator loss: 0.722374 - 1s
Epoch 4820/5000
discriminator loss: 1.336011 - generator loss: 0.750734 - 1s
Epoch 4821/5000
discriminator loss: 1.345944 - generator loss: 0.756277 - 1s
Epoch 4822/5000
discriminator loss: 1.367337 - generator loss: 0.745357 - 1s
Epoch 4823/5000
discriminator loss: 1.339991 - generator loss: 0.784667 - 1s
Epoch 4824/5000
discriminator loss: 1.343927 - generator loss: 0.766585 - 1s
Epoch 4825/5000
discriminator loss: 1.365481 - generator loss: 0.736858 - 1s
Epoch 4826/5000
discriminator loss: 1.340186 - generator loss: 0.733505 - 1s
Epoch 4827/5000
discriminator loss: 1.357181 - generator loss: 0.756317 - 1s
Epoch 4828/5000
discriminator loss: 1.356201 - generator loss: 0.777907 - 1s
Epoch 4829/5000
discriminator loss: 1.355274 - generator loss: 0.767999 - 1s
Epoch 4830/5000
discriminator loss: 1.338087 - generator loss: 0.770668 - 1s
Epoch 4831/5000
discriminator loss: 1.368633 - generator loss: 0.737847 - 1s
Epoch 4832/5000
discriminator loss: 1.342764 - generator loss: 0.746042 - 1s
Epoch 4833/5000
discriminator loss: 1.343456 - generator loss: 0.749406 - 1s
Epoch 4834/5000
discriminator loss: 1.356125 - generator loss: 0.755555 - 1s
Epoch 4835/5000
discriminator loss: 1.342401 - generator loss: 0.798896 - 1s
Epoch 4836/5000
discriminator loss: 1.340893 - generator loss: 0.758918 - 1s
Epoch 4837/5000
discriminator loss: 1.350286 - generator loss: 0.752309 - 1s
Epoch 4838/5000
discriminator loss: 1.342996 - generator loss: 0.755921 - 1s
Epoch 4839/5000
discriminator loss: 1.347249 - generator loss: 0.742866 - 1s
Epoch 4840/5000
discriminator loss: 1.353003 - generator loss: 0.761419 - 1s
Epoch 4841/5000
discriminator loss: 1.348182 - generator loss: 0.767846 - 1s
Epoch 4842/5000
discriminator loss: 1.341790 - generator loss: 0.768046 - 1s
Epoch 4843/5000
discriminator loss: 1.365206 - generator loss: 0.739138 - 1s
Epoch 4844/5000
discriminator loss: 1.342175 - generator loss: 0.743351 - 1s
Epoch 4845/5000
discriminator loss: 1.351747 - generator loss: 0.755718 - 1s
Epoch 4846/5000
discriminator loss: 1.354681 - generator loss: 0.760274 - 1s
Epoch 4847/5000
discriminator loss: 1.347057 - generator loss: 0.771190 - 1s
Epoch 4848/5000
discriminator loss: 1.355268 - generator loss: 0.753266 - 1s
Epoch 4849/5000
discriminator loss: 1.355205 - generator loss: 0.745248 - 1s
Epoch 4850/5000
discriminator loss: 1.348181 - generator loss: 0.737936 - 1s
Epoch 4851/5000
discriminator loss: 1.336994 - generator loss: 0.758496 - 1s
Epoch 4852/5000
discriminator loss: 1.352883 - generator loss: 0.762775 - 1s
Epoch 4853/5000
discriminator loss: 1.340001 - generator loss: 0.779169 - 1s
Epoch 4854/5000
discriminator loss: 1.344991 - generator loss: 0.761580 - 1s
Epoch 4855/5000
discriminator loss: 1.360716 - generator loss: 0.736229 - 1s
Epoch 4856/5000
discriminator loss: 1.344609 - generator loss: 0.751814 - 1s
Epoch 4857/5000
discriminator loss: 1.356306 - generator loss: 0.743401 - 1s
Epoch 4858/5000
discriminator loss: 1.351950 - generator loss: 0.758078 - 1s
Epoch 4859/5000
discriminator loss: 1.348353 - generator loss: 0.767647 - 1s
Epoch 4860/5000
discriminator loss: 1.336738 - generator loss: 0.775723 - 1s
Epoch 4861/5000
discriminator loss: 1.354396 - generator loss: 0.735006 - 1s
Epoch 4862/5000
discriminator loss: 1.341967 - generator loss: 0.745624 - 1s
Epoch 4863/5000
discriminator loss: 1.349341 - generator loss: 0.755393 - 1s
Epoch 4864/5000
discriminator loss: 1.351163 - generator loss: 0.767217 - 1s
Epoch 4865/5000
discriminator loss: 1.345488 - generator loss: 0.764866 - 1s
Epoch 4866/5000
discriminator loss: 1.345996 - generator loss: 0.760755 - 1s
Epoch 4867/5000
discriminator loss: 1.355823 - generator loss: 0.735873 - 1s
Epoch 4868/5000
discriminator loss: 1.340533 - generator loss: 0.742414 - 1s
Epoch 4869/5000
discriminator loss: 1.343973 - generator loss: 0.758161 - 1s
Epoch 4870/5000
discriminator loss: 1.354253 - generator loss: 0.762190 - 1s
Epoch 4871/5000
discriminator loss: 1.333943 - generator loss: 0.779132 - 1s
Epoch 4872/5000
discriminator loss: 1.346714 - generator loss: 0.746724 - 1s
Epoch 4873/5000
discriminator loss: 1.358921 - generator loss: 0.727198 - 1s
Epoch 4874/5000
discriminator loss: 1.344549 - generator loss: 0.744788 - 1s
Epoch 4875/5000
discriminator loss: 1.353466 - generator loss: 0.749938 - 1s
Epoch 4876/5000
discriminator loss: 1.354478 - generator loss: 0.767801 - 1s
Epoch 4877/5000
discriminator loss: 1.330736 - generator loss: 0.781771 - 1s
Epoch 4878/5000
discriminator loss: 1.354214 - generator loss: 0.742147 - 1s
Epoch 4879/5000
discriminator loss: 1.352098 - generator loss: 0.726165 - 1s
Epoch 4880/5000
discriminator loss: 1.337970 - generator loss: 0.754484 - 1s
Epoch 4881/5000
discriminator loss: 1.357948 - generator loss: 0.754094 - 1s
Epoch 4882/5000
discriminator loss: 1.350632 - generator loss: 0.770038 - 1s
Epoch 4883/5000
discriminator loss: 1.329071 - generator loss: 0.775822 - 1s
Epoch 4884/5000
discriminator loss: 1.364443 - generator loss: 0.729853 - 1s
Epoch 4885/5000
discriminator loss: 1.339913 - generator loss: 0.741341 - 1s
Epoch 4886/5000
discriminator loss: 1.331246 - generator loss: 0.761871 - 1s
Epoch 4887/5000
discriminator loss: 1.363129 - generator loss: 0.754729 - 1s
Epoch 4888/5000
discriminator loss: 1.343451 - generator loss: 0.776112 - 1s
Epoch 4889/5000
discriminator loss: 1.339418 - generator loss: 0.769305 - 1s
Epoch 4890/5000
discriminator loss: 1.358662 - generator loss: 0.733123 - 1s
Epoch 4891/5000
discriminator loss: 1.337336 - generator loss: 0.741179 - 1s
Epoch 4892/5000
discriminator loss: 1.336389 - generator loss: 0.755963 - 1s
Epoch 4893/5000
discriminator loss: 1.365538 - generator loss: 0.759481 - 1s
Epoch 4894/5000
discriminator loss: 1.336119 - generator loss: 0.778850 - 1s
Epoch 4895/5000
discriminator loss: 1.344833 - generator loss: 0.755961 - 1s
Epoch 4896/5000
discriminator loss: 1.359060 - generator loss: 0.732274 - 1s
Epoch 4897/5000
discriminator loss: 1.337922 - generator loss: 0.742958 - 1s
Epoch 4898/5000
discriminator loss: 1.347733 - generator loss: 0.752601 - 1s
Epoch 4899/5000
discriminator loss: 1.367344 - generator loss: 0.761212 - 1s
Epoch 4900/5000
discriminator loss: 1.338456 - generator loss: 0.776824 - 1s
Epoch 4901/5000
discriminator loss: 1.351538 - generator loss: 0.747628 - 1s
Epoch 4902/5000
discriminator loss: 1.356268 - generator loss: 0.730679 - 1s
Epoch 4903/5000
discriminator loss: 1.337471 - generator loss: 0.757342 - 1s
Epoch 4904/5000
discriminator loss: 1.350885 - generator loss: 0.746861 - 1s
Epoch 4905/5000
discriminator loss: 1.356321 - generator loss: 0.770664 - 1s
Epoch 4906/5000
discriminator loss: 1.340084 - generator loss: 0.770925 - 1s
Epoch 4907/5000
discriminator loss: 1.360180 - generator loss: 0.742803 - 1s
Epoch 4908/5000
discriminator loss: 1.346515 - generator loss: 0.730206 - 1s
Epoch 4909/5000
discriminator loss: 1.340400 - generator loss: 0.751906 - 1s
Epoch 4910/5000
discriminator loss: 1.359437 - generator loss: 0.755007 - 1s
Epoch 4911/5000
discriminator loss: 1.350608 - generator loss: 0.770597 - 1s
Epoch 4912/5000
discriminator loss: 1.341613 - generator loss: 0.764045 - 1s
Epoch 4913/5000
discriminator loss: 1.361093 - generator loss: 0.736804 - 1s
Epoch 4914/5000
discriminator loss: 1.344869 - generator loss: 0.736004 - 1s
Epoch 4915/5000
discriminator loss: 1.340236 - generator loss: 0.753439 - 1s
Epoch 4916/5000
discriminator loss: 1.367563 - generator loss: 0.747609 - 1s
Epoch 4917/5000
discriminator loss: 1.341961 - generator loss: 0.775465 - 1s
Epoch 4918/5000
discriminator loss: 1.333475 - generator loss: 0.773666 - 1s
Epoch 4919/5000
discriminator loss: 1.363801 - generator loss: 0.727075 - 1s
Epoch 4920/5000
discriminator loss: 1.339950 - generator loss: 0.737865 - 1s
Epoch 4921/5000
discriminator loss: 1.334021 - generator loss: 0.765157 - 1s
Epoch 4922/5000
discriminator loss: 1.361733 - generator loss: 0.751873 - 1s
Epoch 4923/5000
discriminator loss: 1.330601 - generator loss: 0.788236 - 1s
Epoch 4924/5000
discriminator loss: 1.346571 - generator loss: 0.762380 - 1s
Epoch 4925/5000
discriminator loss: 1.363976 - generator loss: 0.730472 - 1s
Epoch 4926/5000
discriminator loss: 1.337479 - generator loss: 0.739864 - 1s
Epoch 4927/5000
discriminator loss: 1.341781 - generator loss: 0.758360 - 1s
Epoch 4928/5000
discriminator loss: 1.357478 - generator loss: 0.768740 - 1s
Epoch 4929/5000
discriminator loss: 1.342182 - generator loss: 0.785770 - 1s
Epoch 4930/5000
discriminator loss: 1.334649 - generator loss: 0.767381 - 1s
Epoch 4931/5000
discriminator loss: 1.366168 - generator loss: 0.727908 - 1s
Epoch 4932/5000
discriminator loss: 1.334655 - generator loss: 0.742711 - 1s
Epoch 4933/5000
discriminator loss: 1.345484 - generator loss: 0.751339 - 1s
Epoch 4934/5000
discriminator loss: 1.364922 - generator loss: 0.760010 - 1s
Epoch 4935/5000
discriminator loss: 1.343502 - generator loss: 0.788340 - 1s
Epoch 4936/5000
discriminator loss: 1.348723 - generator loss: 0.759933 - 1s
Epoch 4937/5000
discriminator loss: 1.366034 - generator loss: 0.727074 - 1s
Epoch 4938/5000
discriminator loss: 1.340123 - generator loss: 0.743822 - 1s
Epoch 4939/5000
discriminator loss: 1.332792 - generator loss: 0.760075 - 1s
Epoch 4940/5000
discriminator loss: 1.357584 - generator loss: 0.760228 - 1s
Epoch 4941/5000
discriminator loss: 1.345422 - generator loss: 0.779331 - 1s
Epoch 4942/5000
discriminator loss: 1.327474 - generator loss: 0.779305 - 1s
Epoch 4943/5000
discriminator loss: 1.363814 - generator loss: 0.718387 - 1s
Epoch 4944/5000
discriminator loss: 1.343570 - generator loss: 0.749801 - 1s
Epoch 4945/5000
discriminator loss: 1.338614 - generator loss: 0.772865 - 1s
Epoch 4946/5000
discriminator loss: 1.365932 - generator loss: 0.754223 - 1s
Epoch 4947/5000
discriminator loss: 1.336519 - generator loss: 0.784411 - 1s
Epoch 4948/5000
discriminator loss: 1.345334 - generator loss: 0.769952 - 1s
Epoch 4949/5000
discriminator loss: 1.363432 - generator loss: 0.736913 - 1s
Epoch 4950/5000
discriminator loss: 1.339442 - generator loss: 0.735489 - 1s
Epoch 4951/5000
discriminator loss: 1.343946 - generator loss: 0.759498 - 1s
Epoch 4952/5000
discriminator loss: 1.364308 - generator loss: 0.756753 - 1s
Epoch 4953/5000
discriminator loss: 1.347803 - generator loss: 0.776586 - 1s
Epoch 4954/5000
discriminator loss: 1.339603 - generator loss: 0.770566 - 1s
Epoch 4955/5000
discriminator loss: 1.370427 - generator loss: 0.723473 - 1s
Epoch 4956/5000
discriminator loss: 1.346472 - generator loss: 0.745150 - 1s
Epoch 4957/5000
discriminator loss: 1.338180 - generator loss: 0.743455 - 1s
Epoch 4958/5000
discriminator loss: 1.354036 - generator loss: 0.758986 - 1s
Epoch 4959/5000
discriminator loss: 1.339383 - generator loss: 0.787458 - 1s
Epoch 4960/5000
discriminator loss: 1.343904 - generator loss: 0.762285 - 1s
Epoch 4961/5000
discriminator loss: 1.359684 - generator loss: 0.738897 - 1s
Epoch 4962/5000
discriminator loss: 1.351167 - generator loss: 0.743944 - 1s
Epoch 4963/5000
discriminator loss: 1.339476 - generator loss: 0.762508 - 1s
Epoch 4964/5000
discriminator loss: 1.359767 - generator loss: 0.748900 - 1s
Epoch 4965/5000
discriminator loss: 1.340909 - generator loss: 0.772703 - 1s
Epoch 4966/5000
discriminator loss: 1.348465 - generator loss: 0.773134 - 1s
Epoch 4967/5000
discriminator loss: 1.348871 - generator loss: 0.750781 - 1s
Epoch 4968/5000
discriminator loss: 1.350844 - generator loss: 0.736057 - 1s
Epoch 4969/5000
discriminator loss: 1.336667 - generator loss: 0.762258 - 1s
Epoch 4970/5000
discriminator loss: 1.359263 - generator loss: 0.759045 - 1s
Epoch 4971/5000
discriminator loss: 1.356294 - generator loss: 0.772703 - 1s
Epoch 4972/5000
discriminator loss: 1.330472 - generator loss: 0.782640 - 1s
Epoch 4973/5000
discriminator loss: 1.351080 - generator loss: 0.742138 - 1s
Epoch 4974/5000
discriminator loss: 1.349236 - generator loss: 0.739354 - 1s
Epoch 4975/5000
discriminator loss: 1.337703 - generator loss: 0.750615 - 1s
Epoch 4976/5000
discriminator loss: 1.356607 - generator loss: 0.754219 - 1s
Epoch 4977/5000
discriminator loss: 1.349392 - generator loss: 0.772084 - 1s
Epoch 4978/5000
discriminator loss: 1.343822 - generator loss: 0.776014 - 1s
Epoch 4979/5000
discriminator loss: 1.355302 - generator loss: 0.738500 - 1s
Epoch 4980/5000
discriminator loss: 1.355442 - generator loss: 0.731874 - 1s
Epoch 4981/5000
discriminator loss: 1.349724 - generator loss: 0.748765 - 1s
Epoch 4982/5000
discriminator loss: 1.360810 - generator loss: 0.751193 - 1s
Epoch 4983/5000
discriminator loss: 1.354078 - generator loss: 0.767786 - 1s
Epoch 4984/5000
discriminator loss: 1.349236 - generator loss: 0.756268 - 1s
Epoch 4985/5000
discriminator loss: 1.349262 - generator loss: 0.742868 - 1s
Epoch 4986/5000
discriminator loss: 1.349702 - generator loss: 0.746939 - 1s
Epoch 4987/5000
discriminator loss: 1.343192 - generator loss: 0.750022 - 1s
Epoch 4988/5000
discriminator loss: 1.357567 - generator loss: 0.754787 - 1s
Epoch 4989/5000
discriminator loss: 1.349266 - generator loss: 0.765373 - 1s
Epoch 4990/5000
discriminator loss: 1.347190 - generator loss: 0.760476 - 1s
Epoch 4991/5000
discriminator loss: 1.354103 - generator loss: 0.742476 - 1s
Epoch 4992/5000
discriminator loss: 1.341222 - generator loss: 0.743118 - 1s
Epoch 4993/5000
discriminator loss: 1.336033 - generator loss: 0.753790 - 1s
Epoch 4994/5000
discriminator loss: 1.360683 - generator loss: 0.753316 - 1s
Epoch 4995/5000
discriminator loss: 1.350658 - generator loss: 0.774396 - 1s
Epoch 4996/5000
discriminator loss: 1.345253 - generator loss: 0.759507 - 1s
Epoch 4997/5000
discriminator loss: 1.352242 - generator loss: 0.736666 - 1s
Epoch 4998/5000
discriminator loss: 1.348841 - generator loss: 0.745174 - 1s
Epoch 4999/5000
discriminator loss: 1.352323 - generator loss: 0.750690 - 1s
Epoch 5000/5000
discriminator loss: 1.358394 - generator loss: 0.749804 - 1s

# Continuing the training after epoch 5000 

hist = train(train_dataset, epochs=50000)

Epoch 1/50000
discriminator loss: 1.344855 - generator loss: 0.770205 - 1s

Loss: 

Epoch 2/50000
discriminator loss: 1.348745 - generator loss: 0.754976 - 1s
Epoch 3/50000
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Epoch 4/50000
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Epoch 5/50000
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Epoch 6/50000
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Epoch 7/50000
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Epoch 8/50000
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Epoch 9/50000
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Epoch 10/50000
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Epoch 11/50000
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Epoch 12/50000
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Epoch 13/50000
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Epoch 14/50000
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Epoch 15/50000
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Epoch 16/50000
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Epoch 17/50000
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Epoch 18/50000
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Epoch 19/50000
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Epoch 20/50000
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Epoch 21/50000
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Epoch 22/50000
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Epoch 23/50000
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Epoch 24/50000
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Epoch 25/50000
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Epoch 26/50000
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Epoch 27/50000
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Epoch 28/50000
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Epoch 29/50000
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Epoch 30/50000
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Epoch 31/50000
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Epoch 32/50000
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Epoch 33/50000
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Epoch 34/50000
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Epoch 35/50000
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Epoch 36/50000
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Epoch 37/50000
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Epoch 38/50000
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Epoch 39/50000
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Epoch 40/50000
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Epoch 41/50000
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Epoch 42/50000
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Epoch 43/50000
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Epoch 44/50000
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Epoch 45/50000
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Epoch 46/50000
discriminator loss: 1.360182 - generator loss: 0.757337 - 1s
Epoch 47/50000
discriminator loss: 1.329932 - generator loss: 0.786555 - 1s
Epoch 48/50000
discriminator loss: 1.347611 - generator loss: 0.756352 - 1s
Epoch 49/50000
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Epoch 50/50000
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Epoch 51/50000
discriminator loss: 1.343840 - generator loss: 0.756468 - 1s
Epoch 52/50000
discriminator loss: 1.364240 - generator loss: 0.754581 - 1s
Epoch 53/50000
discriminator loss: 1.332648 - generator loss: 0.787131 - 1s
Epoch 54/50000
discriminator loss: 1.353139 - generator loss: 0.753013 - 1s
Epoch 55/50000
discriminator loss: 1.364448 - generator loss: 0.716839 - 1s
Epoch 56/50000
discriminator loss: 1.333325 - generator loss: 0.754264 - 1s
Epoch 57/50000
discriminator loss: 1.355699 - generator loss: 0.753199 - 1s
Epoch 58/50000
discriminator loss: 1.355427 - generator loss: 0.763105 - 1s
Epoch 59/50000
discriminator loss: 1.335861 - generator loss: 0.785260 - 1s
Epoch 60/50000
discriminator loss: 1.353364 - generator loss: 0.744309 - 1s
Epoch 61/50000
discriminator loss: 1.355117 - generator loss: 0.720744 - 1s
Epoch 62/50000
discriminator loss: 1.338140 - generator loss: 0.755756 - 1s
Epoch 63/50000
discriminator loss: 1.354385 - generator loss: 0.760134 - 1s
Epoch 64/50000
discriminator loss: 1.354413 - generator loss: 0.764511 - 1s
Epoch 65/50000
discriminator loss: 1.325191 - generator loss: 0.782687 - 1s
Epoch 66/50000
discriminator loss: 1.359384 - generator loss: 0.745427 - 1s
Epoch 67/50000
discriminator loss: 1.358826 - generator loss: 0.719434 - 1s
Epoch 68/50000
discriminator loss: 1.325087 - generator loss: 0.759704 - 1s
Epoch 69/50000
discriminator loss: 1.358108 - generator loss: 0.753878 - 1s
Epoch 70/50000
discriminator loss: 1.352923 - generator loss: 0.779603 - 1s
Epoch 71/50000
discriminator loss: 1.338039 - generator loss: 0.776776 - 1s
Epoch 72/50000
discriminator loss: 1.361101 - generator loss: 0.733593 - 1s
Epoch 73/50000
discriminator loss: 1.351864 - generator loss: 0.734593 - 1s
Epoch 74/50000
discriminator loss: 1.325712 - generator loss: 0.751698 - 1s
Epoch 75/50000
discriminator loss: 1.355584 - generator loss: 0.752215 - 1s
Epoch 76/50000
discriminator loss: 1.352005 - generator loss: 0.788041 - 1s
Epoch 77/50000
discriminator loss: 1.331537 - generator loss: 0.784698 - 1s
Epoch 78/50000
discriminator loss: 1.356562 - generator loss: 0.731731 - 1s
Epoch 79/50000
discriminator loss: 1.350790 - generator loss: 0.734635 - 1s
Epoch 80/50000
discriminator loss: 1.330333 - generator loss: 0.766103 - 1s
Epoch 81/50000
discriminator loss: 1.367890 - generator loss: 0.753675 - 1s
Epoch 82/50000
discriminator loss: 1.342651 - generator loss: 0.771103 - 1s
Epoch 83/50000
discriminator loss: 1.351389 - generator loss: 0.774164 - 1s
Epoch 84/50000
discriminator loss: 1.348568 - generator loss: 0.764982 - 1s
Epoch 85/50000
discriminator loss: 1.352909 - generator loss: 0.731657 - 1s
Epoch 86/50000
discriminator loss: 1.331829 - generator loss: 0.765131 - 1s
Epoch 87/50000
discriminator loss: 1.346816 - generator loss: 0.775700 - 1s
Epoch 88/50000
discriminator loss: 1.369843 - generator loss: 0.761441 - 1s
Epoch 89/50000
discriminator loss: 1.319978 - generator loss: 0.803588 - 1s
Epoch 90/50000
discriminator loss: 1.365111 - generator loss: 0.735645 - 1s
Epoch 91/50000
discriminator loss: 1.350216 - generator loss: 0.749590 - 1s
Epoch 92/50000
discriminator loss: 1.342466 - generator loss: 0.740679 - 1s
Epoch 93/50000
discriminator loss: 1.343702 - generator loss: 0.764634 - 1s
Epoch 94/50000
discriminator loss: 1.358895 - generator loss: 0.773579 - 1s
Epoch 95/50000
discriminator loss: 1.333377 - generator loss: 0.795376 - 1s
Epoch 96/50000
discriminator loss: 1.339534 - generator loss: 0.759636 - 1s
Epoch 97/50000
discriminator loss: 1.358927 - generator loss: 0.734243 - 1s
Epoch 98/50000
discriminator loss: 1.338584 - generator loss: 0.765227 - 1s
Epoch 99/50000
discriminator loss: 1.350123 - generator loss: 0.761457 - 1s
Epoch 100/50000
discriminator loss: 1.336492 - generator loss: 0.771817 - 1s
Epoch 101/50000
discriminator loss: 1.349703 - generator loss: 0.770288 - 1s
Epoch 102/50000
discriminator loss: 1.337601 - generator loss: 0.780235 - 1s
Epoch 103/50000
discriminator loss: 1.357678 - generator loss: 0.736025 - 1s
Epoch 104/50000
discriminator loss: 1.336616 - generator loss: 0.747927 - 1s
Epoch 105/50000
discriminator loss: 1.361610 - generator loss: 0.758184 - 1s
Epoch 106/50000
discriminator loss: 1.351928 - generator loss: 0.772628 - 1s
Epoch 107/50000
discriminator loss: 1.347050 - generator loss: 0.763597 - 1s
Epoch 108/50000
discriminator loss: 1.343797 - generator loss: 0.764100 - 1s
Epoch 109/50000
discriminator loss: 1.361125 - generator loss: 0.735014 - 1s
Epoch 110/50000
discriminator loss: 1.345011 - generator loss: 0.746221 - 1s
Epoch 111/50000
discriminator loss: 1.350469 - generator loss: 0.752437 - 1s
Epoch 112/50000
discriminator loss: 1.354027 - generator loss: 0.763969 - 1s
Epoch 113/50000
discriminator loss: 1.343872 - generator loss: 0.780940 - 1s
Epoch 114/50000
discriminator loss: 1.349312 - generator loss: 0.751009 - 1s
Epoch 115/50000
discriminator loss: 1.358858 - generator loss: 0.743181 - 1s
Epoch 116/50000
discriminator loss: 1.340093 - generator loss: 0.749985 - 1s
Epoch 117/50000
discriminator loss: 1.348480 - generator loss: 0.757163 - 1s
Epoch 118/50000
discriminator loss: 1.359649 - generator loss: 0.750565 - 1s
Epoch 119/50000
discriminator loss: 1.345003 - generator loss: 0.767625 - 1s
Epoch 120/50000
discriminator loss: 1.351271 - generator loss: 0.752833 - 1s
Epoch 121/50000
discriminator loss: 1.352204 - generator loss: 0.744584 - 1s
Epoch 122/50000
discriminator loss: 1.346654 - generator loss: 0.738676 - 1s
Epoch 123/50000
discriminator loss: 1.352485 - generator loss: 0.753020 - 1s
Epoch 124/50000
discriminator loss: 1.358768 - generator loss: 0.753341 - 1s
Epoch 125/50000
discriminator loss: 1.346955 - generator loss: 0.766549 - 1s
Epoch 126/50000
discriminator loss: 1.352264 - generator loss: 0.754220 - 1s
Epoch 127/50000
discriminator loss: 1.353724 - generator loss: 0.730642 - 1s
Epoch 128/50000
discriminator loss: 1.349869 - generator loss: 0.752416 - 1s
Epoch 129/50000
discriminator loss: 1.355260 - generator loss: 0.748165 - 1s
Epoch 130/50000
discriminator loss: 1.354301 - generator loss: 0.758036 - 1s
Epoch 131/50000
discriminator loss: 1.344790 - generator loss: 0.765348 - 1s
Epoch 132/50000
discriminator loss: 1.348783 - generator loss: 0.748417 - 1s
Epoch 133/50000
discriminator loss: 1.352740 - generator loss: 0.736036 - 1s
Epoch 134/50000
discriminator loss: 1.340458 - generator loss: 0.751576 - 1s
Epoch 135/50000
discriminator loss: 1.350056 - generator loss: 0.757448 - 1s
Epoch 136/50000
discriminator loss: 1.356090 - generator loss: 0.754650 - 1s
Epoch 137/50000
discriminator loss: 1.345899 - generator loss: 0.760562 - 1s
Epoch 138/50000
discriminator loss: 1.352312 - generator loss: 0.746478 - 1s
Epoch 139/50000
discriminator loss: 1.352865 - generator loss: 0.736380 - 1s
Epoch 140/50000
discriminator loss: 1.347788 - generator loss: 0.751919 - 1s
Epoch 141/50000
discriminator loss: 1.355586 - generator loss: 0.748457 - 1s
Epoch 142/50000
discriminator loss: 1.347468 - generator loss: 0.765628 - 1s
Epoch 143/50000
discriminator loss: 1.341294 - generator loss: 0.760548 - 1s
Epoch 144/50000
discriminator loss: 1.355307 - generator loss: 0.733965 - 1s
Epoch 145/50000
discriminator loss: 1.351037 - generator loss: 0.744655 - 1s
Epoch 146/50000
discriminator loss: 1.345819 - generator loss: 0.749775 - 1s
Epoch 147/50000
discriminator loss: 1.353315 - generator loss: 0.754794 - 1s
Epoch 148/50000
discriminator loss: 1.347697 - generator loss: 0.763440 - 1s
Epoch 149/50000
discriminator loss: 1.341156 - generator loss: 0.747849 - 1s
Epoch 150/50000
discriminator loss: 1.360586 - generator loss: 0.733108 - 1s
Epoch 151/50000
discriminator loss: 1.346607 - generator loss: 0.750481 - 1s
Epoch 152/50000
discriminator loss: 1.353977 - generator loss: 0.749642 - 1s
Epoch 153/50000
discriminator loss: 1.361210 - generator loss: 0.752291 - 1s
Epoch 154/50000
discriminator loss: 1.347561 - generator loss: 0.762552 - 1s
Epoch 155/50000
discriminator loss: 1.357690 - generator loss: 0.733857 - 1s
Epoch 156/50000
discriminator loss: 1.352804 - generator loss: 0.743862 - 1s
Epoch 157/50000
discriminator loss: 1.344015 - generator loss: 0.751369 - 1s
Epoch 158/50000
discriminator loss: 1.363964 - generator loss: 0.745525 - 1s
Epoch 159/50000
discriminator loss: 1.343609 - generator loss: 0.765014 - 1s
Epoch 160/50000
discriminator loss: 1.345295 - generator loss: 0.759322 - 1s
Epoch 161/50000
discriminator loss: 1.351373 - generator loss: 0.729936 - 1s
Epoch 162/50000
discriminator loss: 1.341105 - generator loss: 0.752178 - 1s
Epoch 163/50000
discriminator loss: 1.350941 - generator loss: 0.750981 - 1s
Epoch 164/50000
discriminator loss: 1.352591 - generator loss: 0.758259 - 1s
Epoch 165/50000
discriminator loss: 1.339723 - generator loss: 0.771071 - 1s
Epoch 166/50000
discriminator loss: 1.360948 - generator loss: 0.733708 - 1s
Epoch 167/50000
discriminator loss: 1.349655 - generator loss: 0.736687 - 1s
Epoch 168/50000
discriminator loss: 1.339642 - generator loss: 0.752075 - 1s
Epoch 169/50000
discriminator loss: 1.362264 - generator loss: 0.755943 - 1s
Epoch 170/50000
discriminator loss: 1.337774 - generator loss: 0.780178 - 1s
Epoch 171/50000
discriminator loss: 1.338850 - generator loss: 0.755891 - 1s
Epoch 172/50000
discriminator loss: 1.369716 - generator loss: 0.721069 - 1s
Epoch 173/50000
discriminator loss: 1.336365 - generator loss: 0.752445 - 1s
Epoch 174/50000
discriminator loss: 1.354503 - generator loss: 0.750494 - 1s
Epoch 175/50000
discriminator loss: 1.355582 - generator loss: 0.767107 - 1s
Epoch 176/50000
discriminator loss: 1.335595 - generator loss: 0.783136 - 1s
Epoch 177/50000
discriminator loss: 1.359952 - generator loss: 0.731031 - 1s
Epoch 178/50000
discriminator loss: 1.351622 - generator loss: 0.735065 - 1s
Epoch 179/50000
discriminator loss: 1.340917 - generator loss: 0.756762 - 1s
Epoch 180/50000
discriminator loss: 1.366028 - generator loss: 0.750615 - 1s
Epoch 181/50000
discriminator loss: 1.352337 - generator loss: 0.765330 - 1s
Epoch 182/50000
discriminator loss: 1.331908 - generator loss: 0.780183 - 1s
Epoch 183/50000
discriminator loss: 1.363533 - generator loss: 0.732662 - 1s
Epoch 184/50000
discriminator loss: 1.345484 - generator loss: 0.730277 - 1s
Epoch 185/50000
discriminator loss: 1.334475 - generator loss: 0.757696 - 1s
Epoch 186/50000
discriminator loss: 1.370702 - generator loss: 0.760514 - 1s
Epoch 187/50000
discriminator loss: 1.344931 - generator loss: 0.778163 - 1s
Epoch 188/50000
discriminator loss: 1.351603 - generator loss: 0.756379 - 1s
Epoch 189/50000
discriminator loss: 1.367982 - generator loss: 0.727385 - 1s
Epoch 190/50000
discriminator loss: 1.340190 - generator loss: 0.744439 - 1s
Epoch 191/50000
discriminator loss: 1.351516 - generator loss: 0.743065 - 1s
Epoch 192/50000
discriminator loss: 1.361354 - generator loss: 0.761922 - 1s
Epoch 193/50000
discriminator loss: 1.338509 - generator loss: 0.782581 - 1s
Epoch 194/50000
discriminator loss: 1.340954 - generator loss: 0.765487 - 1s
Epoch 195/50000
discriminator loss: 1.367709 - generator loss: 0.714643 - 1s
Epoch 196/50000
discriminator loss: 1.334166 - generator loss: 0.748533 - 1s
Epoch 197/50000
discriminator loss: 1.351871 - generator loss: 0.753717 - 1s
Epoch 198/50000
discriminator loss: 1.372933 - generator loss: 0.749328 - 1s
Epoch 199/50000
discriminator loss: 1.333897 - generator loss: 0.793243 - 1s
Epoch 200/50000
discriminator loss: 1.347788 - generator loss: 0.751193 - 1s
Epoch 201/50000
discriminator loss: 1.368235 - generator loss: 0.712885 - 1s
Epoch 202/50000
discriminator loss: 1.331798 - generator loss: 0.749445 - 1s
Epoch 203/50000
discriminator loss: 1.346017 - generator loss: 0.754741 - 1s
Epoch 204/50000
discriminator loss: 1.369982 - generator loss: 0.761921 - 1s
Epoch 205/50000
discriminator loss: 1.316112 - generator loss: 0.795407 - 1s
Epoch 206/50000
discriminator loss: 1.355196 - generator loss: 0.743951 - 1s
Epoch 207/50000
discriminator loss: 1.348877 - generator loss: 0.722509 - 1s
Epoch 208/50000
discriminator loss: 1.329312 - generator loss: 0.758708 - 1s
Epoch 209/50000
discriminator loss: 1.353924 - generator loss: 0.747762 - 1s
Epoch 210/50000
discriminator loss: 1.350668 - generator loss: 0.772103 - 1s
Epoch 211/50000
discriminator loss: 1.331586 - generator loss: 0.781099 - 1s
Epoch 212/50000
discriminator loss: 1.357490 - generator loss: 0.747678 - 1s
Epoch 213/50000
discriminator loss: 1.345813 - generator loss: 0.730449 - 1s
Epoch 214/50000
discriminator loss: 1.343000 - generator loss: 0.749110 - 1s
Epoch 215/50000
discriminator loss: 1.350706 - generator loss: 0.755350 - 1s
Epoch 216/50000
discriminator loss: 1.365925 - generator loss: 0.754350 - 1s
Epoch 217/50000
discriminator loss: 1.335849 - generator loss: 0.776029 - 1s
Epoch 218/50000
discriminator loss: 1.361904 - generator loss: 0.740331 - 1s
Epoch 219/50000
discriminator loss: 1.362139 - generator loss: 0.719197 - 1s
Epoch 220/50000
discriminator loss: 1.338752 - generator loss: 0.754728 - 1s
Epoch 221/50000
discriminator loss: 1.354318 - generator loss: 0.747819 - 1s
Epoch 222/50000
discriminator loss: 1.353165 - generator loss: 0.775809 - 1s
Epoch 223/50000
discriminator loss: 1.332064 - generator loss: 0.786624 - 1s
Epoch 224/50000
discriminator loss: 1.366843 - generator loss: 0.732002 - 1s
Epoch 225/50000
discriminator loss: 1.358909 - generator loss: 0.727745 - 1s
Epoch 226/50000
discriminator loss: 1.345245 - generator loss: 0.745466 - 1s
Epoch 227/50000
discriminator loss: 1.356392 - generator loss: 0.753613 - 1s
Epoch 228/50000
discriminator loss: 1.357582 - generator loss: 0.768542 - 1s
Epoch 229/50000
discriminator loss: 1.337229 - generator loss: 0.776147 - 1s
Epoch 230/50000
discriminator loss: 1.363573 - generator loss: 0.736886 - 1s
Epoch 231/50000
discriminator loss: 1.353368 - generator loss: 0.729540 - 1s
Epoch 232/50000
discriminator loss: 1.341227 - generator loss: 0.753462 - 1s
Epoch 233/50000
discriminator loss: 1.361866 - generator loss: 0.745932 - 1s
Epoch 234/50000
discriminator loss: 1.360798 - generator loss: 0.762055 - 1s
Epoch 235/50000
discriminator loss: 1.334672 - generator loss: 0.777150 - 1s
Epoch 236/50000
discriminator loss: 1.361656 - generator loss: 0.738012 - 1s
Epoch 237/50000
discriminator loss: 1.356418 - generator loss: 0.727579 - 1s
Epoch 238/50000
discriminator loss: 1.335433 - generator loss: 0.757887 - 1s
Epoch 239/50000
discriminator loss: 1.356049 - generator loss: 0.750114 - 1s
Epoch 240/50000
discriminator loss: 1.350368 - generator loss: 0.768340 - 1s
Epoch 241/50000
discriminator loss: 1.336833 - generator loss: 0.774128 - 1s
Epoch 242/50000
discriminator loss: 1.362409 - generator loss: 0.742513 - 1s
Epoch 243/50000
discriminator loss: 1.351063 - generator loss: 0.721484 - 1s
Epoch 244/50000
discriminator loss: 1.331902 - generator loss: 0.754021 - 1s
Epoch 245/50000
discriminator loss: 1.348599 - generator loss: 0.757542 - 1s
Epoch 246/50000
discriminator loss: 1.364132 - generator loss: 0.767124 - 1s
Epoch 247/50000
discriminator loss: 1.337634 - generator loss: 0.773097 - 1s
Epoch 248/50000
discriminator loss: 1.351150 - generator loss: 0.745969 - 1s
Epoch 249/50000
discriminator loss: 1.355802 - generator loss: 0.727635 - 1s
Epoch 250/50000
discriminator loss: 1.337775 - generator loss: 0.749483 - 1s
Epoch 251/50000
discriminator loss: 1.351238 - generator loss: 0.751822 - 1s
Epoch 252/50000
discriminator loss: 1.352078 - generator loss: 0.761789 - 1s
Epoch 253/50000
discriminator loss: 1.336398 - generator loss: 0.782030 - 1s
Epoch 254/50000
discriminator loss: 1.346302 - generator loss: 0.747757 - 1s
Epoch 255/50000
discriminator loss: 1.357981 - generator loss: 0.727783 - 1s
Epoch 256/50000
discriminator loss: 1.336640 - generator loss: 0.751401 - 1s
Epoch 257/50000
discriminator loss: 1.355385 - generator loss: 0.749034 - 1s
Epoch 258/50000
discriminator loss: 1.360215 - generator loss: 0.756886 - 1s
Epoch 259/50000
discriminator loss: 1.339865 - generator loss: 0.775744 - 1s
Epoch 260/50000
discriminator loss: 1.344543 - generator loss: 0.755047 - 1s
Epoch 261/50000
discriminator loss: 1.350859 - generator loss: 0.726807 - 1s
Epoch 262/50000
discriminator loss: 1.341246 - generator loss: 0.745151 - 1s
Epoch 263/50000
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Epoch 264/50000
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Epoch 265/50000
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Epoch 266/50000
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Epoch 267/50000
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Epoch 268/50000
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Epoch 269/50000
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Epoch 270/50000
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Epoch 271/50000
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Epoch 272/50000
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Epoch 273/50000
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Epoch 274/50000
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Epoch 275/50000
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Epoch 276/50000
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Epoch 277/50000
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Epoch 278/50000
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Epoch 279/50000
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Epoch 280/50000
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Epoch 281/50000
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Epoch 282/50000
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Epoch 283/50000
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Epoch 284/50000
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Epoch 285/50000
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Epoch 286/50000
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Epoch 287/50000
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Epoch 288/50000
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Epoch 289/50000
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Epoch 290/50000
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Epoch 291/50000
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Epoch 292/50000
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Epoch 293/50000
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Epoch 294/50000
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Epoch 295/50000
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Epoch 296/50000
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Epoch 297/50000
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Epoch 298/50000
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Epoch 299/50000
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Epoch 300/50000
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Epoch 301/50000
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Epoch 302/50000
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Epoch 303/50000
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Epoch 304/50000
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Epoch 305/50000
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Epoch 306/50000
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Epoch 307/50000
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Epoch 308/50000
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Epoch 309/50000
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Epoch 310/50000
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Epoch 311/50000
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Epoch 312/50000
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Epoch 313/50000
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Epoch 314/50000
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Epoch 315/50000
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Epoch 316/50000
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Epoch 317/50000
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Epoch 318/50000
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Epoch 319/50000
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Epoch 320/50000
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Epoch 321/50000
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Epoch 322/50000
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Epoch 323/50000
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Epoch 324/50000
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Epoch 325/50000
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Epoch 326/50000
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Epoch 327/50000
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Epoch 328/50000
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Epoch 329/50000
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Epoch 330/50000
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Epoch 331/50000
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Epoch 332/50000
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Epoch 333/50000
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Epoch 334/50000
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Epoch 335/50000
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Epoch 336/50000
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Epoch 337/50000
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Epoch 338/50000
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Epoch 339/50000
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Epoch 340/50000
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Epoch 341/50000
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Epoch 342/50000
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Epoch 343/50000
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Epoch 344/50000
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Epoch 345/50000
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Epoch 346/50000
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Epoch 347/50000
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Epoch 348/50000
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Epoch 349/50000
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Epoch 350/50000
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Epoch 351/50000
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Epoch 352/50000
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Epoch 353/50000
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Epoch 354/50000
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Epoch 355/50000
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Epoch 356/50000
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Epoch 357/50000
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Epoch 358/50000
discriminator loss: 1.357088 - generator loss: 0.757250 - 1s
Epoch 359/50000
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Epoch 360/50000
discriminator loss: 1.344587 - generator loss: 0.765854 - 1s
Epoch 361/50000
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Epoch 362/50000
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Epoch 363/50000
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Epoch 364/50000
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Epoch 365/50000
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Epoch 366/50000
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Epoch 367/50000
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Epoch 368/50000
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Epoch 369/50000
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Epoch 370/50000
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Epoch 371/50000
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Epoch 372/50000
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Epoch 373/50000
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Epoch 374/50000
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Epoch 375/50000
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Epoch 376/50000
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Epoch 377/50000
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Epoch 378/50000
discriminator loss: 1.355494 - generator loss: 0.741165 - 1s
Epoch 379/50000
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Epoch 380/50000
discriminator loss: 1.334795 - generator loss: 0.752783 - 1s
Epoch 381/50000
discriminator loss: 1.351262 - generator loss: 0.757928 - 1s
Epoch 382/50000
discriminator loss: 1.355338 - generator loss: 0.760906 - 1s
Epoch 383/50000
discriminator loss: 1.336088 - generator loss: 0.771840 - 1s
Epoch 384/50000
discriminator loss: 1.361517 - generator loss: 0.728310 - 1s
Epoch 385/50000
discriminator loss: 1.335400 - generator loss: 0.747702 - 1s
Epoch 386/50000
discriminator loss: 1.348313 - generator loss: 0.751614 - 1s
Epoch 387/50000
discriminator loss: 1.359519 - generator loss: 0.760478 - 1s
Epoch 388/50000
discriminator loss: 1.349525 - generator loss: 0.764685 - 1s
Epoch 389/50000
discriminator loss: 1.347576 - generator loss: 0.757582 - 1s
Epoch 390/50000
discriminator loss: 1.357060 - generator loss: 0.728029 - 1s
Epoch 391/50000
discriminator loss: 1.343727 - generator loss: 0.744709 - 1s
Epoch 392/50000
discriminator loss: 1.346179 - generator loss: 0.754194 - 1s
Epoch 393/50000
discriminator loss: 1.359173 - generator loss: 0.765983 - 1s
Epoch 394/50000
discriminator loss: 1.335372 - generator loss: 0.779938 - 1s
Epoch 395/50000
discriminator loss: 1.350530 - generator loss: 0.743084 - 1s
Epoch 396/50000
discriminator loss: 1.363698 - generator loss: 0.727406 - 1s
Epoch 397/50000
discriminator loss: 1.330719 - generator loss: 0.764832 - 1s
Epoch 398/50000
discriminator loss: 1.364563 - generator loss: 0.744856 - 1s
Epoch 399/50000
discriminator loss: 1.339379 - generator loss: 0.775737 - 1s
Epoch 400/50000
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Epoch 401/50000
discriminator loss: 1.359265 - generator loss: 0.741227 - 1s
Epoch 402/50000
discriminator loss: 1.343321 - generator loss: 0.731081 - 1s
Epoch 403/50000
discriminator loss: 1.340923 - generator loss: 0.759654 - 1s
Epoch 404/50000
discriminator loss: 1.362489 - generator loss: 0.765254 - 1s
Epoch 405/50000
discriminator loss: 1.340711 - generator loss: 0.774945 - 1s
Epoch 406/50000
discriminator loss: 1.324778 - generator loss: 0.777140 - 1s
Epoch 407/50000
discriminator loss: 1.377367 - generator loss: 0.724182 - 1s
Epoch 408/50000
discriminator loss: 1.337719 - generator loss: 0.743123 - 1s
Epoch 409/50000
discriminator loss: 1.347991 - generator loss: 0.744536 - 1s
Epoch 410/50000
discriminator loss: 1.361649 - generator loss: 0.768461 - 1s
Epoch 411/50000
discriminator loss: 1.346437 - generator loss: 0.775874 - 1s
Epoch 412/50000
discriminator loss: 1.334554 - generator loss: 0.785442 - 1s
Epoch 413/50000
discriminator loss: 1.362256 - generator loss: 0.720805 - 1s
Epoch 414/50000
discriminator loss: 1.346825 - generator loss: 0.736803 - 1s
Epoch 415/50000
discriminator loss: 1.347438 - generator loss: 0.757679 - 1s
Epoch 416/50000
discriminator loss: 1.367493 - generator loss: 0.753904 - 1s
Epoch 417/50000
discriminator loss: 1.340268 - generator loss: 0.783178 - 1s
Epoch 418/50000
discriminator loss: 1.340724 - generator loss: 0.762993 - 1s
Epoch 419/50000
discriminator loss: 1.371501 - generator loss: 0.719969 - 1s
Epoch 420/50000
discriminator loss: 1.337812 - generator loss: 0.733238 - 1s
Epoch 421/50000
discriminator loss: 1.347197 - generator loss: 0.753144 - 1s
Epoch 422/50000
discriminator loss: 1.375270 - generator loss: 0.755666 - 1s
Epoch 423/50000
discriminator loss: 1.342081 - generator loss: 0.785085 - 1s
Epoch 424/50000
discriminator loss: 1.342256 - generator loss: 0.762749 - 1s
Epoch 425/50000
discriminator loss: 1.363388 - generator loss: 0.720100 - 1s
Epoch 426/50000
discriminator loss: 1.339699 - generator loss: 0.741594 - 1s
Epoch 427/50000
discriminator loss: 1.342677 - generator loss: 0.754040 - 1s
Epoch 428/50000
discriminator loss: 1.362013 - generator loss: 0.748941 - 1s
Epoch 429/50000
discriminator loss: 1.351798 - generator loss: 0.769152 - 1s
Epoch 430/50000
discriminator loss: 1.342343 - generator loss: 0.776409 - 1s
Epoch 431/50000
discriminator loss: 1.361289 - generator loss: 0.723491 - 1s
Epoch 432/50000
discriminator loss: 1.343656 - generator loss: 0.738972 - 1s
Epoch 433/50000
discriminator loss: 1.345511 - generator loss: 0.761016 - 1s
Epoch 434/50000
discriminator loss: 1.366002 - generator loss: 0.755279 - 1s
Epoch 435/50000
discriminator loss: 1.343228 - generator loss: 0.772547 - 1s
Epoch 436/50000
discriminator loss: 1.350444 - generator loss: 0.759883 - 1s
Epoch 437/50000
discriminator loss: 1.359838 - generator loss: 0.737334 - 1s
Epoch 438/50000
discriminator loss: 1.347402 - generator loss: 0.744710 - 1s
Epoch 439/50000
discriminator loss: 1.349939 - generator loss: 0.747641 - 1s
Epoch 440/50000
discriminator loss: 1.358568 - generator loss: 0.761407 - 1s
Epoch 441/50000
discriminator loss: 1.349388 - generator loss: 0.781340 - 1s
Epoch 442/50000
discriminator loss: 1.350611 - generator loss: 0.749545 - 1s
Epoch 443/50000
discriminator loss: 1.365506 - generator loss: 0.733838 - 1s
Epoch 444/50000
discriminator loss: 1.349258 - generator loss: 0.742797 - 1s
Epoch 445/50000
discriminator loss: 1.352612 - generator loss: 0.750121 - 1s
Epoch 446/50000
discriminator loss: 1.352024 - generator loss: 0.754465 - 1s
Epoch 447/50000
discriminator loss: 1.353424 - generator loss: 0.766194 - 1s
Epoch 448/50000
discriminator loss: 1.350750 - generator loss: 0.756070 - 1s
Epoch 449/50000
discriminator loss: 1.353518 - generator loss: 0.731604 - 1s
Epoch 450/50000
discriminator loss: 1.347819 - generator loss: 0.750016 - 1s
Epoch 451/50000
discriminator loss: 1.349765 - generator loss: 0.748857 - 1s
Epoch 452/50000
discriminator loss: 1.356221 - generator loss: 0.754887 - 1s
Epoch 453/50000
discriminator loss: 1.351555 - generator loss: 0.756655 - 1s
Epoch 454/50000
discriminator loss: 1.348024 - generator loss: 0.757965 - 1s
Epoch 455/50000
discriminator loss: 1.348527 - generator loss: 0.736820 - 1s
Epoch 456/50000
discriminator loss: 1.348667 - generator loss: 0.742853 - 1s
Epoch 457/50000
discriminator loss: 1.355313 - generator loss: 0.747805 - 1s
Epoch 458/50000
discriminator loss: 1.355004 - generator loss: 0.758759 - 1s
Epoch 459/50000
discriminator loss: 1.346730 - generator loss: 0.762509 - 1s
Epoch 460/50000
discriminator loss: 1.357003 - generator loss: 0.742864 - 1s
Epoch 461/50000
discriminator loss: 1.349003 - generator loss: 0.735648 - 1s
Epoch 462/50000
discriminator loss: 1.352717 - generator loss: 0.739731 - 1s
Epoch 463/50000
discriminator loss: 1.353197 - generator loss: 0.748048 - 1s
Epoch 464/50000
discriminator loss: 1.354609 - generator loss: 0.760289 - 1s
Epoch 465/50000
discriminator loss: 1.346959 - generator loss: 0.757336 - 1s
Epoch 466/50000
discriminator loss: 1.351698 - generator loss: 0.740640 - 1s
Epoch 467/50000
discriminator loss: 1.352924 - generator loss: 0.740257 - 1s
Epoch 468/50000
discriminator loss: 1.354298 - generator loss: 0.746396 - 1s
Epoch 469/50000
discriminator loss: 1.363460 - generator loss: 0.740894 - 1s
Epoch 470/50000
discriminator loss: 1.345953 - generator loss: 0.768032 - 1s
Epoch 471/50000
discriminator loss: 1.348337 - generator loss: 0.758562 - 1s
Epoch 472/50000
discriminator loss: 1.349137 - generator loss: 0.745598 - 1s
Epoch 473/50000
discriminator loss: 1.348149 - generator loss: 0.740129 - 1s
Epoch 474/50000
discriminator loss: 1.344077 - generator loss: 0.746881 - 1s
Epoch 475/50000
discriminator loss: 1.349517 - generator loss: 0.763071 - 1s
Epoch 476/50000
discriminator loss: 1.356149 - generator loss: 0.755367 - 1s
Epoch 477/50000
discriminator loss: 1.343866 - generator loss: 0.760164 - 1s
Epoch 478/50000
discriminator loss: 1.350225 - generator loss: 0.745998 - 1s
Epoch 479/50000
discriminator loss: 1.346262 - generator loss: 0.734382 - 1s
Epoch 480/50000
discriminator loss: 1.338689 - generator loss: 0.750429 - 1s
Epoch 481/50000
discriminator loss: 1.361660 - generator loss: 0.745896 - 1s
Epoch 482/50000
discriminator loss: 1.347328 - generator loss: 0.768142 - 1s
Epoch 483/50000
discriminator loss: 1.340480 - generator loss: 0.763881 - 1s
Epoch 484/50000
discriminator loss: 1.370486 - generator loss: 0.722578 - 1s
Epoch 485/50000
discriminator loss: 1.340023 - generator loss: 0.743589 - 1s
Epoch 486/50000
discriminator loss: 1.347332 - generator loss: 0.751515 - 1s
Epoch 487/50000
discriminator loss: 1.362305 - generator loss: 0.752268 - 1s
Epoch 488/50000
discriminator loss: 1.341503 - generator loss: 0.777828 - 1s
Epoch 489/50000
discriminator loss: 1.344650 - generator loss: 0.758710 - 1s
Epoch 490/50000
discriminator loss: 1.360382 - generator loss: 0.726566 - 1s
Epoch 491/50000
discriminator loss: 1.338390 - generator loss: 0.743046 - 1s
Epoch 492/50000
discriminator loss: 1.355597 - generator loss: 0.758449 - 1s
Epoch 493/50000
discriminator loss: 1.350968 - generator loss: 0.771790 - 1s
Epoch 494/50000
discriminator loss: 1.341667 - generator loss: 0.766617 - 1s
Epoch 495/50000
discriminator loss: 1.359494 - generator loss: 0.733445 - 1s
Epoch 496/50000
discriminator loss: 1.348430 - generator loss: 0.736825 - 1s
Epoch 497/50000
discriminator loss: 1.339199 - generator loss: 0.752108 - 1s
Epoch 498/50000
discriminator loss: 1.356852 - generator loss: 0.739017 - 1s
Epoch 499/50000
discriminator loss: 1.360368 - generator loss: 0.774461 - 1s
Epoch 500/50000
discriminator loss: 1.342070 - generator loss: 0.769640 - 1s
Epoch 501/50000
discriminator loss: 1.355100 - generator loss: 0.734813 - 1s
Epoch 502/50000
discriminator loss: 1.347224 - generator loss: 0.730146 - 1s
Epoch 503/50000
discriminator loss: 1.338493 - generator loss: 0.760623 - 1s
Epoch 504/50000
discriminator loss: 1.357754 - generator loss: 0.753739 - 1s
Epoch 505/50000
discriminator loss: 1.347786 - generator loss: 0.764054 - 1s
Epoch 506/50000
discriminator loss: 1.332970 - generator loss: 0.781141 - 1s
Epoch 507/50000
discriminator loss: 1.363055 - generator loss: 0.734765 - 1s
Epoch 508/50000
discriminator loss: 1.348136 - generator loss: 0.719522 - 1s
Epoch 509/50000
discriminator loss: 1.332930 - generator loss: 0.767685 - 1s
Epoch 510/50000
discriminator loss: 1.362793 - generator loss: 0.750845 - 1s
Epoch 511/50000
discriminator loss: 1.356331 - generator loss: 0.764053 - 1s
Epoch 512/50000
discriminator loss: 1.334843 - generator loss: 0.777521 - 1s
Epoch 513/50000
discriminator loss: 1.369989 - generator loss: 0.719602 - 1s
Epoch 514/50000
discriminator loss: 1.349332 - generator loss: 0.733797 - 1s
Epoch 515/50000
discriminator loss: 1.347963 - generator loss: 0.753906 - 1s
Epoch 516/50000
discriminator loss: 1.359312 - generator loss: 0.753283 - 1s
Epoch 517/50000
discriminator loss: 1.337543 - generator loss: 0.775551 - 1s
Epoch 518/50000
discriminator loss: 1.349712 - generator loss: 0.755090 - 1s
Epoch 519/50000
discriminator loss: 1.359136 - generator loss: 0.727890 - 1s
Epoch 520/50000
discriminator loss: 1.342718 - generator loss: 0.748240 - 1s
Epoch 521/50000
discriminator loss: 1.351501 - generator loss: 0.742980 - 1s
Epoch 522/50000
discriminator loss: 1.361853 - generator loss: 0.757607 - 1s
Epoch 523/50000
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Epoch 524/50000
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Epoch 525/50000
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Epoch 526/50000
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Epoch 527/50000
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Epoch 528/50000
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Epoch 529/50000
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Epoch 530/50000
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Epoch 531/50000
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Epoch 532/50000
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Epoch 533/50000
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Epoch 534/50000
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Epoch 535/50000
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Epoch 536/50000
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Epoch 537/50000
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Epoch 538/50000
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Epoch 539/50000
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Epoch 540/50000
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Epoch 541/50000
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Epoch 542/50000
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Epoch 543/50000
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Epoch 544/50000
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Epoch 545/50000
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Epoch 546/50000
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Epoch 547/50000
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Epoch 548/50000
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Epoch 549/50000
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Epoch 550/50000
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Epoch 551/50000
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Epoch 552/50000
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Epoch 553/50000
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Epoch 554/50000
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Epoch 555/50000
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Epoch 556/50000
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Epoch 557/50000
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Epoch 558/50000
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Epoch 559/50000
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Epoch 560/50000
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Epoch 561/50000
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Epoch 562/50000
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Epoch 563/50000
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Epoch 564/50000
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Epoch 565/50000
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Epoch 566/50000
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Epoch 567/50000
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Epoch 568/50000
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Epoch 569/50000
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Epoch 570/50000
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Epoch 571/50000
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Epoch 572/50000
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Epoch 573/50000
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Epoch 574/50000
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Epoch 575/50000
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Epoch 576/50000
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Epoch 577/50000
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Epoch 578/50000
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Epoch 579/50000
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Epoch 580/50000
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Epoch 581/50000
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Epoch 582/50000
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Epoch 583/50000
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Epoch 584/50000
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Epoch 585/50000
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Epoch 586/50000
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Epoch 587/50000
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Epoch 588/50000
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Epoch 589/50000
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Epoch 590/50000
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Epoch 591/50000
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Epoch 592/50000
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Epoch 593/50000
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Epoch 594/50000
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Epoch 595/50000
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Epoch 596/50000
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Epoch 597/50000
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Epoch 598/50000
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Epoch 599/50000
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Epoch 600/50000
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Epoch 601/50000
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Epoch 602/50000
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Epoch 603/50000
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Epoch 604/50000
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Epoch 605/50000
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Epoch 606/50000
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Epoch 607/50000
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Epoch 608/50000
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Epoch 609/50000
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Epoch 610/50000
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Epoch 611/50000
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Epoch 612/50000
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Epoch 613/50000
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Epoch 614/50000
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Epoch 615/50000
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Epoch 616/50000
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Epoch 617/50000
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Epoch 618/50000
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Epoch 619/50000
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Epoch 620/50000
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Epoch 621/50000
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Epoch 622/50000
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Epoch 623/50000
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Epoch 624/50000
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Epoch 625/50000
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Epoch 626/50000
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Epoch 627/50000
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Epoch 628/50000
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Epoch 629/50000
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Epoch 630/50000
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Epoch 631/50000
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Epoch 632/50000
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Epoch 633/50000
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Epoch 634/50000
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Epoch 635/50000
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Epoch 636/50000
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Epoch 637/50000
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Epoch 638/50000
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Epoch 639/50000
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Epoch 640/50000
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Epoch 641/50000
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Epoch 642/50000
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Epoch 643/50000
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Epoch 644/50000
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Epoch 645/50000
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Epoch 646/50000
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Epoch 647/50000
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Epoch 648/50000
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Epoch 649/50000
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Epoch 650/50000
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Epoch 651/50000
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Epoch 652/50000
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Epoch 653/50000
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Epoch 654/50000
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Epoch 655/50000
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Epoch 656/50000
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Epoch 657/50000
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Epoch 658/50000
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Epoch 659/50000
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Epoch 660/50000
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Epoch 661/50000
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Epoch 662/50000
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Epoch 663/50000
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Epoch 664/50000
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Epoch 665/50000
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Epoch 666/50000
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Epoch 667/50000
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Epoch 668/50000
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Epoch 669/50000
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Epoch 670/50000
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Epoch 671/50000
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Epoch 672/50000
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Epoch 673/50000
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Epoch 674/50000
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Epoch 675/50000
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Epoch 676/50000
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Epoch 677/50000
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Epoch 678/50000
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Epoch 679/50000
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Epoch 680/50000
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Epoch 681/50000
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Epoch 682/50000
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Epoch 683/50000
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Epoch 684/50000
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Epoch 685/50000
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Epoch 686/50000
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Epoch 687/50000
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Epoch 688/50000
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Epoch 689/50000
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Epoch 690/50000
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Epoch 691/50000
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Epoch 692/50000
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Epoch 693/50000
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Epoch 694/50000
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Epoch 695/50000
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Epoch 696/50000
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Epoch 697/50000
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Epoch 698/50000
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Epoch 699/50000
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Epoch 700/50000
discriminator loss: 1.350181 - generator loss: 0.776028 - 1s
Epoch 701/50000
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Epoch 702/50000
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Epoch 703/50000
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Epoch 704/50000
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Epoch 705/50000
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Epoch 706/50000
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Epoch 707/50000
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Epoch 708/50000
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Epoch 709/50000
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Epoch 710/50000
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Epoch 711/50000
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Epoch 712/50000
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Epoch 713/50000
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Epoch 714/50000
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Epoch 715/50000
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Epoch 716/50000
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Epoch 717/50000
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Epoch 718/50000
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Epoch 719/50000
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Epoch 720/50000
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Epoch 721/50000
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Epoch 722/50000
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Epoch 723/50000
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Epoch 724/50000
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Epoch 725/50000
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Epoch 726/50000
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Epoch 727/50000
discriminator loss: 1.352179 - generator loss: 0.732795 - 1s
Epoch 728/50000
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Epoch 729/50000
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Epoch 730/50000
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Epoch 731/50000
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Epoch 732/50000
discriminator loss: 1.353209 - generator loss: 0.739762 - 1s
Epoch 733/50000
discriminator loss: 1.338690 - generator loss: 0.755235 - 1s
Epoch 734/50000
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Epoch 735/50000
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Epoch 736/50000
discriminator loss: 1.353238 - generator loss: 0.766648 - 1s
Epoch 737/50000
discriminator loss: 1.353431 - generator loss: 0.757038 - 1s
Epoch 738/50000
discriminator loss: 1.356357 - generator loss: 0.730765 - 1s
Epoch 739/50000
discriminator loss: 1.352230 - generator loss: 0.738625 - 1s
Epoch 740/50000
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Epoch 741/50000
discriminator loss: 1.363029 - generator loss: 0.751395 - 1s
Epoch 742/50000
discriminator loss: 1.350818 - generator loss: 0.751165 - 1s
Epoch 743/50000
discriminator loss: 1.349322 - generator loss: 0.758933 - 1s
Epoch 744/50000
discriminator loss: 1.347676 - generator loss: 0.748945 - 1s
Epoch 745/50000
discriminator loss: 1.341440 - generator loss: 0.744093 - 1s
Epoch 746/50000
discriminator loss: 1.344628 - generator loss: 0.758755 - 1s
Epoch 747/50000
discriminator loss: 1.349114 - generator loss: 0.762753 - 1s
Epoch 748/50000
discriminator loss: 1.347097 - generator loss: 0.760471 - 1s
Epoch 749/50000
discriminator loss: 1.349345 - generator loss: 0.748282 - 1s
Epoch 750/50000
discriminator loss: 1.359149 - generator loss: 0.735589 - 1s
Epoch 751/50000
discriminator loss: 1.348476 - generator loss: 0.749474 - 1s
Epoch 752/50000
discriminator loss: 1.355513 - generator loss: 0.741401 - 1s
Epoch 753/50000
discriminator loss: 1.357545 - generator loss: 0.758649 - 1s
Epoch 754/50000
discriminator loss: 1.353045 - generator loss: 0.758395 - 1s
Epoch 755/50000
discriminator loss: 1.357341 - generator loss: 0.745718 - 1s
Epoch 756/50000
discriminator loss: 1.356158 - generator loss: 0.732755 - 1s
Epoch 757/50000
discriminator loss: 1.350385 - generator loss: 0.743599 - 1s
Epoch 758/50000
discriminator loss: 1.356399 - generator loss: 0.758972 - 1s
Epoch 759/50000
discriminator loss: 1.357166 - generator loss: 0.756992 - 1s
Epoch 760/50000
discriminator loss: 1.346611 - generator loss: 0.756775 - 1s
Epoch 761/50000
discriminator loss: 1.350898 - generator loss: 0.741997 - 1s
Epoch 762/50000
discriminator loss: 1.346020 - generator loss: 0.742158 - 1s
Epoch 763/50000
discriminator loss: 1.349445 - generator loss: 0.740349 - 1s
Epoch 764/50000
discriminator loss: 1.353682 - generator loss: 0.755264 - 1s
Epoch 765/50000
discriminator loss: 1.356496 - generator loss: 0.762091 - 1s
Epoch 766/50000
discriminator loss: 1.340482 - generator loss: 0.764540 - 1s
Epoch 767/50000
discriminator loss: 1.356253 - generator loss: 0.731713 - 1s
Epoch 768/50000
discriminator loss: 1.349682 - generator loss: 0.741290 - 1s
Epoch 769/50000
discriminator loss: 1.344113 - generator loss: 0.756762 - 1s
Epoch 770/50000
discriminator loss: 1.355701 - generator loss: 0.754089 - 1s
Epoch 771/50000
discriminator loss: 1.346645 - generator loss: 0.761558 - 1s
Epoch 772/50000
discriminator loss: 1.345655 - generator loss: 0.757368 - 1s
Epoch 773/50000
discriminator loss: 1.355264 - generator loss: 0.732373 - 1s
Epoch 774/50000
discriminator loss: 1.345625 - generator loss: 0.742676 - 1s
Epoch 775/50000
discriminator loss: 1.357182 - generator loss: 0.744217 - 1s
Epoch 776/50000
discriminator loss: 1.357149 - generator loss: 0.762127 - 1s
Epoch 777/50000
discriminator loss: 1.342976 - generator loss: 0.761895 - 1s
Epoch 778/50000
discriminator loss: 1.350090 - generator loss: 0.746672 - 1s
Epoch 779/50000
discriminator loss: 1.355030 - generator loss: 0.739485 - 1s
Epoch 780/50000
discriminator loss: 1.341954 - generator loss: 0.749098 - 1s
Epoch 781/50000
discriminator loss: 1.350087 - generator loss: 0.753680 - 1s
Epoch 782/50000
discriminator loss: 1.350844 - generator loss: 0.767151 - 1s
Epoch 783/50000
discriminator loss: 1.351004 - generator loss: 0.761781 - 1s
Epoch 784/50000
discriminator loss: 1.357797 - generator loss: 0.742175 - 1s
Epoch 785/50000
discriminator loss: 1.354812 - generator loss: 0.727613 - 1s
Epoch 786/50000
discriminator loss: 1.349054 - generator loss: 0.751697 - 1s
Epoch 787/50000
discriminator loss: 1.363695 - generator loss: 0.755405 - 1s
Epoch 788/50000
discriminator loss: 1.350213 - generator loss: 0.764147 - 1s
Epoch 789/50000
discriminator loss: 1.344039 - generator loss: 0.757975 - 1s
Epoch 790/50000
discriminator loss: 1.363063 - generator loss: 0.725155 - 1s
Epoch 791/50000
discriminator loss: 1.348677 - generator loss: 0.743790 - 1s
Epoch 792/50000
discriminator loss: 1.342538 - generator loss: 0.748958 - 1s
Epoch 793/50000
discriminator loss: 1.368035 - generator loss: 0.754671 - 1s
Epoch 794/50000
discriminator loss: 1.345694 - generator loss: 0.774861 - 1s
Epoch 795/50000
discriminator loss: 1.353383 - generator loss: 0.751655 - 1s
Epoch 796/50000
discriminator loss: 1.356230 - generator loss: 0.726770 - 1s
Epoch 797/50000
discriminator loss: 1.343318 - generator loss: 0.742676 - 1s
Epoch 798/50000
discriminator loss: 1.353647 - generator loss: 0.749644 - 1s
Epoch 799/50000
discriminator loss: 1.361690 - generator loss: 0.753887 - 1s
Epoch 800/50000
discriminator loss: 1.340127 - generator loss: 0.775022 - 1s
Epoch 801/50000
discriminator loss: 1.355418 - generator loss: 0.751385 - 1s
Epoch 802/50000
discriminator loss: 1.358893 - generator loss: 0.717332 - 1s
Epoch 803/50000
discriminator loss: 1.337866 - generator loss: 0.749469 - 1s
Epoch 804/50000
discriminator loss: 1.355792 - generator loss: 0.747756 - 1s
Epoch 805/50000
discriminator loss: 1.366446 - generator loss: 0.763966 - 1s
Epoch 806/50000
discriminator loss: 1.335775 - generator loss: 0.767769 - 1s
Epoch 807/50000
discriminator loss: 1.353794 - generator loss: 0.741156 - 1s
Epoch 808/50000
discriminator loss: 1.357297 - generator loss: 0.730206 - 1s
Epoch 809/50000
discriminator loss: 1.338571 - generator loss: 0.748598 - 1s
Epoch 810/50000
discriminator loss: 1.360985 - generator loss: 0.748588 - 1s
Epoch 811/50000
discriminator loss: 1.353382 - generator loss: 0.760087 - 1s
Epoch 812/50000
discriminator loss: 1.340684 - generator loss: 0.769723 - 1s
Epoch 813/50000
discriminator loss: 1.355873 - generator loss: 0.742037 - 1s
Epoch 814/50000
discriminator loss: 1.343918 - generator loss: 0.735287 - 1s
Epoch 815/50000
discriminator loss: 1.342614 - generator loss: 0.751655 - 1s
Epoch 816/50000
discriminator loss: 1.365167 - generator loss: 0.748594 - 1s
Epoch 817/50000
discriminator loss: 1.355815 - generator loss: 0.765161 - 1s
Epoch 818/50000
discriminator loss: 1.336605 - generator loss: 0.773411 - 1s
Epoch 819/50000
discriminator loss: 1.365970 - generator loss: 0.727653 - 1s
Epoch 820/50000
discriminator loss: 1.345367 - generator loss: 0.738060 - 1s
Epoch 821/50000
discriminator loss: 1.339192 - generator loss: 0.742547 - 1s
Epoch 822/50000
discriminator loss: 1.362164 - generator loss: 0.749388 - 1s
Epoch 823/50000
discriminator loss: 1.355836 - generator loss: 0.763233 - 1s
Epoch 824/50000
discriminator loss: 1.343761 - generator loss: 0.766773 - 1s
Epoch 825/50000
discriminator loss: 1.359106 - generator loss: 0.732446 - 1s
Epoch 826/50000
discriminator loss: 1.356351 - generator loss: 0.730871 - 1s
Epoch 827/50000
discriminator loss: 1.344033 - generator loss: 0.755824 - 1s
Epoch 828/50000
discriminator loss: 1.356822 - generator loss: 0.741575 - 1s
Epoch 829/50000
discriminator loss: 1.344841 - generator loss: 0.776688 - 1s
Epoch 830/50000
discriminator loss: 1.344273 - generator loss: 0.761095 - 1s
Epoch 831/50000
discriminator loss: 1.364079 - generator loss: 0.735790 - 1s
Epoch 832/50000
discriminator loss: 1.345846 - generator loss: 0.737682 - 1s
Epoch 833/50000
discriminator loss: 1.348690 - generator loss: 0.753194 - 1s
Epoch 834/50000
discriminator loss: 1.358630 - generator loss: 0.764414 - 1s
Epoch 835/50000
discriminator loss: 1.347860 - generator loss: 0.767665 - 1s
Epoch 836/50000
discriminator loss: 1.341120 - generator loss: 0.758380 - 1s
Epoch 837/50000
discriminator loss: 1.359095 - generator loss: 0.747581 - 1s
Epoch 838/50000
discriminator loss: 1.350183 - generator loss: 0.732920 - 1s
Epoch 839/50000
discriminator loss: 1.334159 - generator loss: 0.758052 - 1s
Epoch 840/50000
discriminator loss: 1.365741 - generator loss: 0.748930 - 1s
Epoch 841/50000
discriminator loss: 1.348297 - generator loss: 0.773045 - 1s
Epoch 842/50000
discriminator loss: 1.342269 - generator loss: 0.768880 - 1s
Epoch 843/50000
discriminator loss: 1.355920 - generator loss: 0.727111 - 1s
Epoch 844/50000
discriminator loss: 1.349553 - generator loss: 0.739319 - 1s
Epoch 845/50000
discriminator loss: 1.346363 - generator loss: 0.755275 - 1s
Epoch 846/50000
discriminator loss: 1.353709 - generator loss: 0.748430 - 1s
Epoch 847/50000
discriminator loss: 1.346467 - generator loss: 0.770277 - 1s
Epoch 848/50000
discriminator loss: 1.343535 - generator loss: 0.771301 - 1s
Epoch 849/50000
discriminator loss: 1.371538 - generator loss: 0.715254 - 1s
Epoch 850/50000
discriminator loss: 1.337302 - generator loss: 0.742189 - 1s
Epoch 851/50000
discriminator loss: 1.351736 - generator loss: 0.754817 - 1s
Epoch 852/50000
discriminator loss: 1.361152 - generator loss: 0.753697 - 1s
Epoch 853/50000
discriminator loss: 1.348123 - generator loss: 0.768548 - 1s
Epoch 854/50000
discriminator loss: 1.340923 - generator loss: 0.759183 - 1s
Epoch 855/50000
discriminator loss: 1.364373 - generator loss: 0.729452 - 1s
Epoch 856/50000
discriminator loss: 1.343323 - generator loss: 0.739630 - 1s
Epoch 857/50000
discriminator loss: 1.351881 - generator loss: 0.746609 - 1s
Epoch 858/50000
discriminator loss: 1.369676 - generator loss: 0.744036 - 1s
Epoch 859/50000
discriminator loss: 1.346542 - generator loss: 0.781825 - 1s
Epoch 860/50000
discriminator loss: 1.352161 - generator loss: 0.753106 - 1s
Epoch 861/50000
discriminator loss: 1.360026 - generator loss: 0.722787 - 1s
Epoch 862/50000
discriminator loss: 1.346334 - generator loss: 0.747088 - 1s
Epoch 863/50000
discriminator loss: 1.340404 - generator loss: 0.750868 - 1s
Epoch 864/50000
discriminator loss: 1.360310 - generator loss: 0.756373 - 1s
Epoch 865/50000
discriminator loss: 1.342252 - generator loss: 0.771043 - 1s
Epoch 866/50000
discriminator loss: 1.343432 - generator loss: 0.753579 - 1s
Epoch 867/50000
discriminator loss: 1.357786 - generator loss: 0.722307 - 1s
Epoch 868/50000
discriminator loss: 1.342220 - generator loss: 0.743856 - 1s
Epoch 869/50000
discriminator loss: 1.352339 - generator loss: 0.755606 - 1s
Epoch 870/50000
discriminator loss: 1.362228 - generator loss: 0.766486 - 1s
Epoch 871/50000
discriminator loss: 1.340159 - generator loss: 0.762613 - 1s
Epoch 872/50000
discriminator loss: 1.349578 - generator loss: 0.748379 - 1s
Epoch 873/50000
discriminator loss: 1.360659 - generator loss: 0.738804 - 1s
Epoch 874/50000
discriminator loss: 1.339435 - generator loss: 0.739970 - 1s
Epoch 875/50000
discriminator loss: 1.342967 - generator loss: 0.755009 - 1s
Epoch 876/50000
discriminator loss: 1.355751 - generator loss: 0.762516 - 1s
Epoch 877/50000
discriminator loss: 1.349585 - generator loss: 0.769841 - 1s
Epoch 878/50000
discriminator loss: 1.354030 - generator loss: 0.744611 - 1s
Epoch 879/50000
discriminator loss: 1.359008 - generator loss: 0.730400 - 1s
Epoch 880/50000
discriminator loss: 1.341492 - generator loss: 0.746003 - 1s
Epoch 881/50000
discriminator loss: 1.350325 - generator loss: 0.754622 - 1s
Epoch 882/50000
discriminator loss: 1.348804 - generator loss: 0.764796 - 1s
Epoch 883/50000
discriminator loss: 1.351977 - generator loss: 0.761102 - 1s
Epoch 884/50000
discriminator loss: 1.347196 - generator loss: 0.762555 - 1s
Epoch 885/50000
discriminator loss: 1.360276 - generator loss: 0.729676 - 1s
Epoch 886/50000
discriminator loss: 1.338141 - generator loss: 0.748407 - 1s
Epoch 887/50000
discriminator loss: 1.351989 - generator loss: 0.754440 - 1s
Epoch 888/50000
discriminator loss: 1.357956 - generator loss: 0.764901 - 1s
Epoch 889/50000
discriminator loss: 1.342254 - generator loss: 0.771066 - 1s
Epoch 890/50000
discriminator loss: 1.359864 - generator loss: 0.735598 - 1s
Epoch 891/50000
discriminator loss: 1.353643 - generator loss: 0.745731 - 1s
Epoch 892/50000
discriminator loss: 1.342201 - generator loss: 0.742605 - 1s
Epoch 893/50000
discriminator loss: 1.355642 - generator loss: 0.751737 - 1s
Epoch 894/50000
discriminator loss: 1.364668 - generator loss: 0.756459 - 1s
Epoch 895/50000
discriminator loss: 1.338045 - generator loss: 0.771631 - 1s
Epoch 896/50000
discriminator loss: 1.360855 - generator loss: 0.746443 - 1s
Epoch 897/50000
discriminator loss: 1.344113 - generator loss: 0.737952 - 1s
Epoch 898/50000
discriminator loss: 1.349899 - generator loss: 0.746716 - 1s
Epoch 899/50000
discriminator loss: 1.350415 - generator loss: 0.758706 - 1s
Epoch 900/50000
discriminator loss: 1.368762 - generator loss: 0.750102 - 1s
Epoch 901/50000
discriminator loss: 1.344971 - generator loss: 0.760357 - 1s
Epoch 902/50000
discriminator loss: 1.354403 - generator loss: 0.754141 - 1s
Epoch 903/50000
discriminator loss: 1.350602 - generator loss: 0.745319 - 1s
Epoch 904/50000
discriminator loss: 1.338059 - generator loss: 0.742416 - 1s
Epoch 905/50000
discriminator loss: 1.364805 - generator loss: 0.750415 - 1s
Epoch 906/50000
discriminator loss: 1.356666 - generator loss: 0.768796 - 1s
Epoch 907/50000
discriminator loss: 1.344164 - generator loss: 0.768646 - 1s
Epoch 908/50000
discriminator loss: 1.346873 - generator loss: 0.753951 - 1s
Epoch 909/50000
discriminator loss: 1.368791 - generator loss: 0.722368 - 1s
Epoch 910/50000
discriminator loss: 1.340901 - generator loss: 0.753257 - 1s
Epoch 911/50000
discriminator loss: 1.360614 - generator loss: 0.743201 - 1s
Epoch 912/50000
discriminator loss: 1.353271 - generator loss: 0.760276 - 1s
Epoch 913/50000
discriminator loss: 1.352906 - generator loss: 0.766613 - 1s
Epoch 914/50000
discriminator loss: 1.346550 - generator loss: 0.754361 - 1s
Epoch 915/50000
discriminator loss: 1.357002 - generator loss: 0.733903 - 1s
Epoch 916/50000
discriminator loss: 1.344256 - generator loss: 0.746542 - 1s
Epoch 917/50000
discriminator loss: 1.351534 - generator loss: 0.758466 - 1s
Epoch 918/50000
discriminator loss: 1.360443 - generator loss: 0.748213 - 1s
Epoch 919/50000
discriminator loss: 1.345406 - generator loss: 0.764994 - 1s
Epoch 920/50000
discriminator loss: 1.351365 - generator loss: 0.751846 - 1s
Epoch 921/50000
discriminator loss: 1.355436 - generator loss: 0.735777 - 1s
Epoch 922/50000
discriminator loss: 1.337825 - generator loss: 0.748923 - 1s
Epoch 923/50000
discriminator loss: 1.357165 - generator loss: 0.748549 - 1s
Epoch 924/50000
discriminator loss: 1.356098 - generator loss: 0.754581 - 1s
Epoch 925/50000
discriminator loss: 1.343938 - generator loss: 0.771795 - 1s
Epoch 926/50000
discriminator loss: 1.351125 - generator loss: 0.744945 - 1s
Epoch 927/50000
discriminator loss: 1.360241 - generator loss: 0.727433 - 1s
Epoch 928/50000
discriminator loss: 1.343325 - generator loss: 0.746686 - 1s
Epoch 929/50000
discriminator loss: 1.356931 - generator loss: 0.754231 - 1s
Epoch 930/50000
discriminator loss: 1.352036 - generator loss: 0.753985 - 1s
Epoch 931/50000
discriminator loss: 1.339621 - generator loss: 0.775019 - 1s
Epoch 932/50000
discriminator loss: 1.350546 - generator loss: 0.744179 - 1s
Epoch 933/50000
discriminator loss: 1.357542 - generator loss: 0.728789 - 1s
Epoch 934/50000
discriminator loss: 1.340184 - generator loss: 0.754098 - 1s
Epoch 935/50000
discriminator loss: 1.358076 - generator loss: 0.754572 - 1s
Epoch 936/50000
discriminator loss: 1.349525 - generator loss: 0.765875 - 1s
Epoch 937/50000
discriminator loss: 1.344831 - generator loss: 0.758480 - 1s
Epoch 938/50000
discriminator loss: 1.350024 - generator loss: 0.743636 - 1s
Epoch 939/50000
discriminator loss: 1.349984 - generator loss: 0.743938 - 1s
Epoch 940/50000
discriminator loss: 1.342718 - generator loss: 0.736581 - 1s
Epoch 941/50000
discriminator loss: 1.351050 - generator loss: 0.750355 - 1s
Epoch 942/50000
discriminator loss: 1.354714 - generator loss: 0.758300 - 1s
Epoch 943/50000
discriminator loss: 1.347007 - generator loss: 0.773109 - 1s
Epoch 944/50000
discriminator loss: 1.362669 - generator loss: 0.730104 - 1s
Epoch 945/50000
discriminator loss: 1.353511 - generator loss: 0.727228 - 1s
Epoch 946/50000
discriminator loss: 1.345100 - generator loss: 0.751970 - 1s
Epoch 947/50000
discriminator loss: 1.347254 - generator loss: 0.755875 - 1s
Epoch 948/50000
discriminator loss: 1.356115 - generator loss: 0.761559 - 1s
Epoch 949/50000
discriminator loss: 1.340724 - generator loss: 0.766839 - 1s
Epoch 950/50000
discriminator loss: 1.354711 - generator loss: 0.733252 - 1s
Epoch 951/50000
discriminator loss: 1.344023 - generator loss: 0.741655 - 1s
Epoch 952/50000
discriminator loss: 1.340018 - generator loss: 0.749879 - 1s
Epoch 953/50000
discriminator loss: 1.365877 - generator loss: 0.753404 - 1s
Epoch 954/50000
discriminator loss: 1.354637 - generator loss: 0.766755 - 1s
Epoch 955/50000
discriminator loss: 1.343135 - generator loss: 0.762935 - 1s
Epoch 956/50000
discriminator loss: 1.363420 - generator loss: 0.730309 - 1s
Epoch 957/50000
discriminator loss: 1.345793 - generator loss: 0.734360 - 1s
Epoch 958/50000
discriminator loss: 1.340031 - generator loss: 0.758407 - 1s
Epoch 959/50000
discriminator loss: 1.358478 - generator loss: 0.745697 - 1s
Epoch 960/50000
discriminator loss: 1.344084 - generator loss: 0.771827 - 1s
Epoch 961/50000
discriminator loss: 1.347637 - generator loss: 0.764411 - 1s
Epoch 962/50000
discriminator loss: 1.359227 - generator loss: 0.731907 - 1s
Epoch 963/50000
discriminator loss: 1.345231 - generator loss: 0.731596 - 1s
Epoch 964/50000
discriminator loss: 1.342057 - generator loss: 0.757379 - 1s
Epoch 965/50000
discriminator loss: 1.364752 - generator loss: 0.765170 - 1s
Epoch 966/50000
discriminator loss: 1.348061 - generator loss: 0.765647 - 1s
Epoch 967/50000
discriminator loss: 1.341025 - generator loss: 0.754469 - 1s
Epoch 968/50000
discriminator loss: 1.368403 - generator loss: 0.727030 - 1s
Epoch 969/50000
discriminator loss: 1.344686 - generator loss: 0.746053 - 1s
Epoch 970/50000
discriminator loss: 1.347362 - generator loss: 0.746832 - 1s
Epoch 971/50000
discriminator loss: 1.368419 - generator loss: 0.753478 - 1s
Epoch 972/50000
discriminator loss: 1.337130 - generator loss: 0.775887 - 1s
Epoch 973/50000
discriminator loss: 1.353198 - generator loss: 0.750199 - 1s
Epoch 974/50000
discriminator loss: 1.354806 - generator loss: 0.730746 - 1s
Epoch 975/50000
discriminator loss: 1.337879 - generator loss: 0.749785 - 1s
Epoch 976/50000
discriminator loss: 1.349528 - generator loss: 0.754161 - 1s
Epoch 977/50000
discriminator loss: 1.359407 - generator loss: 0.752284 - 1s
Epoch 978/50000
discriminator loss: 1.338556 - generator loss: 0.773285 - 1s
Epoch 979/50000
discriminator loss: 1.351673 - generator loss: 0.739514 - 1s
Epoch 980/50000
discriminator loss: 1.353523 - generator loss: 0.734245 - 1s
Epoch 981/50000
discriminator loss: 1.345414 - generator loss: 0.746528 - 1s
Epoch 982/50000
discriminator loss: 1.347891 - generator loss: 0.755813 - 1s
Epoch 983/50000
discriminator loss: 1.354174 - generator loss: 0.757905 - 1s
Epoch 984/50000
discriminator loss: 1.349259 - generator loss: 0.766685 - 1s
Epoch 985/50000
discriminator loss: 1.341408 - generator loss: 0.757937 - 1s
Epoch 986/50000
discriminator loss: 1.361045 - generator loss: 0.729552 - 1s
Epoch 987/50000
discriminator loss: 1.336335 - generator loss: 0.751020 - 1s
Epoch 988/50000
discriminator loss: 1.362009 - generator loss: 0.743823 - 1s
Epoch 989/50000
discriminator loss: 1.350345 - generator loss: 0.760462 - 1s
Epoch 990/50000
discriminator loss: 1.343000 - generator loss: 0.768927 - 1s
Epoch 991/50000
discriminator loss: 1.349980 - generator loss: 0.754760 - 1s
Epoch 992/50000
discriminator loss: 1.360588 - generator loss: 0.716810 - 1s
Epoch 993/50000
discriminator loss: 1.344245 - generator loss: 0.744593 - 1s
Epoch 994/50000
discriminator loss: 1.361861 - generator loss: 0.753348 - 1s
Epoch 995/50000
discriminator loss: 1.355171 - generator loss: 0.761391 - 1s
Epoch 996/50000
discriminator loss: 1.341940 - generator loss: 0.757631 - 1s
Epoch 997/50000
discriminator loss: 1.360758 - generator loss: 0.741447 - 1s
Epoch 998/50000
discriminator loss: 1.340917 - generator loss: 0.747535 - 1s
Epoch 999/50000
discriminator loss: 1.341291 - generator loss: 0.740685 - 1s
Epoch 1000/50000
discriminator loss: 1.364603 - generator loss: 0.750635 - 1s
Epoch 1001/50000
discriminator loss: 1.354442 - generator loss: 0.764966 - 1s

Loss: 

Epoch 1002/50000
discriminator loss: 1.350548 - generator loss: 0.760054 - 1s
Epoch 1003/50000
discriminator loss: 1.353050 - generator loss: 0.744952 - 1s
Epoch 1004/50000
discriminator loss: 1.351917 - generator loss: 0.733282 - 1s
Epoch 1005/50000
discriminator loss: 1.342024 - generator loss: 0.748789 - 1s
Epoch 1006/50000
discriminator loss: 1.354505 - generator loss: 0.746429 - 1s
Epoch 1007/50000
discriminator loss: 1.348706 - generator loss: 0.764901 - 1s
Epoch 1008/50000
discriminator loss: 1.338866 - generator loss: 0.779184 - 1s
Epoch 1009/50000
discriminator loss: 1.361513 - generator loss: 0.732796 - 1s
Epoch 1010/50000
discriminator loss: 1.355298 - generator loss: 0.723329 - 1s
Epoch 1011/50000
discriminator loss: 1.340725 - generator loss: 0.750530 - 1s
Epoch 1012/50000
discriminator loss: 1.366242 - generator loss: 0.748605 - 1s
Epoch 1013/50000
discriminator loss: 1.346120 - generator loss: 0.767330 - 1s
Epoch 1014/50000
discriminator loss: 1.337726 - generator loss: 0.774832 - 1s
Epoch 1015/50000
discriminator loss: 1.361372 - generator loss: 0.728618 - 1s
Epoch 1016/50000
discriminator loss: 1.353414 - generator loss: 0.733251 - 1s
Epoch 1017/50000
discriminator loss: 1.338643 - generator loss: 0.750823 - 1s
Epoch 1018/50000
discriminator loss: 1.355772 - generator loss: 0.750866 - 1s
Epoch 1019/50000
discriminator loss: 1.357634 - generator loss: 0.759649 - 1s
Epoch 1020/50000
discriminator loss: 1.342184 - generator loss: 0.772882 - 1s
Epoch 1021/50000
discriminator loss: 1.355466 - generator loss: 0.736970 - 1s
Epoch 1022/50000
discriminator loss: 1.359302 - generator loss: 0.731945 - 1s
Epoch 1023/50000
discriminator loss: 1.342444 - generator loss: 0.746229 - 1s
Epoch 1024/50000
discriminator loss: 1.354104 - generator loss: 0.747668 - 1s
Epoch 1025/50000
discriminator loss: 1.353022 - generator loss: 0.764781 - 1s
Epoch 1026/50000
discriminator loss: 1.342609 - generator loss: 0.769307 - 1s
Epoch 1027/50000
discriminator loss: 1.359243 - generator loss: 0.740343 - 1s
Epoch 1028/50000
discriminator loss: 1.355740 - generator loss: 0.733556 - 1s
Epoch 1029/50000
discriminator loss: 1.348284 - generator loss: 0.750249 - 1s
Epoch 1030/50000
discriminator loss: 1.359327 - generator loss: 0.755468 - 1s
Epoch 1031/50000
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Epoch 1032/50000
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Epoch 1033/50000
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Epoch 1034/50000
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Epoch 1035/50000
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Epoch 1036/50000
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Epoch 1037/50000
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Epoch 1038/50000
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Epoch 1039/50000
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Epoch 1040/50000
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Epoch 1041/50000
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Epoch 1042/50000
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Epoch 1043/50000
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Epoch 1044/50000
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Epoch 1045/50000
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Epoch 1046/50000
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Epoch 1047/50000
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Epoch 1048/50000
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Epoch 1049/50000
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Epoch 1050/50000
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Epoch 1051/50000
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Epoch 1052/50000
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Epoch 1053/50000
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Epoch 1054/50000
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Epoch 1055/50000
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Epoch 1056/50000
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Epoch 1057/50000
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Epoch 1058/50000
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Epoch 1059/50000
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Epoch 1060/50000
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Epoch 1061/50000
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Epoch 1062/50000
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Epoch 1063/50000
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Epoch 1064/50000
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Epoch 1065/50000
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Epoch 1066/50000
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Epoch 1067/50000
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Epoch 1068/50000
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Epoch 1069/50000
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Epoch 1070/50000
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Epoch 1071/50000
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Epoch 1072/50000
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Epoch 1073/50000
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Epoch 1074/50000
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Epoch 1075/50000
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Epoch 1076/50000
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Epoch 1077/50000
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Epoch 1078/50000
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Epoch 1079/50000
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Epoch 1080/50000
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Epoch 1081/50000
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Epoch 1082/50000
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Epoch 1083/50000
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Epoch 1084/50000
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Epoch 1085/50000
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Epoch 1086/50000
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Epoch 1087/50000
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Epoch 1088/50000
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Epoch 1089/50000
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Epoch 1090/50000
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Epoch 1091/50000
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Epoch 1092/50000
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Epoch 1093/50000
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Epoch 1094/50000
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Epoch 1095/50000
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Epoch 1096/50000
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Epoch 1097/50000
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Epoch 1098/50000
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Epoch 1099/50000
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Epoch 1100/50000
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Epoch 1101/50000
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Epoch 1102/50000
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Epoch 1103/50000
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Epoch 1104/50000
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Epoch 1105/50000
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Epoch 1106/50000
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Epoch 1107/50000
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Epoch 1108/50000
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Epoch 1109/50000
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Epoch 1110/50000
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Epoch 1111/50000
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Epoch 1112/50000
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Epoch 1113/50000
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Epoch 1114/50000
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Epoch 1115/50000
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Epoch 1116/50000
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Epoch 1117/50000
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Epoch 1118/50000
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Epoch 1119/50000
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Epoch 1120/50000
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Epoch 1121/50000
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Epoch 1122/50000
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Epoch 1123/50000
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Epoch 1124/50000
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Epoch 1125/50000
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Epoch 1126/50000
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Epoch 1127/50000
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Epoch 1128/50000
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Epoch 1129/50000
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Epoch 1130/50000
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Epoch 1131/50000
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Epoch 1132/50000
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Epoch 1133/50000
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Epoch 1134/50000
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Epoch 1135/50000
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Epoch 1136/50000
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Epoch 1137/50000
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Epoch 1138/50000
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Epoch 1139/50000
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Epoch 1140/50000
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Epoch 1141/50000
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Epoch 1142/50000
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Epoch 1143/50000
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Epoch 1144/50000
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Epoch 1145/50000
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Epoch 1146/50000
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Epoch 1147/50000
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Epoch 1148/50000
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Epoch 1149/50000
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Epoch 1150/50000
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Epoch 1151/50000
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Epoch 1152/50000
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Epoch 1153/50000
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Epoch 1154/50000
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Epoch 1155/50000
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Epoch 1156/50000
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Epoch 1157/50000
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Epoch 1158/50000
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Epoch 1159/50000
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Epoch 1160/50000
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Epoch 1161/50000
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Epoch 1162/50000
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Epoch 1163/50000
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Epoch 1164/50000
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Epoch 1165/50000
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Epoch 1166/50000
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Epoch 1167/50000
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Epoch 1168/50000
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Epoch 1169/50000
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Epoch 1170/50000
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Epoch 1171/50000
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Epoch 1172/50000
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Epoch 1173/50000
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Epoch 1174/50000
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Epoch 1175/50000
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Epoch 1176/50000
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Epoch 1177/50000
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Epoch 1178/50000
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Epoch 1179/50000
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Epoch 1180/50000
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Epoch 1181/50000
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Epoch 1182/50000
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Epoch 1183/50000
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Epoch 1184/50000
discriminator loss: 1.346489 - generator loss: 0.754288 - 1s
Epoch 1185/50000
discriminator loss: 1.353227 - generator loss: 0.750387 - 1s
Epoch 1186/50000
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Epoch 1187/50000
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Epoch 1188/50000
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Epoch 1189/50000
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Epoch 1190/50000
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Epoch 1191/50000
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Epoch 1192/50000
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Epoch 1193/50000
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Epoch 1194/50000
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Epoch 1195/50000
discriminator loss: 1.350796 - generator loss: 0.749100 - 1s
Epoch 1196/50000
discriminator loss: 1.360755 - generator loss: 0.741172 - 1s
Epoch 1197/50000
discriminator loss: 1.336801 - generator loss: 0.764793 - 1s
Epoch 1198/50000
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Epoch 1199/50000
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Epoch 1200/50000
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Epoch 1201/50000
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Epoch 1202/50000
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Epoch 1203/50000
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Epoch 1204/50000
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Epoch 1205/50000
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Epoch 1206/50000
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Epoch 1207/50000
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Epoch 1208/50000
discriminator loss: 1.362366 - generator loss: 0.744604 - 1s
Epoch 1209/50000
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Epoch 1210/50000
discriminator loss: 1.356992 - generator loss: 0.748292 - 1s
Epoch 1211/50000
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Epoch 1212/50000
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Epoch 1213/50000
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Epoch 1214/50000
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Epoch 1215/50000
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Epoch 1216/50000
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Epoch 1217/50000
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Epoch 1218/50000
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Epoch 1219/50000
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Epoch 1220/50000
discriminator loss: 1.354208 - generator loss: 0.767807 - 1s
Epoch 1221/50000
discriminator loss: 1.343483 - generator loss: 0.763164 - 1s
Epoch 1222/50000
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Epoch 1223/50000
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Epoch 1224/50000
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Epoch 1225/50000
discriminator loss: 1.360573 - generator loss: 0.745980 - 1s
Epoch 1226/50000
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Epoch 1227/50000
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Epoch 1228/50000
discriminator loss: 1.355917 - generator loss: 0.733549 - 1s
Epoch 1229/50000
discriminator loss: 1.350394 - generator loss: 0.735390 - 1s
Epoch 1230/50000
discriminator loss: 1.341942 - generator loss: 0.753400 - 1s
Epoch 1231/50000
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Epoch 1232/50000
discriminator loss: 1.344257 - generator loss: 0.764357 - 1s
Epoch 1233/50000
discriminator loss: 1.344622 - generator loss: 0.760642 - 1s
Epoch 1234/50000
discriminator loss: 1.359876 - generator loss: 0.727377 - 1s
Epoch 1235/50000
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Epoch 1236/50000
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Epoch 1237/50000
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Epoch 1238/50000
discriminator loss: 1.350077 - generator loss: 0.761850 - 1s
Epoch 1239/50000
discriminator loss: 1.351152 - generator loss: 0.749829 - 1s
Epoch 1240/50000
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Epoch 1241/50000
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Epoch 1242/50000
discriminator loss: 1.355367 - generator loss: 0.747683 - 1s
Epoch 1243/50000
discriminator loss: 1.361988 - generator loss: 0.750564 - 1s
Epoch 1244/50000
discriminator loss: 1.343977 - generator loss: 0.767219 - 1s
Epoch 1245/50000
discriminator loss: 1.356893 - generator loss: 0.739134 - 1s
Epoch 1246/50000
discriminator loss: 1.357528 - generator loss: 0.731512 - 1s
Epoch 1247/50000
discriminator loss: 1.342595 - generator loss: 0.741901 - 1s
Epoch 1248/50000
discriminator loss: 1.360019 - generator loss: 0.751676 - 1s
Epoch 1249/50000
discriminator loss: 1.354294 - generator loss: 0.759417 - 1s
Epoch 1250/50000
discriminator loss: 1.339595 - generator loss: 0.772208 - 1s
Epoch 1251/50000
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Epoch 1252/50000
discriminator loss: 1.348097 - generator loss: 0.730128 - 1s
Epoch 1253/50000
discriminator loss: 1.353892 - generator loss: 0.746185 - 1s
Epoch 1254/50000
discriminator loss: 1.350481 - generator loss: 0.752370 - 1s
Epoch 1255/50000
discriminator loss: 1.352633 - generator loss: 0.767265 - 1s
Epoch 1256/50000
discriminator loss: 1.335534 - generator loss: 0.768739 - 1s
Epoch 1257/50000
discriminator loss: 1.364727 - generator loss: 0.728002 - 1s
Epoch 1258/50000
discriminator loss: 1.348637 - generator loss: 0.730599 - 1s
Epoch 1259/50000
discriminator loss: 1.343266 - generator loss: 0.754018 - 1s
Epoch 1260/50000
discriminator loss: 1.366677 - generator loss: 0.750020 - 1s
Epoch 1261/50000
discriminator loss: 1.351716 - generator loss: 0.758024 - 1s
Epoch 1262/50000
discriminator loss: 1.342501 - generator loss: 0.763037 - 1s
Epoch 1263/50000
discriminator loss: 1.369459 - generator loss: 0.726370 - 1s
Epoch 1264/50000
discriminator loss: 1.343664 - generator loss: 0.734571 - 1s
Epoch 1265/50000
discriminator loss: 1.350363 - generator loss: 0.750498 - 1s
Epoch 1266/50000
discriminator loss: 1.355792 - generator loss: 0.758689 - 1s
Epoch 1267/50000
discriminator loss: 1.344972 - generator loss: 0.763889 - 1s
Epoch 1268/50000
discriminator loss: 1.355816 - generator loss: 0.749964 - 1s
Epoch 1269/50000
discriminator loss: 1.365388 - generator loss: 0.728312 - 1s
Epoch 1270/50000
discriminator loss: 1.347579 - generator loss: 0.740060 - 1s
Epoch 1271/50000
discriminator loss: 1.342553 - generator loss: 0.750730 - 1s
Epoch 1272/50000
discriminator loss: 1.362419 - generator loss: 0.758498 - 1s
Epoch 1273/50000
discriminator loss: 1.346015 - generator loss: 0.771704 - 1s
Epoch 1274/50000
discriminator loss: 1.346847 - generator loss: 0.739944 - 1s
Epoch 1275/50000
discriminator loss: 1.362002 - generator loss: 0.726158 - 1s
Epoch 1276/50000
discriminator loss: 1.344400 - generator loss: 0.746687 - 1s
Epoch 1277/50000
discriminator loss: 1.352598 - generator loss: 0.750202 - 1s
Epoch 1278/50000
discriminator loss: 1.359448 - generator loss: 0.760967 - 1s
Epoch 1279/50000
discriminator loss: 1.347885 - generator loss: 0.768979 - 1s
Epoch 1280/50000
discriminator loss: 1.344565 - generator loss: 0.753031 - 1s
Epoch 1281/50000
discriminator loss: 1.356917 - generator loss: 0.724941 - 1s
Epoch 1282/50000
discriminator loss: 1.340469 - generator loss: 0.750021 - 1s
Epoch 1283/50000
discriminator loss: 1.351020 - generator loss: 0.752858 - 1s
Epoch 1284/50000
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Epoch 1285/50000
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Epoch 1286/50000
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Epoch 1287/50000
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Epoch 1288/50000
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Epoch 1289/50000
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Epoch 1290/50000
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Epoch 1291/50000
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Epoch 1292/50000
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Epoch 1293/50000
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Epoch 1294/50000
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Epoch 1295/50000
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Epoch 1296/50000
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Epoch 1297/50000
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Epoch 1298/50000
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Epoch 1299/50000
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Epoch 1300/50000
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Epoch 1301/50000
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Epoch 1302/50000
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Epoch 1303/50000
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Epoch 1304/50000
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Epoch 1305/50000
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Epoch 1306/50000
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Epoch 1307/50000
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Epoch 1308/50000
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Epoch 1309/50000
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Epoch 1310/50000
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Epoch 1311/50000
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Epoch 1312/50000
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Epoch 1313/50000
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Epoch 1314/50000
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Epoch 1315/50000
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Epoch 1316/50000
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Epoch 1317/50000
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Epoch 1318/50000
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Epoch 1319/50000
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Epoch 1320/50000
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Epoch 1321/50000
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Epoch 1322/50000
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Epoch 1323/50000
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Epoch 1324/50000
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Epoch 1325/50000
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Epoch 1326/50000
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Epoch 1327/50000
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Epoch 1328/50000
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Epoch 1329/50000
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Epoch 1330/50000
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Epoch 1331/50000
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Epoch 1332/50000
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Epoch 1333/50000
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Epoch 1334/50000
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Epoch 1335/50000
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Epoch 1336/50000
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Epoch 1337/50000
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Epoch 1338/50000
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Epoch 1339/50000
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Epoch 1340/50000
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Epoch 1341/50000
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Epoch 1342/50000
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Epoch 1343/50000
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Epoch 1344/50000
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Epoch 1345/50000
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Epoch 1346/50000
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Epoch 1347/50000
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Epoch 1348/50000
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Epoch 1349/50000
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Epoch 1350/50000
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Epoch 1351/50000
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Epoch 1352/50000
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Epoch 1353/50000
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Epoch 1354/50000
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Epoch 1355/50000
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Epoch 1356/50000
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Epoch 1357/50000
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Epoch 1358/50000
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Epoch 1359/50000
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Epoch 1360/50000
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Epoch 1361/50000
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Epoch 1362/50000
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Epoch 1363/50000
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Epoch 1364/50000
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Epoch 1365/50000
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Epoch 1366/50000
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Epoch 1367/50000
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Epoch 1368/50000
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Epoch 1369/50000
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Epoch 1370/50000
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Epoch 1371/50000
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Epoch 1372/50000
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Epoch 1373/50000
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Epoch 1374/50000
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Epoch 1375/50000
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Epoch 1376/50000
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Epoch 1377/50000
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Epoch 1378/50000
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Epoch 1379/50000
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Epoch 1380/50000
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Epoch 1381/50000
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Epoch 1382/50000
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Epoch 1383/50000
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Epoch 1384/50000
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Epoch 1385/50000
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Epoch 1386/50000
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Epoch 1387/50000
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Epoch 1388/50000
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Epoch 1389/50000
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Epoch 1390/50000
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Epoch 1391/50000
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Epoch 1392/50000
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Epoch 1393/50000
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Epoch 1394/50000
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Epoch 1395/50000
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Epoch 1396/50000
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Epoch 1397/50000
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Epoch 1398/50000
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Epoch 1399/50000
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Epoch 1400/50000
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Epoch 1401/50000
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Epoch 1402/50000
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Epoch 1403/50000
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Epoch 1404/50000
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Epoch 1405/50000
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Epoch 1406/50000
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Epoch 1407/50000
discriminator loss: 1.357004 - generator loss: 0.732176 - 1s
Epoch 1408/50000
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Epoch 1409/50000
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Epoch 1410/50000
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Epoch 1411/50000
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Epoch 1412/50000
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Epoch 1413/50000
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Epoch 1414/50000
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Epoch 1415/50000
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Epoch 1416/50000
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Epoch 1417/50000
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Epoch 1418/50000
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Epoch 1419/50000
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Epoch 1420/50000
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Epoch 1421/50000
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Epoch 1422/50000
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Epoch 1423/50000
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Epoch 1424/50000
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Epoch 1425/50000
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Epoch 1426/50000
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Epoch 1427/50000
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Epoch 1428/50000
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Epoch 1429/50000
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Epoch 1430/50000
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Epoch 1431/50000
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Epoch 1432/50000
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Epoch 1433/50000
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Epoch 1434/50000
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Epoch 1435/50000
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Epoch 1436/50000
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Epoch 1437/50000
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Epoch 1438/50000
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Epoch 1439/50000
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Epoch 1440/50000
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Epoch 1441/50000
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Epoch 1442/50000
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Epoch 1443/50000
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Epoch 1444/50000
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Epoch 1445/50000
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Epoch 1446/50000
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Epoch 1447/50000
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Epoch 1448/50000
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Epoch 1449/50000
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Epoch 1450/50000
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Epoch 1451/50000
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Epoch 1452/50000
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Epoch 1453/50000
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Epoch 1454/50000
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Epoch 1455/50000
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Epoch 1456/50000
discriminator loss: 1.352809 - generator loss: 0.736244 - 1s
Epoch 1457/50000
discriminator loss: 1.348766 - generator loss: 0.757161 - 1s
Epoch 1458/50000
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Epoch 1459/50000
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Epoch 1460/50000
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Epoch 1461/50000
discriminator loss: 1.352816 - generator loss: 0.737970 - 1s
Epoch 1462/50000
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Epoch 1463/50000
discriminator loss: 1.352921 - generator loss: 0.748154 - 1s
Epoch 1464/50000
discriminator loss: 1.355638 - generator loss: 0.759240 - 1s
Epoch 1465/50000
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Epoch 1466/50000
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Epoch 1467/50000
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Epoch 1468/50000
discriminator loss: 1.348314 - generator loss: 0.736678 - 1s
Epoch 1469/50000
discriminator loss: 1.365999 - generator loss: 0.745663 - 1s
Epoch 1470/50000
discriminator loss: 1.348587 - generator loss: 0.761544 - 1s
Epoch 1471/50000
discriminator loss: 1.346698 - generator loss: 0.759416 - 1s
Epoch 1472/50000
discriminator loss: 1.351696 - generator loss: 0.753255 - 1s
Epoch 1473/50000
discriminator loss: 1.354780 - generator loss: 0.725553 - 1s
Epoch 1474/50000
discriminator loss: 1.342401 - generator loss: 0.754250 - 1s
Epoch 1475/50000
discriminator loss: 1.359509 - generator loss: 0.758029 - 1s
Epoch 1476/50000
discriminator loss: 1.360965 - generator loss: 0.756716 - 1s
Epoch 1477/50000
discriminator loss: 1.332996 - generator loss: 0.763852 - 1s
Epoch 1478/50000
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Epoch 1479/50000
discriminator loss: 1.351795 - generator loss: 0.738002 - 1s
Epoch 1480/50000
discriminator loss: 1.352682 - generator loss: 0.741999 - 1s
Epoch 1481/50000
discriminator loss: 1.352190 - generator loss: 0.754032 - 1s
Epoch 1482/50000
discriminator loss: 1.355294 - generator loss: 0.765494 - 1s
Epoch 1483/50000
discriminator loss: 1.336064 - generator loss: 0.781512 - 1s
Epoch 1484/50000
discriminator loss: 1.366753 - generator loss: 0.724348 - 1s
Epoch 1485/50000
discriminator loss: 1.351849 - generator loss: 0.734964 - 1s
Epoch 1486/50000
discriminator loss: 1.353093 - generator loss: 0.750954 - 1s
Epoch 1487/50000
discriminator loss: 1.361643 - generator loss: 0.755719 - 1s
Epoch 1488/50000
discriminator loss: 1.347052 - generator loss: 0.764358 - 1s
Epoch 1489/50000
discriminator loss: 1.348366 - generator loss: 0.754783 - 1s
Epoch 1490/50000
discriminator loss: 1.353672 - generator loss: 0.745823 - 1s
Epoch 1491/50000
discriminator loss: 1.356568 - generator loss: 0.726956 - 1s
Epoch 1492/50000
discriminator loss: 1.343036 - generator loss: 0.750998 - 1s
Epoch 1493/50000
discriminator loss: 1.369678 - generator loss: 0.754563 - 1s
Epoch 1494/50000
discriminator loss: 1.345961 - generator loss: 0.770717 - 1s
Epoch 1495/50000
discriminator loss: 1.350909 - generator loss: 0.753402 - 1s
Epoch 1496/50000
discriminator loss: 1.361424 - generator loss: 0.729231 - 1s
Epoch 1497/50000
discriminator loss: 1.349709 - generator loss: 0.736447 - 1s
Epoch 1498/50000
discriminator loss: 1.344903 - generator loss: 0.751371 - 1s
Epoch 1499/50000
discriminator loss: 1.362570 - generator loss: 0.745656 - 1s
Epoch 1500/50000
discriminator loss: 1.352057 - generator loss: 0.764375 - 1s
Epoch 1501/50000
discriminator loss: 1.344058 - generator loss: 0.760751 - 1s
Epoch 1502/50000
discriminator loss: 1.358962 - generator loss: 0.733800 - 1s
Epoch 1503/50000
discriminator loss: 1.357428 - generator loss: 0.724446 - 1s
Epoch 1504/50000
discriminator loss: 1.357968 - generator loss: 0.748442 - 1s
Epoch 1505/50000
discriminator loss: 1.368821 - generator loss: 0.747257 - 1s
Epoch 1506/50000
discriminator loss: 1.343821 - generator loss: 0.767123 - 1s
Epoch 1507/50000
discriminator loss: 1.342484 - generator loss: 0.759001 - 1s
Epoch 1508/50000
discriminator loss: 1.364232 - generator loss: 0.730420 - 1s
Epoch 1509/50000
discriminator loss: 1.346204 - generator loss: 0.736211 - 1s
Epoch 1510/50000
discriminator loss: 1.342631 - generator loss: 0.745267 - 1s
Epoch 1511/50000
discriminator loss: 1.357117 - generator loss: 0.754747 - 1s
Epoch 1512/50000
discriminator loss: 1.352472 - generator loss: 0.764327 - 1s
Epoch 1513/50000
discriminator loss: 1.343917 - generator loss: 0.756233 - 1s
Epoch 1514/50000
discriminator loss: 1.361233 - generator loss: 0.730660 - 1s
Epoch 1515/50000
discriminator loss: 1.351458 - generator loss: 0.730998 - 1s
Epoch 1516/50000
discriminator loss: 1.350313 - generator loss: 0.753900 - 1s
Epoch 1517/50000
discriminator loss: 1.358735 - generator loss: 0.747961 - 1s
Epoch 1518/50000
discriminator loss: 1.351873 - generator loss: 0.759297 - 1s
Epoch 1519/50000
discriminator loss: 1.340825 - generator loss: 0.763299 - 1s
Epoch 1520/50000
discriminator loss: 1.355356 - generator loss: 0.738312 - 1s
Epoch 1521/50000
discriminator loss: 1.351179 - generator loss: 0.729807 - 1s
Epoch 1522/50000
discriminator loss: 1.345856 - generator loss: 0.747808 - 1s
Epoch 1523/50000
discriminator loss: 1.363980 - generator loss: 0.748318 - 1s
Epoch 1524/50000
discriminator loss: 1.352288 - generator loss: 0.761187 - 1s
Epoch 1525/50000
discriminator loss: 1.341067 - generator loss: 0.763997 - 1s
Epoch 1526/50000
discriminator loss: 1.361402 - generator loss: 0.734204 - 1s
Epoch 1527/50000
discriminator loss: 1.354139 - generator loss: 0.729807 - 1s
Epoch 1528/50000
discriminator loss: 1.344215 - generator loss: 0.743484 - 1s
Epoch 1529/50000
discriminator loss: 1.362583 - generator loss: 0.746379 - 1s
Epoch 1530/50000
discriminator loss: 1.350175 - generator loss: 0.765932 - 1s
Epoch 1531/50000
discriminator loss: 1.350044 - generator loss: 0.759784 - 1s
Epoch 1532/50000
discriminator loss: 1.356305 - generator loss: 0.732565 - 1s
Epoch 1533/50000
discriminator loss: 1.350004 - generator loss: 0.732883 - 1s
Epoch 1534/50000
discriminator loss: 1.336971 - generator loss: 0.752165 - 1s
Epoch 1535/50000
discriminator loss: 1.360307 - generator loss: 0.744334 - 1s
Epoch 1536/50000
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Epoch 1537/50000
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Epoch 1538/50000
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Epoch 1539/50000
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Epoch 1540/50000
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Epoch 1541/50000
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Epoch 1542/50000
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Epoch 1543/50000
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Epoch 1544/50000
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Epoch 1545/50000
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Epoch 1546/50000
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Epoch 1547/50000
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Epoch 1548/50000
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Epoch 1549/50000
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Epoch 1550/50000
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Epoch 1551/50000
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Epoch 1552/50000
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Epoch 1553/50000
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Epoch 1554/50000
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Epoch 1555/50000
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Epoch 1556/50000
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Epoch 1557/50000
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Epoch 1558/50000
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Epoch 1559/50000
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Epoch 1560/50000
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Epoch 1561/50000
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Epoch 1562/50000
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Epoch 1563/50000
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Epoch 1564/50000
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Epoch 1565/50000
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Epoch 1566/50000
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Epoch 1567/50000
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Epoch 1568/50000
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Epoch 1569/50000
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Epoch 1570/50000
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Epoch 1571/50000
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Epoch 1572/50000
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Epoch 1573/50000
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Epoch 1574/50000
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Epoch 1575/50000
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Epoch 1576/50000
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Epoch 1577/50000
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Epoch 1578/50000
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Epoch 1579/50000
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Epoch 1580/50000
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Epoch 1581/50000
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Epoch 1582/50000
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Epoch 1583/50000
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Epoch 1584/50000
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Epoch 1585/50000
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Epoch 1586/50000
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Epoch 1587/50000
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Epoch 1588/50000
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Epoch 1589/50000
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Epoch 1590/50000
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Epoch 1591/50000
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Epoch 1592/50000
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Epoch 1593/50000
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Epoch 1594/50000
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Epoch 1595/50000
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Epoch 1596/50000
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Epoch 1597/50000
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Epoch 1598/50000
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Epoch 1599/50000
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Epoch 1600/50000
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Epoch 1601/50000
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Epoch 1602/50000
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Epoch 1603/50000
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Epoch 1604/50000
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Epoch 1605/50000
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Epoch 1606/50000
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Epoch 1607/50000
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Epoch 1608/50000
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Epoch 1609/50000
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Epoch 1610/50000
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Epoch 1611/50000
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Epoch 1612/50000
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Epoch 1613/50000
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Epoch 1614/50000
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Epoch 1615/50000
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Epoch 1616/50000
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Epoch 1617/50000
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Epoch 1618/50000
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Epoch 1619/50000
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Epoch 1620/50000
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Epoch 1621/50000
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Epoch 1622/50000
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Epoch 1623/50000
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Epoch 1624/50000
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Epoch 1625/50000
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Epoch 1626/50000
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Epoch 1627/50000
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Epoch 1628/50000
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Epoch 1629/50000
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Epoch 1630/50000
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Epoch 1631/50000
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Epoch 1632/50000
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Epoch 1633/50000
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Epoch 1634/50000
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Epoch 1635/50000
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Epoch 1636/50000
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Epoch 1637/50000
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Epoch 1638/50000
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Epoch 1639/50000
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Epoch 1640/50000
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Epoch 1641/50000
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Epoch 1642/50000
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Epoch 1643/50000
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Epoch 1644/50000
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Epoch 1645/50000
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Epoch 1646/50000
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Epoch 1647/50000
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Epoch 1648/50000
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Epoch 1649/50000
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Epoch 1650/50000
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Epoch 1651/50000
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Epoch 1652/50000
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Epoch 1653/50000
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Epoch 1654/50000
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Epoch 1655/50000
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Epoch 1656/50000
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Epoch 1657/50000
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Epoch 1658/50000
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Epoch 1659/50000
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Epoch 1660/50000
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Epoch 1661/50000
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Epoch 1662/50000
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Epoch 1663/50000
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Epoch 1664/50000
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Epoch 1665/50000
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Epoch 1666/50000
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Epoch 1667/50000
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Epoch 1668/50000
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Epoch 1669/50000
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Epoch 1670/50000
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Epoch 1671/50000
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Epoch 1672/50000
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Epoch 1673/50000
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Epoch 1674/50000
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Epoch 1675/50000
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Epoch 1676/50000
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Epoch 1677/50000
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Epoch 1678/50000
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Epoch 1679/50000
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Epoch 1680/50000
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Epoch 1681/50000
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Epoch 1682/50000
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Epoch 1683/50000
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Epoch 1684/50000
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Epoch 1685/50000
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Epoch 1686/50000
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Epoch 1687/50000
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Epoch 1688/50000
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Epoch 1689/50000
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Epoch 1690/50000
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Epoch 1691/50000
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Epoch 1692/50000
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Epoch 1693/50000
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Epoch 1694/50000
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Epoch 1695/50000
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Epoch 1696/50000
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Epoch 1697/50000
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Epoch 1698/50000
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Epoch 1699/50000
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Epoch 1700/50000
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Epoch 1701/50000
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Epoch 1702/50000
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Epoch 1703/50000
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Epoch 1704/50000
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Epoch 1705/50000
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Epoch 1706/50000
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Epoch 1707/50000
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Epoch 1708/50000
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Epoch 1709/50000
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Epoch 1710/50000
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Epoch 1711/50000
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Epoch 1712/50000
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Epoch 1713/50000
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Epoch 1714/50000
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Epoch 1715/50000
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Epoch 1716/50000
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Epoch 1717/50000
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Epoch 1718/50000
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Epoch 1719/50000
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Epoch 1720/50000
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Epoch 1721/50000
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Epoch 1722/50000
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Epoch 1723/50000
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Epoch 1724/50000
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Epoch 1725/50000
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Epoch 1726/50000
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Epoch 1727/50000
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Epoch 1728/50000
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Epoch 1729/50000
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Epoch 1730/50000
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Epoch 1731/50000
discriminator loss: 1.346238 - generator loss: 0.737360 - 1s
Epoch 1732/50000
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Epoch 1733/50000
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Epoch 1734/50000
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Epoch 1735/50000
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Epoch 1736/50000
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Epoch 1737/50000
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Epoch 1738/50000
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Epoch 1739/50000
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Epoch 1740/50000
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Epoch 1741/50000
discriminator loss: 1.351986 - generator loss: 0.758282 - 1s
Epoch 1742/50000
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Epoch 1743/50000
discriminator loss: 1.343097 - generator loss: 0.738785 - 1s
Epoch 1744/50000
discriminator loss: 1.351105 - generator loss: 0.750696 - 1s
Epoch 1745/50000
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Epoch 1746/50000
discriminator loss: 1.355600 - generator loss: 0.756984 - 1s
Epoch 1747/50000
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Epoch 1748/50000
discriminator loss: 1.370494 - generator loss: 0.725467 - 1s
Epoch 1749/50000
discriminator loss: 1.341003 - generator loss: 0.746878 - 1s
Epoch 1750/50000
discriminator loss: 1.359339 - generator loss: 0.738133 - 1s
Epoch 1751/50000
discriminator loss: 1.360613 - generator loss: 0.748136 - 1s
Epoch 1752/50000
discriminator loss: 1.350948 - generator loss: 0.756101 - 1s
Epoch 1753/50000
discriminator loss: 1.346149 - generator loss: 0.761659 - 1s
Epoch 1754/50000
discriminator loss: 1.360406 - generator loss: 0.733595 - 1s
Epoch 1755/50000
discriminator loss: 1.351152 - generator loss: 0.740320 - 1s
Epoch 1756/50000
discriminator loss: 1.351983 - generator loss: 0.750598 - 1s
Epoch 1757/50000
discriminator loss: 1.363214 - generator loss: 0.745615 - 1s
Epoch 1758/50000
discriminator loss: 1.337324 - generator loss: 0.766944 - 1s
Epoch 1759/50000
discriminator loss: 1.363690 - generator loss: 0.749368 - 1s
Epoch 1760/50000
discriminator loss: 1.350107 - generator loss: 0.749314 - 1s
Epoch 1761/50000
discriminator loss: 1.356079 - generator loss: 0.730947 - 1s
Epoch 1762/50000
discriminator loss: 1.348820 - generator loss: 0.745731 - 1s
Epoch 1763/50000
discriminator loss: 1.363064 - generator loss: 0.756664 - 1s
Epoch 1764/50000
discriminator loss: 1.336249 - generator loss: 0.774453 - 1s
Epoch 1765/50000
discriminator loss: 1.350695 - generator loss: 0.752145 - 1s
Epoch 1766/50000
discriminator loss: 1.344896 - generator loss: 0.736693 - 1s
Epoch 1767/50000
discriminator loss: 1.354689 - generator loss: 0.746357 - 1s
Epoch 1768/50000
discriminator loss: 1.351771 - generator loss: 0.748202 - 1s
Epoch 1769/50000
discriminator loss: 1.356552 - generator loss: 0.737137 - 1s
Epoch 1770/50000
discriminator loss: 1.348929 - generator loss: 0.768761 - 1s
Epoch 1771/50000
discriminator loss: 1.359640 - generator loss: 0.750579 - 1s
Epoch 1772/50000
discriminator loss: 1.357473 - generator loss: 0.739239 - 1s
Epoch 1773/50000
discriminator loss: 1.356243 - generator loss: 0.733238 - 1s
Epoch 1774/50000
discriminator loss: 1.340447 - generator loss: 0.750611 - 1s
Epoch 1775/50000
discriminator loss: 1.355200 - generator loss: 0.761096 - 1s
Epoch 1776/50000
discriminator loss: 1.347050 - generator loss: 0.760909 - 1s
Epoch 1777/50000
discriminator loss: 1.349912 - generator loss: 0.749922 - 1s
Epoch 1778/50000
discriminator loss: 1.347389 - generator loss: 0.736512 - 1s
Epoch 1779/50000
discriminator loss: 1.347300 - generator loss: 0.748487 - 1s
Epoch 1780/50000
discriminator loss: 1.342462 - generator loss: 0.749514 - 1s
Epoch 1781/50000
discriminator loss: 1.363275 - generator loss: 0.748338 - 1s
Epoch 1782/50000
discriminator loss: 1.350807 - generator loss: 0.760072 - 1s
Epoch 1783/50000
discriminator loss: 1.347597 - generator loss: 0.762689 - 1s
Epoch 1784/50000
discriminator loss: 1.361276 - generator loss: 0.731478 - 1s
Epoch 1785/50000
discriminator loss: 1.345060 - generator loss: 0.738764 - 1s
Epoch 1786/50000
discriminator loss: 1.351731 - generator loss: 0.752815 - 1s
Epoch 1787/50000
discriminator loss: 1.356117 - generator loss: 0.759171 - 1s
Epoch 1788/50000
discriminator loss: 1.346916 - generator loss: 0.761509 - 1s
Epoch 1789/50000
discriminator loss: 1.348697 - generator loss: 0.753456 - 1s
Epoch 1790/50000
discriminator loss: 1.363247 - generator loss: 0.729231 - 1s
Epoch 1791/50000
discriminator loss: 1.345796 - generator loss: 0.743533 - 1s
Epoch 1792/50000
discriminator loss: 1.342919 - generator loss: 0.741339 - 1s
Epoch 1793/50000
discriminator loss: 1.361005 - generator loss: 0.755432 - 1s
Epoch 1794/50000
discriminator loss: 1.344837 - generator loss: 0.776697 - 1s
Epoch 1795/50000
discriminator loss: 1.342730 - generator loss: 0.761164 - 1s
Epoch 1796/50000
discriminator loss: 1.361104 - generator loss: 0.723786 - 1s
Epoch 1797/50000
discriminator loss: 1.346871 - generator loss: 0.740328 - 1s
Epoch 1798/50000
discriminator loss: 1.346390 - generator loss: 0.752564 - 1s
Epoch 1799/50000
discriminator loss: 1.361861 - generator loss: 0.746084 - 1s
Epoch 1800/50000
discriminator loss: 1.351266 - generator loss: 0.763350 - 1s
Epoch 1801/50000
discriminator loss: 1.348797 - generator loss: 0.756431 - 1s
Epoch 1802/50000
discriminator loss: 1.365548 - generator loss: 0.732873 - 1s
Epoch 1803/50000
discriminator loss: 1.349761 - generator loss: 0.727307 - 1s
Epoch 1804/50000
discriminator loss: 1.346535 - generator loss: 0.747476 - 1s
Epoch 1805/50000
discriminator loss: 1.362243 - generator loss: 0.749911 - 1s
Epoch 1806/50000
discriminator loss: 1.346197 - generator loss: 0.774734 - 1s
Epoch 1807/50000
discriminator loss: 1.343798 - generator loss: 0.761796 - 1s
Epoch 1808/50000
discriminator loss: 1.360933 - generator loss: 0.726919 - 1s
Epoch 1809/50000
discriminator loss: 1.350584 - generator loss: 0.733246 - 1s
Epoch 1810/50000
discriminator loss: 1.342383 - generator loss: 0.751753 - 1s
Epoch 1811/50000
discriminator loss: 1.375292 - generator loss: 0.742267 - 1s
Epoch 1812/50000
discriminator loss: 1.349897 - generator loss: 0.763346 - 1s
Epoch 1813/50000
discriminator loss: 1.342868 - generator loss: 0.757437 - 1s
Epoch 1814/50000
discriminator loss: 1.358823 - generator loss: 0.733215 - 1s
Epoch 1815/50000
discriminator loss: 1.349782 - generator loss: 0.733899 - 1s
Epoch 1816/50000
discriminator loss: 1.349693 - generator loss: 0.741750 - 1s
Epoch 1817/50000
discriminator loss: 1.357036 - generator loss: 0.754011 - 1s
Epoch 1818/50000
discriminator loss: 1.350176 - generator loss: 0.761901 - 1s
Epoch 1819/50000
discriminator loss: 1.357873 - generator loss: 0.745292 - 1s
Epoch 1820/50000
discriminator loss: 1.361582 - generator loss: 0.735019 - 1s
Epoch 1821/50000
discriminator loss: 1.350804 - generator loss: 0.735506 - 1s
Epoch 1822/50000
discriminator loss: 1.343725 - generator loss: 0.745786 - 1s
Epoch 1823/50000
discriminator loss: 1.355551 - generator loss: 0.751202 - 1s
Epoch 1824/50000
discriminator loss: 1.359598 - generator loss: 0.759176 - 1s
Epoch 1825/50000
discriminator loss: 1.348083 - generator loss: 0.756203 - 1s
Epoch 1826/50000
discriminator loss: 1.359706 - generator loss: 0.731952 - 1s
Epoch 1827/50000
discriminator loss: 1.351343 - generator loss: 0.736710 - 1s
Epoch 1828/50000
discriminator loss: 1.344129 - generator loss: 0.748188 - 1s
Epoch 1829/50000
discriminator loss: 1.365799 - generator loss: 0.746843 - 1s
Epoch 1830/50000
discriminator loss: 1.351712 - generator loss: 0.764723 - 1s
Epoch 1831/50000
discriminator loss: 1.352440 - generator loss: 0.747493 - 1s
Epoch 1832/50000
discriminator loss: 1.359115 - generator loss: 0.734810 - 1s
Epoch 1833/50000
discriminator loss: 1.342785 - generator loss: 0.733246 - 1s
Epoch 1834/50000
discriminator loss: 1.349769 - generator loss: 0.750889 - 1s
Epoch 1835/50000
discriminator loss: 1.366304 - generator loss: 0.747183 - 1s
Epoch 1836/50000
discriminator loss: 1.348044 - generator loss: 0.768906 - 1s
Epoch 1837/50000
discriminator loss: 1.344339 - generator loss: 0.757832 - 1s
Epoch 1838/50000
discriminator loss: 1.367848 - generator loss: 0.726651 - 1s
Epoch 1839/50000
discriminator loss: 1.350496 - generator loss: 0.731950 - 1s
Epoch 1840/50000
discriminator loss: 1.340766 - generator loss: 0.749133 - 1s
Epoch 1841/50000
discriminator loss: 1.363625 - generator loss: 0.751291 - 1s
Epoch 1842/50000
discriminator loss: 1.350175 - generator loss: 0.760143 - 1s
Epoch 1843/50000
discriminator loss: 1.354318 - generator loss: 0.748288 - 1s
Epoch 1844/50000
discriminator loss: 1.357391 - generator loss: 0.731392 - 1s
Epoch 1845/50000
discriminator loss: 1.342460 - generator loss: 0.741236 - 1s
Epoch 1846/50000
discriminator loss: 1.353067 - generator loss: 0.742514 - 1s
Epoch 1847/50000
discriminator loss: 1.362114 - generator loss: 0.747198 - 1s
Epoch 1848/50000
discriminator loss: 1.344898 - generator loss: 0.767369 - 1s
Epoch 1849/50000
discriminator loss: 1.352746 - generator loss: 0.755601 - 1s
Epoch 1850/50000
discriminator loss: 1.359485 - generator loss: 0.721955 - 1s
Epoch 1851/50000
discriminator loss: 1.349846 - generator loss: 0.742575 - 1s
Epoch 1852/50000
discriminator loss: 1.350737 - generator loss: 0.743570 - 1s
Epoch 1853/50000
discriminator loss: 1.357705 - generator loss: 0.749382 - 1s
Epoch 1854/50000
discriminator loss: 1.354552 - generator loss: 0.765406 - 1s
Epoch 1855/50000
discriminator loss: 1.349155 - generator loss: 0.751853 - 1s
Epoch 1856/50000
discriminator loss: 1.356626 - generator loss: 0.737313 - 1s
Epoch 1857/50000
discriminator loss: 1.351019 - generator loss: 0.730659 - 1s
Epoch 1858/50000
discriminator loss: 1.348872 - generator loss: 0.746523 - 1s
Epoch 1859/50000
discriminator loss: 1.360091 - generator loss: 0.743483 - 1s
Epoch 1860/50000
discriminator loss: 1.344437 - generator loss: 0.762708 - 1s
Epoch 1861/50000
discriminator loss: 1.350271 - generator loss: 0.754461 - 1s
Epoch 1862/50000
discriminator loss: 1.358340 - generator loss: 0.737799 - 1s
Epoch 1863/50000
discriminator loss: 1.352268 - generator loss: 0.729598 - 1s
Epoch 1864/50000
discriminator loss: 1.352672 - generator loss: 0.744426 - 1s
Epoch 1865/50000
discriminator loss: 1.359852 - generator loss: 0.747078 - 1s
Epoch 1866/50000
discriminator loss: 1.352776 - generator loss: 0.760672 - 1s
Epoch 1867/50000
discriminator loss: 1.349587 - generator loss: 0.751008 - 1s
Epoch 1868/50000
discriminator loss: 1.363647 - generator loss: 0.735197 - 1s
Epoch 1869/50000
discriminator loss: 1.343402 - generator loss: 0.738579 - 1s
Epoch 1870/50000
discriminator loss: 1.347441 - generator loss: 0.749514 - 1s
Epoch 1871/50000
discriminator loss: 1.357773 - generator loss: 0.756907 - 1s
Epoch 1872/50000
discriminator loss: 1.349816 - generator loss: 0.761352 - 1s
Epoch 1873/50000
discriminator loss: 1.351383 - generator loss: 0.757907 - 1s
Epoch 1874/50000
discriminator loss: 1.364795 - generator loss: 0.721793 - 1s
Epoch 1875/50000
discriminator loss: 1.339625 - generator loss: 0.744960 - 1s
Epoch 1876/50000
discriminator loss: 1.359077 - generator loss: 0.739860 - 1s
Epoch 1877/50000
discriminator loss: 1.361542 - generator loss: 0.753596 - 1s
Epoch 1878/50000
discriminator loss: 1.348186 - generator loss: 0.767574 - 1s
Epoch 1879/50000
discriminator loss: 1.352247 - generator loss: 0.753351 - 1s
Epoch 1880/50000
discriminator loss: 1.363875 - generator loss: 0.716625 - 1s
Epoch 1881/50000
discriminator loss: 1.343895 - generator loss: 0.745470 - 1s
Epoch 1882/50000
discriminator loss: 1.352485 - generator loss: 0.760370 - 1s
Epoch 1883/50000
discriminator loss: 1.367204 - generator loss: 0.742446 - 1s
Epoch 1884/50000
discriminator loss: 1.339238 - generator loss: 0.777423 - 1s
Epoch 1885/50000
discriminator loss: 1.358140 - generator loss: 0.742332 - 1s
Epoch 1886/50000
discriminator loss: 1.347826 - generator loss: 0.742213 - 1s
Epoch 1887/50000
discriminator loss: 1.345020 - generator loss: 0.736490 - 1s
Epoch 1888/50000
discriminator loss: 1.345173 - generator loss: 0.756564 - 1s
Epoch 1889/50000
discriminator loss: 1.361087 - generator loss: 0.756766 - 1s
Epoch 1890/50000
discriminator loss: 1.347483 - generator loss: 0.786382 - 1s
Epoch 1891/50000
discriminator loss: 1.344282 - generator loss: 0.751461 - 1s
Epoch 1892/50000
discriminator loss: 1.366495 - generator loss: 0.716232 - 1s
Epoch 1893/50000
discriminator loss: 1.353473 - generator loss: 0.748819 - 1s
Epoch 1894/50000
discriminator loss: 1.356822 - generator loss: 0.748387 - 1s
Epoch 1895/50000
discriminator loss: 1.347324 - generator loss: 0.755313 - 1s
Epoch 1896/50000
discriminator loss: 1.355878 - generator loss: 0.770940 - 1s
Epoch 1897/50000
discriminator loss: 1.342571 - generator loss: 0.778214 - 1s
Epoch 1898/50000
discriminator loss: 1.374621 - generator loss: 0.720430 - 1s
Epoch 1899/50000
discriminator loss: 1.331523 - generator loss: 0.747454 - 1s
Epoch 1900/50000
discriminator loss: 1.368289 - generator loss: 0.750269 - 1s
Epoch 1901/50000
discriminator loss: 1.348354 - generator loss: 0.776387 - 1s
Epoch 1902/50000
discriminator loss: 1.364974 - generator loss: 0.759023 - 1s
Epoch 1903/50000
discriminator loss: 1.337186 - generator loss: 0.765080 - 1s
Epoch 1904/50000
discriminator loss: 1.365919 - generator loss: 0.731169 - 1s
Epoch 1905/50000
discriminator loss: 1.340695 - generator loss: 0.751381 - 1s
Epoch 1906/50000
discriminator loss: 1.343843 - generator loss: 0.740095 - 1s
Epoch 1907/50000
discriminator loss: 1.348924 - generator loss: 0.757995 - 1s
Epoch 1908/50000
discriminator loss: 1.361078 - generator loss: 0.757251 - 1s
Epoch 1909/50000
discriminator loss: 1.334635 - generator loss: 0.772374 - 1s
Epoch 1910/50000
discriminator loss: 1.360704 - generator loss: 0.736477 - 1s
Epoch 1911/50000
discriminator loss: 1.347911 - generator loss: 0.735511 - 1s
Epoch 1912/50000
discriminator loss: 1.346086 - generator loss: 0.751267 - 1s
Epoch 1913/50000
discriminator loss: 1.340878 - generator loss: 0.761197 - 1s
Epoch 1914/50000
discriminator loss: 1.362883 - generator loss: 0.753277 - 1s
Epoch 1915/50000
discriminator loss: 1.347041 - generator loss: 0.762995 - 1s
Epoch 1916/50000
discriminator loss: 1.359684 - generator loss: 0.743794 - 1s
Epoch 1917/50000
discriminator loss: 1.355418 - generator loss: 0.732390 - 1s
Epoch 1918/50000
discriminator loss: 1.345982 - generator loss: 0.741341 - 1s
Epoch 1919/50000
discriminator loss: 1.350057 - generator loss: 0.742535 - 1s
Epoch 1920/50000
discriminator loss: 1.364125 - generator loss: 0.753747 - 1s
Epoch 1921/50000
discriminator loss: 1.345636 - generator loss: 0.775298 - 1s
Epoch 1922/50000
discriminator loss: 1.349941 - generator loss: 0.745389 - 1s
Epoch 1923/50000
discriminator loss: 1.360290 - generator loss: 0.731528 - 1s
Epoch 1924/50000
discriminator loss: 1.349422 - generator loss: 0.742723 - 1s
Epoch 1925/50000
discriminator loss: 1.340317 - generator loss: 0.760629 - 1s
Epoch 1926/50000
discriminator loss: 1.364173 - generator loss: 0.743961 - 1s
Epoch 1927/50000
discriminator loss: 1.341383 - generator loss: 0.770869 - 1s
Epoch 1928/50000
discriminator loss: 1.349337 - generator loss: 0.750006 - 1s
Epoch 1929/50000
discriminator loss: 1.358349 - generator loss: 0.741341 - 1s
Epoch 1930/50000
discriminator loss: 1.358000 - generator loss: 0.724384 - 1s
Epoch 1931/50000
discriminator loss: 1.349024 - generator loss: 0.751797 - 1s
Epoch 1932/50000
discriminator loss: 1.358895 - generator loss: 0.752949 - 1s
Epoch 1933/50000
discriminator loss: 1.341950 - generator loss: 0.769111 - 1s
Epoch 1934/50000
discriminator loss: 1.355099 - generator loss: 0.745638 - 1s
Epoch 1935/50000
discriminator loss: 1.360836 - generator loss: 0.729872 - 1s
Epoch 1936/50000
discriminator loss: 1.349197 - generator loss: 0.734277 - 1s
Epoch 1937/50000
discriminator loss: 1.346936 - generator loss: 0.751546 - 1s
Epoch 1938/50000
discriminator loss: 1.355537 - generator loss: 0.742072 - 1s
Epoch 1939/50000
discriminator loss: 1.349242 - generator loss: 0.769762 - 1s
Epoch 1940/50000
discriminator loss: 1.350913 - generator loss: 0.754996 - 1s
Epoch 1941/50000
discriminator loss: 1.359382 - generator loss: 0.724550 - 1s
Epoch 1942/50000
discriminator loss: 1.350930 - generator loss: 0.734627 - 1s
Epoch 1943/50000
discriminator loss: 1.347029 - generator loss: 0.752086 - 1s
Epoch 1944/50000
discriminator loss: 1.361803 - generator loss: 0.756374 - 1s
Epoch 1945/50000
discriminator loss: 1.355479 - generator loss: 0.748062 - 1s
Epoch 1946/50000
discriminator loss: 1.353124 - generator loss: 0.749937 - 1s
Epoch 1947/50000
discriminator loss: 1.356282 - generator loss: 0.738274 - 1s
Epoch 1948/50000
discriminator loss: 1.354386 - generator loss: 0.730832 - 1s
Epoch 1949/50000
discriminator loss: 1.352774 - generator loss: 0.744173 - 1s
Epoch 1950/50000
discriminator loss: 1.355884 - generator loss: 0.749164 - 1s
Epoch 1951/50000
discriminator loss: 1.346828 - generator loss: 0.766374 - 1s
Epoch 1952/50000
discriminator loss: 1.343007 - generator loss: 0.753047 - 1s
Epoch 1953/50000
discriminator loss: 1.360118 - generator loss: 0.734841 - 1s
Epoch 1954/50000
discriminator loss: 1.352066 - generator loss: 0.730474 - 1s
Epoch 1955/50000
discriminator loss: 1.349983 - generator loss: 0.749342 - 1s
Epoch 1956/50000
discriminator loss: 1.366383 - generator loss: 0.741482 - 1s
Epoch 1957/50000
discriminator loss: 1.348055 - generator loss: 0.760726 - 1s
Epoch 1958/50000
discriminator loss: 1.350898 - generator loss: 0.753355 - 1s
Epoch 1959/50000
discriminator loss: 1.363596 - generator loss: 0.730647 - 1s
Epoch 1960/50000
discriminator loss: 1.348098 - generator loss: 0.740820 - 1s
Epoch 1961/50000
discriminator loss: 1.343314 - generator loss: 0.745646 - 1s
Epoch 1962/50000
discriminator loss: 1.360959 - generator loss: 0.749054 - 1s
Epoch 1963/50000
discriminator loss: 1.355707 - generator loss: 0.760161 - 1s
Epoch 1964/50000
discriminator loss: 1.343311 - generator loss: 0.758707 - 1s
Epoch 1965/50000
discriminator loss: 1.357929 - generator loss: 0.728063 - 1s
Epoch 1966/50000
discriminator loss: 1.354910 - generator loss: 0.735869 - 1s
Epoch 1967/50000
discriminator loss: 1.346760 - generator loss: 0.739176 - 1s
Epoch 1968/50000
discriminator loss: 1.352200 - generator loss: 0.750135 - 1s
Epoch 1969/50000
discriminator loss: 1.352432 - generator loss: 0.761468 - 1s
Epoch 1970/50000
discriminator loss: 1.352369 - generator loss: 0.757180 - 1s
Epoch 1971/50000
discriminator loss: 1.355986 - generator loss: 0.729635 - 1s
Epoch 1972/50000
discriminator loss: 1.340668 - generator loss: 0.739853 - 1s
Epoch 1973/50000
discriminator loss: 1.351001 - generator loss: 0.751206 - 1s
Epoch 1974/50000
discriminator loss: 1.354260 - generator loss: 0.746855 - 1s
Epoch 1975/50000
discriminator loss: 1.353433 - generator loss: 0.762021 - 1s
Epoch 1976/50000
discriminator loss: 1.347181 - generator loss: 0.753021 - 1s
Epoch 1977/50000
discriminator loss: 1.362296 - generator loss: 0.731883 - 1s
Epoch 1978/50000
discriminator loss: 1.354412 - generator loss: 0.733235 - 1s
Epoch 1979/50000
discriminator loss: 1.351767 - generator loss: 0.744473 - 1s
Epoch 1980/50000
discriminator loss: 1.356976 - generator loss: 0.749180 - 1s
Epoch 1981/50000
discriminator loss: 1.345505 - generator loss: 0.760044 - 1s
Epoch 1982/50000
discriminator loss: 1.353104 - generator loss: 0.752922 - 1s
Epoch 1983/50000
discriminator loss: 1.360933 - generator loss: 0.727447 - 1s
Epoch 1984/50000
discriminator loss: 1.354296 - generator loss: 0.740124 - 1s
Epoch 1985/50000
discriminator loss: 1.352104 - generator loss: 0.740080 - 1s
Epoch 1986/50000
discriminator loss: 1.353339 - generator loss: 0.751512 - 1s
Epoch 1987/50000
discriminator loss: 1.351428 - generator loss: 0.757273 - 1s
Epoch 1988/50000
discriminator loss: 1.349776 - generator loss: 0.746346 - 1s
Epoch 1989/50000
discriminator loss: 1.368439 - generator loss: 0.726923 - 1s
Epoch 1990/50000
discriminator loss: 1.349694 - generator loss: 0.739869 - 1s
Epoch 1991/50000
discriminator loss: 1.353937 - generator loss: 0.747267 - 1s
Epoch 1992/50000
discriminator loss: 1.355601 - generator loss: 0.757317 - 1s
Epoch 1993/50000
discriminator loss: 1.354703 - generator loss: 0.754202 - 1s
Epoch 1994/50000
discriminator loss: 1.350443 - generator loss: 0.750696 - 1s
Epoch 1995/50000
discriminator loss: 1.361618 - generator loss: 0.733910 - 1s
Epoch 1996/50000
discriminator loss: 1.342495 - generator loss: 0.743698 - 1s
Epoch 1997/50000
discriminator loss: 1.353173 - generator loss: 0.745642 - 1s
Epoch 1998/50000
discriminator loss: 1.348739 - generator loss: 0.753374 - 1s
Epoch 1999/50000
discriminator loss: 1.353469 - generator loss: 0.766302 - 1s
Epoch 2000/50000
discriminator loss: 1.345944 - generator loss: 0.759835 - 1s
Epoch 2001/50000
discriminator loss: 1.361075 - generator loss: 0.720036 - 1s

Loss: 

Epoch 2002/50000
discriminator loss: 1.353721 - generator loss: 0.746152 - 1s
Epoch 2003/50000
discriminator loss: 1.350032 - generator loss: 0.755277 - 1s
Epoch 2004/50000
discriminator loss: 1.362407 - generator loss: 0.748050 - 1s
Epoch 2005/50000
discriminator loss: 1.341284 - generator loss: 0.768963 - 1s
Epoch 2006/50000
discriminator loss: 1.354224 - generator loss: 0.746059 - 1s
Epoch 2007/50000
discriminator loss: 1.349436 - generator loss: 0.745597 - 1s
Epoch 2008/50000
discriminator loss: 1.341296 - generator loss: 0.741940 - 1s
Epoch 2009/50000
discriminator loss: 1.347929 - generator loss: 0.755303 - 1s
Epoch 2010/50000
discriminator loss: 1.358470 - generator loss: 0.752643 - 1s
Epoch 2011/50000
discriminator loss: 1.341285 - generator loss: 0.781610 - 1s
Epoch 2012/50000
discriminator loss: 1.359062 - generator loss: 0.744184 - 1s
Epoch 2013/50000
discriminator loss: 1.345778 - generator loss: 0.737561 - 1s
Epoch 2014/50000
discriminator loss: 1.353207 - generator loss: 0.744297 - 1s
Epoch 2015/50000
discriminator loss: 1.352307 - generator loss: 0.748120 - 1s
Epoch 2016/50000
discriminator loss: 1.358152 - generator loss: 0.759136 - 1s
Epoch 2017/50000
discriminator loss: 1.350904 - generator loss: 0.758363 - 1s
Epoch 2018/50000
discriminator loss: 1.349725 - generator loss: 0.760041 - 1s
Epoch 2019/50000
discriminator loss: 1.362260 - generator loss: 0.728775 - 1s
Epoch 2020/50000
discriminator loss: 1.339259 - generator loss: 0.742913 - 1s
Epoch 2021/50000
discriminator loss: 1.350774 - generator loss: 0.756732 - 1s
Epoch 2022/50000
discriminator loss: 1.357014 - generator loss: 0.760935 - 1s
Epoch 2023/50000
discriminator loss: 1.340639 - generator loss: 0.773564 - 1s
Epoch 2024/50000
discriminator loss: 1.345259 - generator loss: 0.747764 - 1s
Epoch 2025/50000
discriminator loss: 1.368202 - generator loss: 0.725110 - 1s
Epoch 2026/50000
discriminator loss: 1.343566 - generator loss: 0.751681 - 1s
Epoch 2027/50000
discriminator loss: 1.353541 - generator loss: 0.737102 - 1s
Epoch 2028/50000
discriminator loss: 1.359003 - generator loss: 0.757907 - 1s
Epoch 2029/50000
discriminator loss: 1.351811 - generator loss: 0.762663 - 1s
Epoch 2030/50000
discriminator loss: 1.344447 - generator loss: 0.758643 - 1s
Epoch 2031/50000
discriminator loss: 1.357970 - generator loss: 0.726097 - 1s
Epoch 2032/50000
discriminator loss: 1.344682 - generator loss: 0.746974 - 1s
Epoch 2033/50000
discriminator loss: 1.351051 - generator loss: 0.750155 - 1s
Epoch 2034/50000
discriminator loss: 1.357883 - generator loss: 0.757641 - 1s
Epoch 2035/50000
discriminator loss: 1.346525 - generator loss: 0.762156 - 1s
Epoch 2036/50000
discriminator loss: 1.351446 - generator loss: 0.749131 - 1s
Epoch 2037/50000
discriminator loss: 1.356029 - generator loss: 0.735477 - 1s
Epoch 2038/50000
discriminator loss: 1.349045 - generator loss: 0.743377 - 1s
Epoch 2039/50000
discriminator loss: 1.348316 - generator loss: 0.746861 - 1s
Epoch 2040/50000
discriminator loss: 1.356959 - generator loss: 0.753983 - 1s
Epoch 2041/50000
discriminator loss: 1.356700 - generator loss: 0.754462 - 1s
Epoch 2042/50000
discriminator loss: 1.345399 - generator loss: 0.752721 - 1s
Epoch 2043/50000
discriminator loss: 1.356187 - generator loss: 0.733118 - 1s
Epoch 2044/50000
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Epoch 2045/50000
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Epoch 2046/50000
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Epoch 2047/50000
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Epoch 2048/50000
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Epoch 2049/50000
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Epoch 2050/50000
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Epoch 2051/50000
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Epoch 2052/50000
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Epoch 2053/50000
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Epoch 2054/50000
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Epoch 2055/50000
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Epoch 2056/50000
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Epoch 2057/50000
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Epoch 2058/50000
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Epoch 2059/50000
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Epoch 2060/50000
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Epoch 2061/50000
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Epoch 2062/50000
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Epoch 2063/50000
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Epoch 2064/50000
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Epoch 2065/50000
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Epoch 2066/50000
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Epoch 2067/50000
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Epoch 2068/50000
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Epoch 2069/50000
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Epoch 2070/50000
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Epoch 2071/50000
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Epoch 2072/50000
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Epoch 2073/50000
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Epoch 2074/50000
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Epoch 2075/50000
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Epoch 2076/50000
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Epoch 2077/50000
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Epoch 2078/50000
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Epoch 2079/50000
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Epoch 2080/50000
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Epoch 2081/50000
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Epoch 2082/50000
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Epoch 2083/50000
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Epoch 2084/50000
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Epoch 2085/50000
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Epoch 2086/50000
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Epoch 2087/50000
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Epoch 2088/50000
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Epoch 2089/50000
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Epoch 2090/50000
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Epoch 2091/50000
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Epoch 2092/50000
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Epoch 2093/50000
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Epoch 2094/50000
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Epoch 2095/50000
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Epoch 2096/50000
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Epoch 2097/50000
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Epoch 2098/50000
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Epoch 2099/50000
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Epoch 2100/50000
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Epoch 2101/50000
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Epoch 2102/50000
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Epoch 2103/50000
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Epoch 2104/50000
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Epoch 2105/50000
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Epoch 2106/50000
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Epoch 2107/50000
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Epoch 2108/50000
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Epoch 2109/50000
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Epoch 2110/50000
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Epoch 2111/50000
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Epoch 2112/50000
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Epoch 2113/50000
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Epoch 2114/50000
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Epoch 2115/50000
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Epoch 2116/50000
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Epoch 2117/50000
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Epoch 2118/50000
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Epoch 2119/50000
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Epoch 2120/50000
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Epoch 2121/50000
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Epoch 2122/50000
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Epoch 2123/50000
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Epoch 2124/50000
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Epoch 2125/50000
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Epoch 2126/50000
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Epoch 2127/50000
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Epoch 2128/50000
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Epoch 2129/50000
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Epoch 2130/50000
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Epoch 2131/50000
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Epoch 2132/50000
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Epoch 2133/50000
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Epoch 2134/50000
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Epoch 2135/50000
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Epoch 2136/50000
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Epoch 2137/50000
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Epoch 2138/50000
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Epoch 2139/50000
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Epoch 2140/50000
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Epoch 2141/50000
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Epoch 2142/50000
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Epoch 2143/50000
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Epoch 2144/50000
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Epoch 2145/50000
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Epoch 2146/50000
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Epoch 2147/50000
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Epoch 2148/50000
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Epoch 2149/50000
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Epoch 2150/50000
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Epoch 2151/50000
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Epoch 2152/50000
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Epoch 2153/50000
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Epoch 2154/50000
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Epoch 2155/50000
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Epoch 2156/50000
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Epoch 2157/50000
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Epoch 2158/50000
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Epoch 2159/50000
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Epoch 2160/50000
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Epoch 2161/50000
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Epoch 2162/50000
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Epoch 2163/50000
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Epoch 2164/50000
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Epoch 2165/50000
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Epoch 2166/50000
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Epoch 2167/50000
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Epoch 2168/50000
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Epoch 2169/50000
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Epoch 2170/50000
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Epoch 2171/50000
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Epoch 2172/50000
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Epoch 2173/50000
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Epoch 2174/50000
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Epoch 2175/50000
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Epoch 2176/50000
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Epoch 2177/50000
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Epoch 2178/50000
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Epoch 2179/50000
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Epoch 2180/50000
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Epoch 2181/50000
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Epoch 2182/50000
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Epoch 2183/50000
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Epoch 2184/50000
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Epoch 2185/50000
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Epoch 2186/50000
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Epoch 2187/50000
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Epoch 2188/50000
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Epoch 2189/50000
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Epoch 2190/50000
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Epoch 2191/50000
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Epoch 2192/50000
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Epoch 2193/50000
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Epoch 2194/50000
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Epoch 2195/50000
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Epoch 2196/50000
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Epoch 2197/50000
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Epoch 2198/50000
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Epoch 2199/50000
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Epoch 2200/50000
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Epoch 2201/50000
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Epoch 2202/50000
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Epoch 2203/50000
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Epoch 2204/50000
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Epoch 2205/50000
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Epoch 2206/50000
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Epoch 2207/50000
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Epoch 2208/50000
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Epoch 2209/50000
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Epoch 2210/50000
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Epoch 2211/50000
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Epoch 2212/50000
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Epoch 2213/50000
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Epoch 2214/50000
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Epoch 2215/50000
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Epoch 2216/50000
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Epoch 2217/50000
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Epoch 2218/50000
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Epoch 2219/50000
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Epoch 2220/50000
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Epoch 2221/50000
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Epoch 2222/50000
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Epoch 2223/50000
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Epoch 2224/50000
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Epoch 2225/50000
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Epoch 2226/50000
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Epoch 2227/50000
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Epoch 2228/50000
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Epoch 2229/50000
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Epoch 2230/50000
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Epoch 2231/50000
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Epoch 2232/50000
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Epoch 2233/50000
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Epoch 2234/50000
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Epoch 2235/50000
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Epoch 2236/50000
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Epoch 2237/50000
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Epoch 2238/50000
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Epoch 2239/50000
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Epoch 2240/50000
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Epoch 2241/50000
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Epoch 2242/50000
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Epoch 2243/50000
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Epoch 2244/50000
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Epoch 2245/50000
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Epoch 2246/50000
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Epoch 2247/50000
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Epoch 2248/50000
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Epoch 2249/50000
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Epoch 2250/50000
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Epoch 2251/50000
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Epoch 2252/50000
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Epoch 2253/50000
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Epoch 2254/50000
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Epoch 2255/50000
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Epoch 2256/50000
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Epoch 2257/50000
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Epoch 2258/50000
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Epoch 2259/50000
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Epoch 2260/50000
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Epoch 2261/50000
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Epoch 2262/50000
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Epoch 2263/50000
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Epoch 2264/50000
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Epoch 2265/50000
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Epoch 2266/50000
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Epoch 2267/50000
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Epoch 2268/50000
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Epoch 2269/50000
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Epoch 2270/50000
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Epoch 2271/50000
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Epoch 2272/50000
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Epoch 2273/50000
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Epoch 2274/50000
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Epoch 2275/50000
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Epoch 2276/50000
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Epoch 2277/50000
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Epoch 2278/50000
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Epoch 2279/50000
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Epoch 2280/50000
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Epoch 2281/50000
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Epoch 2282/50000
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Epoch 2283/50000
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Epoch 2284/50000
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Epoch 2285/50000
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Epoch 2286/50000
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Epoch 2287/50000
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Epoch 2288/50000
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Epoch 2289/50000
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Epoch 2290/50000
discriminator loss: 1.362354 - generator loss: 0.748131 - 1s
Epoch 2291/50000
discriminator loss: 1.349008 - generator loss: 0.753254 - 1s
Epoch 2292/50000
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Epoch 2293/50000
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Epoch 2294/50000
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Epoch 2295/50000
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Epoch 2296/50000
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Epoch 2297/50000
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Epoch 2298/50000
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Epoch 2299/50000
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Epoch 2300/50000
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Epoch 2301/50000
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Epoch 2302/50000
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Epoch 2303/50000
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Epoch 2304/50000
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Epoch 2305/50000
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Epoch 2306/50000
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Epoch 2307/50000
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Epoch 2308/50000
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Epoch 2309/50000
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Epoch 2310/50000
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Epoch 2311/50000
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Epoch 2312/50000
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Epoch 2313/50000
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Epoch 2314/50000
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Epoch 2315/50000
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Epoch 2316/50000
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Epoch 2317/50000
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Epoch 2318/50000
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Epoch 2319/50000
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Epoch 2320/50000
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Epoch 2321/50000
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Epoch 2322/50000
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Epoch 2323/50000
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Epoch 2324/50000
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Epoch 2325/50000
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Epoch 2326/50000
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Epoch 2327/50000
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Epoch 2328/50000
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Epoch 2329/50000
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Epoch 2330/50000
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Epoch 2331/50000
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Epoch 2332/50000
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Epoch 2333/50000
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Epoch 2334/50000
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Epoch 2335/50000
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Epoch 2336/50000
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Epoch 2337/50000
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Epoch 2338/50000
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Epoch 2339/50000
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Epoch 2340/50000
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Epoch 2341/50000
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Epoch 2342/50000
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Epoch 2343/50000
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Epoch 2344/50000
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Epoch 2345/50000
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Epoch 2346/50000
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Epoch 2347/50000
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Epoch 2348/50000
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Epoch 2349/50000
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Epoch 2350/50000
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Epoch 2351/50000
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Epoch 2352/50000
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Epoch 2353/50000
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Epoch 2354/50000
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Epoch 2355/50000
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Epoch 2356/50000
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Epoch 2357/50000
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Epoch 2358/50000
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Epoch 2359/50000
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Epoch 2360/50000
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Epoch 2361/50000
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Epoch 2362/50000
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Epoch 2363/50000
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Epoch 2364/50000
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Epoch 2365/50000
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Epoch 2366/50000
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Epoch 2367/50000
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Epoch 2368/50000
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Epoch 2369/50000
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Epoch 2370/50000
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Epoch 2371/50000
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Epoch 2372/50000
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Epoch 2373/50000
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Epoch 2374/50000
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Epoch 2375/50000
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Epoch 2376/50000
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Epoch 2377/50000
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Epoch 2378/50000
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Epoch 2379/50000
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Epoch 2380/50000
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Epoch 2381/50000
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Epoch 2382/50000
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Epoch 2383/50000
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Epoch 2384/50000
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Epoch 2385/50000
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Epoch 2386/50000
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Epoch 2387/50000
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Epoch 2388/50000
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Epoch 2389/50000
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Epoch 2390/50000
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Epoch 2391/50000
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Epoch 2392/50000
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Epoch 2393/50000
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Epoch 2394/50000
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Epoch 2395/50000
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Epoch 2396/50000
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Epoch 2397/50000
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Epoch 2398/50000
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Epoch 2399/50000
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Epoch 2400/50000
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Epoch 2401/50000
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Epoch 2402/50000
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Epoch 2403/50000
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Epoch 2404/50000
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Epoch 2405/50000
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Epoch 2406/50000
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Epoch 2407/50000
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Epoch 2408/50000
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Epoch 2409/50000
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Epoch 2410/50000
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Epoch 2411/50000
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Epoch 2412/50000
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Epoch 2413/50000
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Epoch 2414/50000
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Epoch 2415/50000
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Epoch 2416/50000
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Epoch 2417/50000
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Epoch 2418/50000
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Epoch 2419/50000
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Epoch 2420/50000
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Epoch 2421/50000
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Epoch 2422/50000
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Epoch 2423/50000
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Epoch 2424/50000
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Epoch 2425/50000
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Epoch 2426/50000
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Epoch 2427/50000
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Epoch 2428/50000
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Epoch 2429/50000
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Epoch 2430/50000
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Epoch 2431/50000
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Epoch 2432/50000
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Epoch 2433/50000
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Epoch 2434/50000
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Epoch 2435/50000
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Epoch 2436/50000
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Epoch 2437/50000
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Epoch 2438/50000
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Epoch 2439/50000
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Epoch 2440/50000
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Epoch 2441/50000
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Epoch 2442/50000
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Epoch 2443/50000
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Epoch 2444/50000
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Epoch 2445/50000
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Epoch 2446/50000
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Epoch 2447/50000
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Epoch 2448/50000
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Epoch 2449/50000
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Epoch 2450/50000
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Epoch 2451/50000
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Epoch 2452/50000
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Epoch 2453/50000
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Epoch 2454/50000
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Epoch 2455/50000
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Epoch 2456/50000
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Epoch 2457/50000
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Epoch 2458/50000
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Epoch 2459/50000
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Epoch 2460/50000
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Epoch 2461/50000
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Epoch 2462/50000
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Epoch 2463/50000
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Epoch 2464/50000
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Epoch 2465/50000
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Epoch 2466/50000
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Epoch 2467/50000
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Epoch 2468/50000
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Epoch 2469/50000
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Epoch 2470/50000
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Epoch 2471/50000
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Epoch 2472/50000
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Epoch 2473/50000
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Epoch 2474/50000
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Epoch 2475/50000
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Epoch 2476/50000
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Epoch 2477/50000
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Epoch 2478/50000
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Epoch 2479/50000
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Epoch 2480/50000
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Epoch 2481/50000
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Epoch 2482/50000
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Epoch 2483/50000
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Epoch 2484/50000
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Epoch 2485/50000
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Epoch 2486/50000
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Epoch 2487/50000
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Epoch 2488/50000
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Epoch 2489/50000
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Epoch 2490/50000
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Epoch 2491/50000
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Epoch 2492/50000
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Epoch 2493/50000
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Epoch 2494/50000
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Epoch 2495/50000
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Epoch 2496/50000
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Epoch 2497/50000
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Epoch 2498/50000
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Epoch 2499/50000
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Epoch 2500/50000
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Epoch 2501/50000
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Epoch 2502/50000
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Epoch 2503/50000
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Epoch 2504/50000
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Epoch 2505/50000
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Epoch 2506/50000
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Epoch 2507/50000
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Epoch 2508/50000
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Epoch 2509/50000
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Epoch 2510/50000
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Epoch 2511/50000
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Epoch 2512/50000
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Epoch 2513/50000
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Epoch 2514/50000
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Epoch 2515/50000
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Epoch 2516/50000
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Epoch 2517/50000
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Epoch 2518/50000
discriminator loss: 1.358835 - generator loss: 0.742144 - 1s
Epoch 2519/50000
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Epoch 2520/50000
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Epoch 2521/50000
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Epoch 2522/50000
discriminator loss: 1.358613 - generator loss: 0.757500 - 1s
Epoch 2523/50000
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Epoch 2524/50000
discriminator loss: 1.353829 - generator loss: 0.748573 - 1s
Epoch 2525/50000
discriminator loss: 1.365451 - generator loss: 0.725193 - 1s
Epoch 2526/50000
discriminator loss: 1.346552 - generator loss: 0.745827 - 1s
Epoch 2527/50000
discriminator loss: 1.353857 - generator loss: 0.750893 - 1s
Epoch 2528/50000
discriminator loss: 1.360997 - generator loss: 0.750760 - 1s
Epoch 2529/50000
discriminator loss: 1.348496 - generator loss: 0.756847 - 1s
Epoch 2530/50000
discriminator loss: 1.355066 - generator loss: 0.739578 - 1s
Epoch 2531/50000
discriminator loss: 1.351034 - generator loss: 0.740875 - 1s
Epoch 2532/50000
discriminator loss: 1.347272 - generator loss: 0.739121 - 1s
Epoch 2533/50000
discriminator loss: 1.351672 - generator loss: 0.746184 - 1s
Epoch 2534/50000
discriminator loss: 1.355880 - generator loss: 0.760460 - 1s
Epoch 2535/50000
discriminator loss: 1.348649 - generator loss: 0.763414 - 1s
Epoch 2536/50000
discriminator loss: 1.350570 - generator loss: 0.739573 - 1s
Epoch 2537/50000
discriminator loss: 1.355768 - generator loss: 0.737743 - 1s
Epoch 2538/50000
discriminator loss: 1.356343 - generator loss: 0.744880 - 1s
Epoch 2539/50000
discriminator loss: 1.354230 - generator loss: 0.742812 - 1s
Epoch 2540/50000
discriminator loss: 1.365798 - generator loss: 0.748036 - 1s
Epoch 2541/50000
discriminator loss: 1.351584 - generator loss: 0.762622 - 1s
Epoch 2542/50000
discriminator loss: 1.351731 - generator loss: 0.751257 - 1s
Epoch 2543/50000
discriminator loss: 1.359593 - generator loss: 0.732500 - 1s
Epoch 2544/50000
discriminator loss: 1.348175 - generator loss: 0.741718 - 1s
Epoch 2545/50000
discriminator loss: 1.352450 - generator loss: 0.744147 - 1s
Epoch 2546/50000
discriminator loss: 1.363500 - generator loss: 0.749923 - 1s
Epoch 2547/50000
discriminator loss: 1.355428 - generator loss: 0.760458 - 1s
Epoch 2548/50000
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Epoch 2549/50000
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Epoch 2550/50000
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Epoch 2551/50000
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Epoch 2552/50000
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Epoch 2553/50000
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Epoch 2554/50000
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Epoch 2555/50000
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Epoch 2556/50000
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Epoch 2557/50000
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Epoch 2558/50000
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Epoch 2559/50000
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Epoch 2560/50000
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Epoch 2561/50000
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Epoch 2562/50000
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Epoch 2563/50000
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Epoch 2564/50000
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Epoch 2565/50000
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Epoch 2566/50000
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Epoch 2567/50000
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Epoch 2568/50000
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Epoch 2569/50000
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Epoch 2570/50000
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Epoch 2571/50000
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Epoch 2572/50000
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Epoch 2573/50000
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Epoch 2574/50000
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Epoch 2575/50000
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Epoch 2576/50000
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Epoch 2577/50000
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Epoch 2578/50000
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Epoch 2579/50000
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Epoch 2580/50000
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Epoch 2581/50000
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Epoch 2582/50000
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Epoch 2583/50000
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Epoch 2584/50000
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Epoch 2585/50000
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Epoch 2586/50000
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Epoch 2587/50000
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Epoch 2588/50000
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Epoch 2589/50000
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Epoch 2590/50000
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Epoch 2591/50000
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Epoch 2592/50000
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Epoch 2593/50000
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Epoch 2594/50000
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Epoch 2595/50000
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Epoch 2596/50000
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Epoch 2597/50000
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Epoch 2598/50000
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Epoch 2599/50000
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Epoch 2600/50000
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Epoch 2601/50000
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Epoch 2602/50000
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Epoch 2603/50000
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Epoch 2604/50000
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Epoch 2605/50000
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Epoch 2606/50000
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Epoch 2607/50000
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Epoch 2608/50000
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Epoch 2609/50000
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Epoch 2610/50000
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Epoch 2611/50000
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Epoch 2612/50000
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Epoch 2613/50000
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Epoch 2614/50000
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Epoch 2615/50000
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Epoch 2616/50000
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Epoch 2617/50000
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Epoch 2618/50000
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Epoch 2619/50000
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Epoch 2620/50000
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Epoch 2621/50000
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Epoch 2622/50000
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Epoch 2623/50000
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Epoch 2624/50000
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Epoch 2625/50000
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Epoch 2626/50000
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Epoch 2627/50000
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Epoch 2628/50000
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Epoch 2629/50000
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Epoch 2630/50000
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Epoch 2631/50000
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Epoch 2632/50000
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Epoch 2633/50000
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Epoch 2634/50000
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Epoch 2635/50000
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Epoch 2636/50000
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Epoch 2637/50000
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Epoch 2638/50000
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Epoch 2639/50000
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Epoch 2640/50000
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Epoch 2641/50000
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Epoch 2642/50000
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Epoch 2643/50000
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Epoch 2644/50000
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Epoch 2645/50000
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Epoch 2646/50000
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Epoch 2647/50000
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Epoch 2648/50000
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Epoch 2649/50000
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Epoch 2650/50000
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Epoch 2651/50000
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Epoch 2652/50000
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Epoch 2653/50000
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Epoch 2654/50000
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Epoch 2655/50000
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Epoch 2656/50000
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Epoch 2657/50000
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Epoch 2658/50000
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Epoch 2659/50000
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Epoch 2660/50000
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Epoch 2661/50000
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Epoch 2662/50000
discriminator loss: 1.341783 - generator loss: 0.757478 - 1s
Epoch 2663/50000
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Epoch 2664/50000
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Epoch 2665/50000
discriminator loss: 1.351376 - generator loss: 0.750227 - 1s
Epoch 2666/50000
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Epoch 2667/50000
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Epoch 2668/50000
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Epoch 2669/50000
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Epoch 2670/50000
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Epoch 2671/50000
discriminator loss: 1.345656 - generator loss: 0.761260 - 1s
Epoch 2672/50000
discriminator loss: 1.350061 - generator loss: 0.750886 - 1s
Epoch 2673/50000
discriminator loss: 1.356869 - generator loss: 0.726157 - 1s
Epoch 2674/50000
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Epoch 2675/50000
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Epoch 2676/50000
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Epoch 2677/50000
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Epoch 2678/50000
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Epoch 2679/50000
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Epoch 2680/50000
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Epoch 2681/50000
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Epoch 2682/50000
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Epoch 2683/50000
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Epoch 2684/50000
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Epoch 2685/50000
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Epoch 2686/50000
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Epoch 2687/50000
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Epoch 2688/50000
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Epoch 2689/50000
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Epoch 2690/50000
discriminator loss: 1.357693 - generator loss: 0.745454 - 1s
Epoch 2691/50000
discriminator loss: 1.355388 - generator loss: 0.734932 - 1s
Epoch 2692/50000
discriminator loss: 1.354726 - generator loss: 0.733547 - 1s
Epoch 2693/50000
discriminator loss: 1.351361 - generator loss: 0.746874 - 1s
Epoch 2694/50000
discriminator loss: 1.353052 - generator loss: 0.755809 - 1s
Epoch 2695/50000
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Epoch 2696/50000
discriminator loss: 1.352578 - generator loss: 0.746487 - 1s
Epoch 2697/50000
discriminator loss: 1.353707 - generator loss: 0.735683 - 1s
Epoch 2698/50000
discriminator loss: 1.351463 - generator loss: 0.738895 - 1s
Epoch 2699/50000
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Epoch 2700/50000
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Epoch 2701/50000
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Epoch 2702/50000
discriminator loss: 1.344498 - generator loss: 0.754798 - 1s
Epoch 2703/50000
discriminator loss: 1.358781 - generator loss: 0.734645 - 1s
Epoch 2704/50000
discriminator loss: 1.344046 - generator loss: 0.737507 - 1s
Epoch 2705/50000
discriminator loss: 1.357100 - generator loss: 0.745162 - 1s
Epoch 2706/50000
discriminator loss: 1.360587 - generator loss: 0.745774 - 1s
Epoch 2707/50000
discriminator loss: 1.348150 - generator loss: 0.763439 - 1s
Epoch 2708/50000
discriminator loss: 1.345525 - generator loss: 0.748739 - 1s
Epoch 2709/50000
discriminator loss: 1.355754 - generator loss: 0.733835 - 1s
Epoch 2710/50000
discriminator loss: 1.345970 - generator loss: 0.740311 - 1s
Epoch 2711/50000
discriminator loss: 1.354172 - generator loss: 0.737280 - 1s
Epoch 2712/50000
discriminator loss: 1.367445 - generator loss: 0.742780 - 1s
Epoch 2713/50000
discriminator loss: 1.356097 - generator loss: 0.761296 - 1s
Epoch 2714/50000
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Epoch 2715/50000
discriminator loss: 1.351550 - generator loss: 0.738252 - 1s
Epoch 2716/50000
discriminator loss: 1.350823 - generator loss: 0.727408 - 1s
Epoch 2717/50000
discriminator loss: 1.351807 - generator loss: 0.745164 - 1s
Epoch 2718/50000
discriminator loss: 1.362100 - generator loss: 0.742522 - 1s
Epoch 2719/50000
discriminator loss: 1.347613 - generator loss: 0.762364 - 1s
Epoch 2720/50000
discriminator loss: 1.355698 - generator loss: 0.750601 - 1s
Epoch 2721/50000
discriminator loss: 1.364169 - generator loss: 0.735094 - 1s
Epoch 2722/50000
discriminator loss: 1.355328 - generator loss: 0.728565 - 1s
Epoch 2723/50000
discriminator loss: 1.348186 - generator loss: 0.748255 - 1s
Epoch 2724/50000
discriminator loss: 1.361103 - generator loss: 0.744026 - 1s
Epoch 2725/50000
discriminator loss: 1.357230 - generator loss: 0.750711 - 1s
Epoch 2726/50000
discriminator loss: 1.353208 - generator loss: 0.756632 - 1s
Epoch 2727/50000
discriminator loss: 1.352017 - generator loss: 0.742100 - 1s
Epoch 2728/50000
discriminator loss: 1.354604 - generator loss: 0.729361 - 1s
Epoch 2729/50000
discriminator loss: 1.341523 - generator loss: 0.743516 - 1s
Epoch 2730/50000
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Epoch 2731/50000
discriminator loss: 1.358751 - generator loss: 0.755082 - 1s
Epoch 2732/50000
discriminator loss: 1.347689 - generator loss: 0.756944 - 1s
Epoch 2733/50000
discriminator loss: 1.357241 - generator loss: 0.745556 - 1s
Epoch 2734/50000
discriminator loss: 1.358744 - generator loss: 0.726945 - 1s
Epoch 2735/50000
discriminator loss: 1.347082 - generator loss: 0.736136 - 1s
Epoch 2736/50000
discriminator loss: 1.364874 - generator loss: 0.746524 - 1s
Epoch 2737/50000
discriminator loss: 1.363122 - generator loss: 0.755108 - 1s
Epoch 2738/50000
discriminator loss: 1.345547 - generator loss: 0.759013 - 1s
Epoch 2739/50000
discriminator loss: 1.358338 - generator loss: 0.744496 - 1s
Epoch 2740/50000
discriminator loss: 1.358017 - generator loss: 0.726082 - 1s
Epoch 2741/50000
discriminator loss: 1.346426 - generator loss: 0.745208 - 1s
Epoch 2742/50000
discriminator loss: 1.355583 - generator loss: 0.746194 - 1s
Epoch 2743/50000
discriminator loss: 1.365180 - generator loss: 0.745214 - 1s
Epoch 2744/50000
discriminator loss: 1.343938 - generator loss: 0.762094 - 1s
Epoch 2745/50000
discriminator loss: 1.348704 - generator loss: 0.747438 - 1s
Epoch 2746/50000
discriminator loss: 1.357441 - generator loss: 0.734131 - 1s
Epoch 2747/50000
discriminator loss: 1.353158 - generator loss: 0.735663 - 1s
Epoch 2748/50000
discriminator loss: 1.344310 - generator loss: 0.745707 - 1s
Epoch 2749/50000
discriminator loss: 1.362568 - generator loss: 0.746899 - 1s
Epoch 2750/50000
discriminator loss: 1.347342 - generator loss: 0.759102 - 1s
Epoch 2751/50000
discriminator loss: 1.344656 - generator loss: 0.755740 - 1s
Epoch 2752/50000
discriminator loss: 1.358944 - generator loss: 0.728936 - 1s
Epoch 2753/50000
discriminator loss: 1.358229 - generator loss: 0.726556 - 1s
Epoch 2754/50000
discriminator loss: 1.348828 - generator loss: 0.752264 - 1s
Epoch 2755/50000
discriminator loss: 1.359225 - generator loss: 0.745435 - 1s
Epoch 2756/50000
discriminator loss: 1.351065 - generator loss: 0.754762 - 1s
Epoch 2757/50000
discriminator loss: 1.348096 - generator loss: 0.753048 - 1s
Epoch 2758/50000
discriminator loss: 1.359619 - generator loss: 0.738227 - 1s
Epoch 2759/50000
discriminator loss: 1.356014 - generator loss: 0.724637 - 1s
Epoch 2760/50000
discriminator loss: 1.347266 - generator loss: 0.747059 - 1s
Epoch 2761/50000
discriminator loss: 1.348612 - generator loss: 0.757592 - 1s
Epoch 2762/50000
discriminator loss: 1.354114 - generator loss: 0.761391 - 1s
Epoch 2763/50000
discriminator loss: 1.348848 - generator loss: 0.751654 - 1s
Epoch 2764/50000
discriminator loss: 1.360595 - generator loss: 0.735381 - 1s
Epoch 2765/50000
discriminator loss: 1.359671 - generator loss: 0.731310 - 1s
Epoch 2766/50000
discriminator loss: 1.341758 - generator loss: 0.749126 - 1s
Epoch 2767/50000
discriminator loss: 1.355444 - generator loss: 0.747480 - 1s
Epoch 2768/50000
discriminator loss: 1.361045 - generator loss: 0.755422 - 1s
Epoch 2769/50000
discriminator loss: 1.350110 - generator loss: 0.760047 - 1s
Epoch 2770/50000
discriminator loss: 1.357603 - generator loss: 0.738327 - 1s
Epoch 2771/50000
discriminator loss: 1.359734 - generator loss: 0.728502 - 1s
Epoch 2772/50000
discriminator loss: 1.342050 - generator loss: 0.743905 - 1s
Epoch 2773/50000
discriminator loss: 1.353595 - generator loss: 0.748017 - 1s
Epoch 2774/50000
discriminator loss: 1.362108 - generator loss: 0.750754 - 1s
Epoch 2775/50000
discriminator loss: 1.344881 - generator loss: 0.761932 - 1s
Epoch 2776/50000
discriminator loss: 1.352003 - generator loss: 0.749079 - 1s
Epoch 2777/50000
discriminator loss: 1.354908 - generator loss: 0.730665 - 1s
Epoch 2778/50000
discriminator loss: 1.345538 - generator loss: 0.741164 - 1s
Epoch 2779/50000
discriminator loss: 1.350977 - generator loss: 0.749649 - 1s
Epoch 2780/50000
discriminator loss: 1.356747 - generator loss: 0.752797 - 1s
Epoch 2781/50000
discriminator loss: 1.355227 - generator loss: 0.760033 - 1s
Epoch 2782/50000
discriminator loss: 1.348522 - generator loss: 0.746648 - 1s
Epoch 2783/50000
discriminator loss: 1.371661 - generator loss: 0.720725 - 1s
Epoch 2784/50000
discriminator loss: 1.349655 - generator loss: 0.740247 - 1s
Epoch 2785/50000
discriminator loss: 1.354091 - generator loss: 0.739493 - 1s
Epoch 2786/50000
discriminator loss: 1.361942 - generator loss: 0.745444 - 1s
Epoch 2787/50000
discriminator loss: 1.348226 - generator loss: 0.763468 - 1s
Epoch 2788/50000
discriminator loss: 1.343674 - generator loss: 0.758850 - 1s
Epoch 2789/50000
discriminator loss: 1.355651 - generator loss: 0.730025 - 1s
Epoch 2790/50000
discriminator loss: 1.355484 - generator loss: 0.734508 - 1s
Epoch 2791/50000
discriminator loss: 1.348669 - generator loss: 0.748552 - 1s
Epoch 2792/50000
discriminator loss: 1.362754 - generator loss: 0.745809 - 1s
Epoch 2793/50000
discriminator loss: 1.358316 - generator loss: 0.751417 - 1s
Epoch 2794/50000
discriminator loss: 1.347880 - generator loss: 0.762232 - 1s
Epoch 2795/50000
discriminator loss: 1.354221 - generator loss: 0.747475 - 1s
Epoch 2796/50000
discriminator loss: 1.355221 - generator loss: 0.732104 - 1s
Epoch 2797/50000
discriminator loss: 1.337532 - generator loss: 0.743958 - 1s
Epoch 2798/50000
discriminator loss: 1.352196 - generator loss: 0.759501 - 1s
Epoch 2799/50000
discriminator loss: 1.361636 - generator loss: 0.755627 - 1s
Epoch 2800/50000
discriminator loss: 1.349027 - generator loss: 0.755119 - 1s
Epoch 2801/50000
discriminator loss: 1.358970 - generator loss: 0.734020 - 1s
Epoch 2802/50000
discriminator loss: 1.356040 - generator loss: 0.738322 - 1s
Epoch 2803/50000
discriminator loss: 1.345531 - generator loss: 0.739370 - 1s
Epoch 2804/50000
discriminator loss: 1.349178 - generator loss: 0.749430 - 1s
Epoch 2805/50000
discriminator loss: 1.361921 - generator loss: 0.755608 - 1s
Epoch 2806/50000
discriminator loss: 1.334928 - generator loss: 0.767554 - 1s
Epoch 2807/50000
discriminator loss: 1.352870 - generator loss: 0.748134 - 1s
Epoch 2808/50000
discriminator loss: 1.360629 - generator loss: 0.721306 - 1s
Epoch 2809/50000
discriminator loss: 1.343530 - generator loss: 0.747403 - 1s
Epoch 2810/50000
discriminator loss: 1.357282 - generator loss: 0.751026 - 1s
Epoch 2811/50000
discriminator loss: 1.364805 - generator loss: 0.741677 - 1s
Epoch 2812/50000
discriminator loss: 1.352413 - generator loss: 0.762509 - 1s
Epoch 2813/50000
discriminator loss: 1.356552 - generator loss: 0.742732 - 1s
Epoch 2814/50000
discriminator loss: 1.357004 - generator loss: 0.730459 - 1s
Epoch 2815/50000
discriminator loss: 1.349402 - generator loss: 0.735875 - 1s
Epoch 2816/50000
discriminator loss: 1.349650 - generator loss: 0.747523 - 1s
Epoch 2817/50000
discriminator loss: 1.358586 - generator loss: 0.750480 - 1s
Epoch 2818/50000
discriminator loss: 1.349888 - generator loss: 0.759905 - 1s
Epoch 2819/50000
discriminator loss: 1.341892 - generator loss: 0.762676 - 1s
Epoch 2820/50000
discriminator loss: 1.355198 - generator loss: 0.727182 - 1s
Epoch 2821/50000
discriminator loss: 1.350782 - generator loss: 0.735478 - 1s
Epoch 2822/50000
discriminator loss: 1.348811 - generator loss: 0.748037 - 1s
Epoch 2823/50000
discriminator loss: 1.355960 - generator loss: 0.741797 - 1s
Epoch 2824/50000
discriminator loss: 1.338281 - generator loss: 0.771387 - 1s
Epoch 2825/50000
discriminator loss: 1.340079 - generator loss: 0.763610 - 1s
Epoch 2826/50000
discriminator loss: 1.371393 - generator loss: 0.728279 - 1s
Epoch 2827/50000
discriminator loss: 1.349892 - generator loss: 0.733490 - 1s
Epoch 2828/50000
discriminator loss: 1.353279 - generator loss: 0.744697 - 1s
Epoch 2829/50000
discriminator loss: 1.358250 - generator loss: 0.749676 - 1s
Epoch 2830/50000
discriminator loss: 1.359711 - generator loss: 0.752949 - 1s
Epoch 2831/50000
discriminator loss: 1.345003 - generator loss: 0.762821 - 1s
Epoch 2832/50000
discriminator loss: 1.354942 - generator loss: 0.747418 - 1s
Epoch 2833/50000
discriminator loss: 1.353317 - generator loss: 0.731882 - 1s
Epoch 2834/50000
discriminator loss: 1.336858 - generator loss: 0.746739 - 1s
Epoch 2835/50000
discriminator loss: 1.357611 - generator loss: 0.752925 - 1s
Epoch 2836/50000
discriminator loss: 1.357208 - generator loss: 0.762368 - 1s
Epoch 2837/50000
discriminator loss: 1.342524 - generator loss: 0.775417 - 1s
Epoch 2838/50000
discriminator loss: 1.353690 - generator loss: 0.736992 - 1s
Epoch 2839/50000
discriminator loss: 1.362688 - generator loss: 0.730885 - 1s
Epoch 2840/50000
discriminator loss: 1.344516 - generator loss: 0.745326 - 1s
Epoch 2841/50000
discriminator loss: 1.349209 - generator loss: 0.743614 - 1s
Epoch 2842/50000
discriminator loss: 1.363404 - generator loss: 0.746842 - 1s
Epoch 2843/50000
discriminator loss: 1.352012 - generator loss: 0.761879 - 1s
Epoch 2844/50000
discriminator loss: 1.350506 - generator loss: 0.761174 - 1s
Epoch 2845/50000
discriminator loss: 1.367878 - generator loss: 0.735614 - 1s
Epoch 2846/50000
discriminator loss: 1.352831 - generator loss: 0.727992 - 1s
Epoch 2847/50000
discriminator loss: 1.351422 - generator loss: 0.751334 - 1s
Epoch 2848/50000
discriminator loss: 1.355976 - generator loss: 0.746811 - 1s
Epoch 2849/50000
discriminator loss: 1.365970 - generator loss: 0.753588 - 1s
Epoch 2850/50000
discriminator loss: 1.344682 - generator loss: 0.760943 - 1s
Epoch 2851/50000
discriminator loss: 1.358565 - generator loss: 0.736399 - 1s
Epoch 2852/50000
discriminator loss: 1.358648 - generator loss: 0.733304 - 1s
Epoch 2853/50000
discriminator loss: 1.355912 - generator loss: 0.736077 - 1s
Epoch 2854/50000
discriminator loss: 1.345396 - generator loss: 0.748522 - 1s
Epoch 2855/50000
discriminator loss: 1.365024 - generator loss: 0.752311 - 1s
Epoch 2856/50000
discriminator loss: 1.341641 - generator loss: 0.774193 - 1s
Epoch 2857/50000
discriminator loss: 1.355147 - generator loss: 0.750697 - 1s
Epoch 2858/50000
discriminator loss: 1.359716 - generator loss: 0.726121 - 1s
Epoch 2859/50000
discriminator loss: 1.352155 - generator loss: 0.742249 - 1s
Epoch 2860/50000
discriminator loss: 1.340063 - generator loss: 0.756901 - 1s
Epoch 2861/50000
discriminator loss: 1.361725 - generator loss: 0.738488 - 1s
Epoch 2862/50000
discriminator loss: 1.338717 - generator loss: 0.766587 - 1s
Epoch 2863/50000
discriminator loss: 1.355473 - generator loss: 0.749814 - 1s
Epoch 2864/50000
discriminator loss: 1.352360 - generator loss: 0.755134 - 1s
Epoch 2865/50000
discriminator loss: 1.364311 - generator loss: 0.724491 - 1s
Epoch 2866/50000
discriminator loss: 1.338213 - generator loss: 0.751658 - 1s
Epoch 2867/50000
discriminator loss: 1.359703 - generator loss: 0.743687 - 1s
Epoch 2868/50000
discriminator loss: 1.346827 - generator loss: 0.762250 - 1s
Epoch 2869/50000
discriminator loss: 1.360628 - generator loss: 0.756213 - 1s
Epoch 2870/50000
discriminator loss: 1.342036 - generator loss: 0.750255 - 1s
Epoch 2871/50000
discriminator loss: 1.372289 - generator loss: 0.719714 - 1s
Epoch 2872/50000
discriminator loss: 1.345663 - generator loss: 0.743903 - 1s
Epoch 2873/50000
discriminator loss: 1.362598 - generator loss: 0.739875 - 1s
Epoch 2874/50000
discriminator loss: 1.351767 - generator loss: 0.753679 - 1s
Epoch 2875/50000
discriminator loss: 1.355207 - generator loss: 0.752349 - 1s
Epoch 2876/50000
discriminator loss: 1.351493 - generator loss: 0.752207 - 1s
Epoch 2877/50000
discriminator loss: 1.353877 - generator loss: 0.736414 - 1s
Epoch 2878/50000
discriminator loss: 1.353177 - generator loss: 0.742809 - 1s
Epoch 2879/50000
discriminator loss: 1.353926 - generator loss: 0.745196 - 1s
Epoch 2880/50000
discriminator loss: 1.355629 - generator loss: 0.757757 - 1s
Epoch 2881/50000
discriminator loss: 1.351375 - generator loss: 0.750738 - 1s
Epoch 2882/50000
discriminator loss: 1.342740 - generator loss: 0.760646 - 1s
Epoch 2883/50000
discriminator loss: 1.352527 - generator loss: 0.740592 - 1s
Epoch 2884/50000
discriminator loss: 1.356181 - generator loss: 0.734909 - 1s
Epoch 2885/50000
discriminator loss: 1.353804 - generator loss: 0.740664 - 1s
Epoch 2886/50000
discriminator loss: 1.348152 - generator loss: 0.750510 - 1s
Epoch 2887/50000
discriminator loss: 1.359858 - generator loss: 0.750191 - 1s
Epoch 2888/50000
discriminator loss: 1.347536 - generator loss: 0.760011 - 1s
Epoch 2889/50000
discriminator loss: 1.355141 - generator loss: 0.742252 - 1s
Epoch 2890/50000
discriminator loss: 1.352571 - generator loss: 0.737426 - 1s
Epoch 2891/50000
discriminator loss: 1.353438 - generator loss: 0.746096 - 1s
Epoch 2892/50000
discriminator loss: 1.349453 - generator loss: 0.753375 - 1s
Epoch 2893/50000
discriminator loss: 1.367615 - generator loss: 0.742410 - 1s
Epoch 2894/50000
discriminator loss: 1.348130 - generator loss: 0.750471 - 1s
Epoch 2895/50000
discriminator loss: 1.361745 - generator loss: 0.739183 - 1s
Epoch 2896/50000
discriminator loss: 1.353838 - generator loss: 0.740688 - 1s
Epoch 2897/50000
discriminator loss: 1.357256 - generator loss: 0.737492 - 1s
Epoch 2898/50000
discriminator loss: 1.350745 - generator loss: 0.742935 - 1s
Epoch 2899/50000
discriminator loss: 1.352498 - generator loss: 0.758330 - 1s
Epoch 2900/50000
discriminator loss: 1.348275 - generator loss: 0.759415 - 1s
Epoch 2901/50000
discriminator loss: 1.352453 - generator loss: 0.736374 - 1s
Epoch 2902/50000
discriminator loss: 1.353207 - generator loss: 0.746521 - 1s
Epoch 2903/50000
discriminator loss: 1.355588 - generator loss: 0.737775 - 1s
Epoch 2904/50000
discriminator loss: 1.356964 - generator loss: 0.744980 - 1s
Epoch 2905/50000
discriminator loss: 1.363229 - generator loss: 0.737136 - 1s
Epoch 2906/50000
discriminator loss: 1.349190 - generator loss: 0.755339 - 1s
Epoch 2907/50000
discriminator loss: 1.356659 - generator loss: 0.745604 - 1s
Epoch 2908/50000
discriminator loss: 1.354601 - generator loss: 0.733120 - 1s
Epoch 2909/50000
discriminator loss: 1.355519 - generator loss: 0.739876 - 1s
Epoch 2910/50000
discriminator loss: 1.351509 - generator loss: 0.746464 - 1s
Epoch 2911/50000
discriminator loss: 1.353258 - generator loss: 0.753284 - 1s
Epoch 2912/50000
discriminator loss: 1.358103 - generator loss: 0.743092 - 1s
Epoch 2913/50000
discriminator loss: 1.350968 - generator loss: 0.752000 - 1s
Epoch 2914/50000
discriminator loss: 1.357787 - generator loss: 0.733249 - 1s
Epoch 2915/50000
discriminator loss: 1.348027 - generator loss: 0.745008 - 1s
Epoch 2916/50000
discriminator loss: 1.351802 - generator loss: 0.746908 - 1s
Epoch 2917/50000
discriminator loss: 1.353726 - generator loss: 0.752259 - 1s
Epoch 2918/50000
discriminator loss: 1.350179 - generator loss: 0.752929 - 1s
Epoch 2919/50000
discriminator loss: 1.357525 - generator loss: 0.739125 - 1s
Epoch 2920/50000
discriminator loss: 1.348508 - generator loss: 0.741951 - 1s
Epoch 2921/50000
discriminator loss: 1.351867 - generator loss: 0.745346 - 1s
Epoch 2922/50000
discriminator loss: 1.358872 - generator loss: 0.739346 - 1s
Epoch 2923/50000
discriminator loss: 1.364941 - generator loss: 0.752320 - 1s
Epoch 2924/50000
discriminator loss: 1.355879 - generator loss: 0.742308 - 1s
Epoch 2925/50000
discriminator loss: 1.353382 - generator loss: 0.741282 - 1s
Epoch 2926/50000
discriminator loss: 1.352294 - generator loss: 0.739593 - 1s
Epoch 2927/50000
discriminator loss: 1.351150 - generator loss: 0.745922 - 1s
Epoch 2928/50000
discriminator loss: 1.353786 - generator loss: 0.747616 - 1s
Epoch 2929/50000
discriminator loss: 1.354082 - generator loss: 0.748128 - 1s
Epoch 2930/50000
discriminator loss: 1.348778 - generator loss: 0.748847 - 1s
Epoch 2931/50000
discriminator loss: 1.353962 - generator loss: 0.741384 - 1s
Epoch 2932/50000
discriminator loss: 1.355858 - generator loss: 0.739625 - 1s
Epoch 2933/50000
discriminator loss: 1.349010 - generator loss: 0.740970 - 1s
Epoch 2934/50000
discriminator loss: 1.356587 - generator loss: 0.743391 - 1s
Epoch 2935/50000
discriminator loss: 1.354221 - generator loss: 0.756964 - 1s
Epoch 2936/50000
discriminator loss: 1.346387 - generator loss: 0.761536 - 1s
Epoch 2937/50000
discriminator loss: 1.358986 - generator loss: 0.729018 - 1s
Epoch 2938/50000
discriminator loss: 1.352355 - generator loss: 0.736893 - 1s
Epoch 2939/50000
discriminator loss: 1.343147 - generator loss: 0.747184 - 1s
Epoch 2940/50000
discriminator loss: 1.353780 - generator loss: 0.745925 - 1s
Epoch 2941/50000
discriminator loss: 1.354226 - generator loss: 0.759007 - 1s
Epoch 2942/50000
discriminator loss: 1.348509 - generator loss: 0.755839 - 1s
Epoch 2943/50000
discriminator loss: 1.361708 - generator loss: 0.730549 - 1s
Epoch 2944/50000
discriminator loss: 1.353009 - generator loss: 0.737426 - 1s
Epoch 2945/50000
discriminator loss: 1.351198 - generator loss: 0.746822 - 1s
Epoch 2946/50000
discriminator loss: 1.368376 - generator loss: 0.739738 - 1s
Epoch 2947/50000
discriminator loss: 1.351429 - generator loss: 0.758272 - 1s
Epoch 2948/50000
discriminator loss: 1.342190 - generator loss: 0.750822 - 1s
Epoch 2949/50000
discriminator loss: 1.358793 - generator loss: 0.733909 - 1s
Epoch 2950/50000
discriminator loss: 1.348953 - generator loss: 0.737595 - 1s
Epoch 2951/50000
discriminator loss: 1.342279 - generator loss: 0.748288 - 1s
Epoch 2952/50000
discriminator loss: 1.365571 - generator loss: 0.742912 - 1s
Epoch 2953/50000
discriminator loss: 1.347678 - generator loss: 0.763597 - 1s
Epoch 2954/50000
discriminator loss: 1.341281 - generator loss: 0.765311 - 1s
Epoch 2955/50000
discriminator loss: 1.365744 - generator loss: 0.726501 - 1s
Epoch 2956/50000
discriminator loss: 1.352460 - generator loss: 0.731139 - 1s
Epoch 2957/50000
discriminator loss: 1.341797 - generator loss: 0.748519 - 1s
Epoch 2958/50000
discriminator loss: 1.351769 - generator loss: 0.754764 - 1s
Epoch 2959/50000
discriminator loss: 1.350200 - generator loss: 0.756471 - 1s
Epoch 2960/50000
discriminator loss: 1.339377 - generator loss: 0.767739 - 1s
Epoch 2961/50000
discriminator loss: 1.367923 - generator loss: 0.724476 - 1s
Epoch 2962/50000
discriminator loss: 1.352621 - generator loss: 0.729105 - 1s
Epoch 2963/50000
discriminator loss: 1.336845 - generator loss: 0.749330 - 1s
Epoch 2964/50000
discriminator loss: 1.361083 - generator loss: 0.750121 - 1s
Epoch 2965/50000
discriminator loss: 1.358676 - generator loss: 0.758393 - 1s
Epoch 2966/50000
discriminator loss: 1.338508 - generator loss: 0.768073 - 1s
Epoch 2967/50000
discriminator loss: 1.369975 - generator loss: 0.724540 - 1s
Epoch 2968/50000
discriminator loss: 1.350797 - generator loss: 0.728936 - 1s
Epoch 2969/50000
discriminator loss: 1.333677 - generator loss: 0.750172 - 1s
Epoch 2970/50000
discriminator loss: 1.360799 - generator loss: 0.746830 - 1s
Epoch 2971/50000
discriminator loss: 1.360052 - generator loss: 0.753873 - 1s
Epoch 2972/50000
discriminator loss: 1.336632 - generator loss: 0.770803 - 1s
Epoch 2973/50000
discriminator loss: 1.353821 - generator loss: 0.740600 - 1s
Epoch 2974/50000
discriminator loss: 1.369367 - generator loss: 0.720126 - 1s
Epoch 2975/50000
discriminator loss: 1.335045 - generator loss: 0.745202 - 1s
Epoch 2976/50000
discriminator loss: 1.362510 - generator loss: 0.741120 - 1s
Epoch 2977/50000
discriminator loss: 1.360147 - generator loss: 0.763469 - 1s
Epoch 2978/50000
discriminator loss: 1.339759 - generator loss: 0.773151 - 1s
Epoch 2979/50000
discriminator loss: 1.345625 - generator loss: 0.745252 - 1s
Epoch 2980/50000
discriminator loss: 1.369027 - generator loss: 0.721568 - 1s
Epoch 2981/50000
discriminator loss: 1.336896 - generator loss: 0.738645 - 1s
Epoch 2982/50000
discriminator loss: 1.355567 - generator loss: 0.751682 - 1s
Epoch 2983/50000
discriminator loss: 1.361363 - generator loss: 0.756783 - 1s
Epoch 2984/50000
discriminator loss: 1.355623 - generator loss: 0.758562 - 1s
Epoch 2985/50000
discriminator loss: 1.344939 - generator loss: 0.754234 - 1s
Epoch 2986/50000
discriminator loss: 1.374859 - generator loss: 0.716621 - 1s
Epoch 2987/50000
discriminator loss: 1.349882 - generator loss: 0.734920 - 1s
Epoch 2988/50000
discriminator loss: 1.345085 - generator loss: 0.744879 - 1s
Epoch 2989/50000
discriminator loss: 1.362006 - generator loss: 0.744972 - 1s
Epoch 2990/50000
discriminator loss: 1.354843 - generator loss: 0.759882 - 1s
Epoch 2991/50000
discriminator loss: 1.334674 - generator loss: 0.770748 - 1s
Epoch 2992/50000
discriminator loss: 1.361506 - generator loss: 0.727073 - 1s
Epoch 2993/50000
discriminator loss: 1.361478 - generator loss: 0.728564 - 1s
Epoch 2994/50000
discriminator loss: 1.338346 - generator loss: 0.750248 - 1s
Epoch 2995/50000
discriminator loss: 1.364897 - generator loss: 0.743662 - 1s
Epoch 2996/50000
discriminator loss: 1.356668 - generator loss: 0.757232 - 1s
Epoch 2997/50000
discriminator loss: 1.340187 - generator loss: 0.771363 - 1s
Epoch 2998/50000
discriminator loss: 1.352372 - generator loss: 0.754850 - 1s
Epoch 2999/50000
discriminator loss: 1.366668 - generator loss: 0.714163 - 1s
Epoch 3000/50000
discriminator loss: 1.339984 - generator loss: 0.744864 - 1s
Epoch 3001/50000
discriminator loss: 1.351202 - generator loss: 0.746274 - 1s

Loss: 

Epoch 3002/50000
discriminator loss: 1.360010 - generator loss: 0.757920 - 1s
Epoch 3003/50000
discriminator loss: 1.351019 - generator loss: 0.756842 - 1s
Epoch 3004/50000
discriminator loss: 1.346084 - generator loss: 0.760712 - 1s
Epoch 3005/50000
discriminator loss: 1.363539 - generator loss: 0.734405 - 1s
Epoch 3006/50000
discriminator loss: 1.348178 - generator loss: 0.725449 - 1s
Epoch 3007/50000
discriminator loss: 1.349751 - generator loss: 0.740147 - 1s
Epoch 3008/50000
discriminator loss: 1.358086 - generator loss: 0.753106 - 1s
Epoch 3009/50000
discriminator loss: 1.362385 - generator loss: 0.752381 - 1s
Epoch 3010/50000
discriminator loss: 1.340362 - generator loss: 0.769966 - 1s
Epoch 3011/50000
discriminator loss: 1.355240 - generator loss: 0.738818 - 1s
Epoch 3012/50000
discriminator loss: 1.364501 - generator loss: 0.726389 - 1s
Epoch 3013/50000
discriminator loss: 1.346733 - generator loss: 0.743632 - 1s
Epoch 3014/50000
discriminator loss: 1.351726 - generator loss: 0.743887 - 1s
Epoch 3015/50000
discriminator loss: 1.351611 - generator loss: 0.753910 - 1s
Epoch 3016/50000
discriminator loss: 1.355935 - generator loss: 0.761298 - 1s
Epoch 3017/50000
discriminator loss: 1.340006 - generator loss: 0.767016 - 1s
Epoch 3018/50000
discriminator loss: 1.360830 - generator loss: 0.727935 - 1s
Epoch 3019/50000
discriminator loss: 1.346080 - generator loss: 0.733362 - 1s
Epoch 3020/50000
discriminator loss: 1.347385 - generator loss: 0.747374 - 1s
Epoch 3021/50000
discriminator loss: 1.351404 - generator loss: 0.759170 - 1s
Epoch 3022/50000
discriminator loss: 1.362110 - generator loss: 0.753238 - 1s
Epoch 3023/50000
discriminator loss: 1.344838 - generator loss: 0.762438 - 1s
Epoch 3024/50000
discriminator loss: 1.353716 - generator loss: 0.746427 - 1s
Epoch 3025/50000
discriminator loss: 1.355695 - generator loss: 0.736494 - 1s
Epoch 3026/50000
discriminator loss: 1.340885 - generator loss: 0.738703 - 1s
Epoch 3027/50000
discriminator loss: 1.345734 - generator loss: 0.757941 - 1s
Epoch 3028/50000
discriminator loss: 1.365258 - generator loss: 0.753530 - 1s
Epoch 3029/50000
discriminator loss: 1.339709 - generator loss: 0.776069 - 1s
Epoch 3030/50000
discriminator loss: 1.357451 - generator loss: 0.745353 - 1s
Epoch 3031/50000
discriminator loss: 1.357638 - generator loss: 0.739200 - 1s
Epoch 3032/50000
discriminator loss: 1.359681 - generator loss: 0.732713 - 1s
Epoch 3033/50000
discriminator loss: 1.337201 - generator loss: 0.752612 - 1s
Epoch 3034/50000
discriminator loss: 1.366492 - generator loss: 0.740346 - 1s
Epoch 3035/50000
discriminator loss: 1.346667 - generator loss: 0.764902 - 1s
Epoch 3036/50000
discriminator loss: 1.349012 - generator loss: 0.766985 - 1s
Epoch 3037/50000
discriminator loss: 1.347364 - generator loss: 0.746134 - 1s
Epoch 3038/50000
discriminator loss: 1.361615 - generator loss: 0.726791 - 1s
Epoch 3039/50000
discriminator loss: 1.348309 - generator loss: 0.742282 - 1s
Epoch 3040/50000
discriminator loss: 1.362664 - generator loss: 0.746751 - 1s
Epoch 3041/50000
discriminator loss: 1.361228 - generator loss: 0.752531 - 1s
Epoch 3042/50000
discriminator loss: 1.361177 - generator loss: 0.747947 - 1s
Epoch 3043/50000
discriminator loss: 1.338440 - generator loss: 0.758674 - 1s
Epoch 3044/50000
discriminator loss: 1.355581 - generator loss: 0.736389 - 1s
Epoch 3045/50000
discriminator loss: 1.353437 - generator loss: 0.738555 - 1s
Epoch 3046/50000
discriminator loss: 1.355995 - generator loss: 0.737630 - 1s
Epoch 3047/50000
discriminator loss: 1.368533 - generator loss: 0.742163 - 1s
Epoch 3048/50000
discriminator loss: 1.350983 - generator loss: 0.768977 - 1s
Epoch 3049/50000
discriminator loss: 1.350890 - generator loss: 0.752209 - 1s
Epoch 3050/50000
discriminator loss: 1.353622 - generator loss: 0.733718 - 1s
Epoch 3051/50000
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Epoch 3052/50000
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Epoch 3053/50000
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Epoch 3054/50000
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Epoch 3055/50000
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Epoch 3056/50000
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Epoch 3057/50000
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Epoch 3058/50000
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Epoch 3059/50000
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Epoch 3060/50000
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Epoch 3061/50000
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Epoch 3062/50000
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Epoch 3063/50000
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Epoch 3064/50000
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Epoch 3065/50000
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Epoch 3066/50000
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Epoch 3067/50000
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Epoch 3068/50000
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Epoch 3069/50000
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Epoch 3070/50000
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Epoch 3071/50000
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Epoch 3072/50000
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Epoch 3073/50000
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Epoch 3074/50000
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Epoch 3075/50000
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Epoch 3076/50000
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Epoch 3077/50000
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Epoch 3078/50000
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Epoch 3079/50000
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Epoch 3080/50000
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Epoch 3081/50000
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Epoch 3082/50000
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Epoch 3083/50000
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Epoch 3084/50000
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Epoch 3085/50000
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Epoch 3086/50000
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Epoch 3087/50000
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Epoch 3088/50000
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Epoch 3089/50000
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Epoch 3090/50000
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Epoch 3091/50000
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Epoch 3092/50000
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Epoch 3093/50000
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Epoch 3094/50000
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Epoch 3095/50000
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Epoch 3096/50000
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Epoch 3097/50000
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Epoch 3098/50000
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Epoch 3099/50000
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Epoch 3100/50000
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Epoch 3101/50000
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Epoch 3102/50000
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Epoch 3103/50000
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Epoch 3104/50000
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Epoch 3105/50000
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Epoch 3106/50000
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Epoch 3107/50000
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Epoch 3108/50000
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Epoch 3109/50000
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Epoch 3110/50000
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Epoch 3111/50000
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Epoch 3112/50000
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Epoch 3113/50000
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Epoch 3114/50000
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Epoch 3115/50000
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Epoch 3116/50000
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Epoch 3117/50000
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Epoch 3118/50000
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Epoch 3119/50000
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Epoch 3120/50000
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Epoch 3121/50000
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Epoch 3122/50000
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Epoch 3123/50000
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Epoch 3124/50000
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Epoch 3125/50000
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Epoch 3126/50000
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Epoch 3127/50000
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Epoch 3128/50000
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Epoch 3129/50000
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Epoch 3130/50000
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Epoch 3131/50000
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Epoch 3132/50000
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Epoch 3133/50000
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Epoch 3134/50000
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Epoch 3135/50000
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Epoch 3136/50000
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Epoch 3137/50000
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Epoch 3138/50000
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Epoch 3139/50000
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Epoch 3140/50000
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Epoch 3141/50000
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Epoch 3142/50000
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Epoch 3143/50000
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Epoch 3144/50000
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Epoch 3145/50000
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Epoch 3146/50000
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Epoch 3147/50000
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Epoch 3148/50000
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Epoch 3149/50000
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Epoch 3150/50000
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Epoch 3151/50000
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Epoch 3152/50000
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Epoch 3153/50000
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Epoch 3154/50000
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Epoch 3155/50000
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Epoch 3156/50000
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Epoch 3157/50000
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Epoch 3158/50000
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Epoch 3159/50000
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Epoch 3160/50000
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Epoch 3161/50000
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Epoch 3162/50000
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Epoch 3163/50000
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Epoch 3164/50000
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Epoch 3165/50000
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Epoch 3166/50000
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Epoch 3167/50000
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Epoch 3168/50000
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Epoch 3169/50000
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Epoch 3170/50000
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Epoch 3171/50000
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Epoch 3172/50000
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Epoch 3173/50000
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Epoch 3174/50000
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Epoch 3175/50000
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Epoch 3176/50000
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Epoch 3177/50000
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Epoch 3178/50000
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Epoch 3179/50000
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Epoch 3180/50000
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Epoch 3181/50000
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Epoch 3182/50000
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Epoch 3183/50000
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Epoch 3184/50000
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Epoch 3185/50000
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Epoch 3186/50000
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Epoch 3187/50000
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Epoch 3188/50000
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Epoch 3189/50000
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Epoch 3190/50000
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Epoch 3191/50000
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Epoch 3192/50000
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Epoch 3193/50000
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Epoch 3194/50000
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Epoch 3195/50000
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Epoch 3196/50000
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Epoch 3197/50000
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Epoch 3198/50000
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Epoch 3199/50000
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Epoch 3200/50000
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Epoch 3201/50000
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Epoch 3202/50000
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Epoch 3203/50000
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Epoch 3204/50000
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Epoch 3205/50000
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Epoch 3206/50000
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Epoch 3207/50000
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Epoch 3208/50000
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Epoch 3209/50000
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Epoch 3210/50000
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Epoch 3211/50000
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Epoch 3212/50000
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Epoch 3213/50000
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Epoch 3214/50000
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Epoch 3215/50000
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Epoch 3216/50000
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Epoch 3217/50000
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Epoch 3218/50000
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Epoch 3219/50000
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Epoch 3220/50000
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Epoch 3221/50000
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Epoch 3222/50000
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Epoch 3223/50000
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Epoch 3224/50000
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Epoch 3225/50000
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Epoch 3226/50000
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Epoch 3227/50000
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Epoch 3228/50000
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Epoch 3229/50000
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Epoch 3230/50000
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Epoch 3231/50000
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Epoch 3232/50000
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Epoch 3233/50000
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Epoch 3234/50000
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Epoch 3235/50000
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Epoch 3236/50000
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Epoch 3237/50000
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Epoch 3238/50000
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Epoch 3239/50000
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Epoch 3240/50000
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Epoch 3241/50000
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Epoch 3242/50000
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Epoch 3243/50000
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Epoch 3244/50000
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Epoch 3245/50000
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Epoch 3246/50000
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Epoch 3247/50000
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Epoch 3248/50000
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Epoch 3249/50000
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Epoch 3250/50000
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Epoch 3251/50000
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Epoch 3252/50000
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Epoch 3253/50000
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Epoch 3254/50000
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Epoch 3255/50000
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Epoch 3256/50000
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Epoch 3257/50000
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Epoch 3258/50000
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Epoch 3259/50000
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Epoch 3260/50000
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Epoch 3261/50000
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Epoch 3262/50000
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Epoch 3263/50000
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Epoch 3264/50000
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Epoch 3265/50000
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Epoch 3266/50000
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Epoch 3267/50000
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Epoch 3268/50000
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Epoch 3269/50000
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Epoch 3270/50000
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Epoch 3271/50000
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Epoch 3272/50000
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Epoch 3273/50000
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Epoch 3274/50000
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Epoch 3275/50000
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Epoch 3276/50000
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Epoch 3277/50000
discriminator loss: 1.357006 - generator loss: 0.733950 - 1s
Epoch 3278/50000
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Epoch 3279/50000
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Epoch 3280/50000
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Epoch 3281/50000
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Epoch 3282/50000
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Epoch 3283/50000
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Epoch 3284/50000
discriminator loss: 1.365319 - generator loss: 0.729988 - 1s
Epoch 3285/50000
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Epoch 3286/50000
discriminator loss: 1.362337 - generator loss: 0.748483 - 1s
Epoch 3287/50000
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Epoch 3288/50000
discriminator loss: 1.350607 - generator loss: 0.756726 - 1s
Epoch 3289/50000
discriminator loss: 1.347947 - generator loss: 0.746037 - 1s
Epoch 3290/50000
discriminator loss: 1.357479 - generator loss: 0.732323 - 1s
Epoch 3291/50000
discriminator loss: 1.349590 - generator loss: 0.739903 - 1s
Epoch 3292/50000
discriminator loss: 1.355768 - generator loss: 0.740699 - 1s
Epoch 3293/50000
discriminator loss: 1.359427 - generator loss: 0.752104 - 1s
Epoch 3294/50000
discriminator loss: 1.353062 - generator loss: 0.761962 - 1s
Epoch 3295/50000
discriminator loss: 1.353105 - generator loss: 0.744330 - 1s
Epoch 3296/50000
discriminator loss: 1.358546 - generator loss: 0.728561 - 1s
Epoch 3297/50000
discriminator loss: 1.354181 - generator loss: 0.736178 - 1s
Epoch 3298/50000
discriminator loss: 1.350671 - generator loss: 0.745019 - 1s
Epoch 3299/50000
discriminator loss: 1.361896 - generator loss: 0.749575 - 1s
Epoch 3300/50000
discriminator loss: 1.353816 - generator loss: 0.755645 - 1s
Epoch 3301/50000
discriminator loss: 1.345697 - generator loss: 0.755484 - 1s
Epoch 3302/50000
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Epoch 3303/50000
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Epoch 3304/50000
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Epoch 3305/50000
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Epoch 3306/50000
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Epoch 3307/50000
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Epoch 3308/50000
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Epoch 3309/50000
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Epoch 3310/50000
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Epoch 3311/50000
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Epoch 3312/50000
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Epoch 3313/50000
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Epoch 3314/50000
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Epoch 3315/50000
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Epoch 3316/50000
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Epoch 3317/50000
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Epoch 3318/50000
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Epoch 3319/50000
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Epoch 3320/50000
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Epoch 3321/50000
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Epoch 3322/50000
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Epoch 3323/50000
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Epoch 3324/50000
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Epoch 3325/50000
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Epoch 3326/50000
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Epoch 3327/50000
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Epoch 3328/50000
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Epoch 3329/50000
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Epoch 3330/50000
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Epoch 3331/50000
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Epoch 3332/50000
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Epoch 3333/50000
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Epoch 3334/50000
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Epoch 3335/50000
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Epoch 3336/50000
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Epoch 3337/50000
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Epoch 3338/50000
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Epoch 3339/50000
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Epoch 3340/50000
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Epoch 3341/50000
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Epoch 3342/50000
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Epoch 3343/50000
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Epoch 3344/50000
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Epoch 3345/50000
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Epoch 3346/50000
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Epoch 3347/50000
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Epoch 3348/50000
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Epoch 3349/50000
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Epoch 3350/50000
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Epoch 3351/50000
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Epoch 3352/50000
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Epoch 3353/50000
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Epoch 3354/50000
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Epoch 3355/50000
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Epoch 3356/50000
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Epoch 3357/50000
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Epoch 3358/50000
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Epoch 3359/50000
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Epoch 3360/50000
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Epoch 3361/50000
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Epoch 3362/50000
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Epoch 3363/50000
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Epoch 3364/50000
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Epoch 3365/50000
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Epoch 3366/50000
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Epoch 3367/50000
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Epoch 3368/50000
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Epoch 3369/50000
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Epoch 3370/50000
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Epoch 3371/50000
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Epoch 3372/50000
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Epoch 3373/50000
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Epoch 3374/50000
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Epoch 3375/50000
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Epoch 3376/50000
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Epoch 3377/50000
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Epoch 3378/50000
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Epoch 3379/50000
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Epoch 3380/50000
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Epoch 3381/50000
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Epoch 3382/50000
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Epoch 3383/50000
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Epoch 3384/50000
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Epoch 3385/50000
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Epoch 3386/50000
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Epoch 3387/50000
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Epoch 3388/50000
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Epoch 3389/50000
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Epoch 3390/50000
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Epoch 3391/50000
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Epoch 3392/50000
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Epoch 3393/50000
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Epoch 3394/50000
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Epoch 3395/50000
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Epoch 3396/50000
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Epoch 3397/50000
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Epoch 3398/50000
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Epoch 3399/50000
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Epoch 3400/50000
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Epoch 3401/50000
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Epoch 3402/50000
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Epoch 3403/50000
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Epoch 3404/50000
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Epoch 3405/50000
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Epoch 3406/50000
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Epoch 3407/50000
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Epoch 3408/50000
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Epoch 3409/50000
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Epoch 3410/50000
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Epoch 3411/50000
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Epoch 3412/50000
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Epoch 3413/50000
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Epoch 3414/50000
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Epoch 3415/50000
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Epoch 3416/50000
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Epoch 3417/50000
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Epoch 3418/50000
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Epoch 3419/50000
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Epoch 3420/50000
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Epoch 3421/50000
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Epoch 3422/50000
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Epoch 3423/50000
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Epoch 3424/50000
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Epoch 3425/50000
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Epoch 3426/50000
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Epoch 3427/50000
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Epoch 3428/50000
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Epoch 3429/50000
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Epoch 3430/50000
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Epoch 3431/50000
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Epoch 3432/50000
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Epoch 3433/50000
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Epoch 3434/50000
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Epoch 3435/50000
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Epoch 3436/50000
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Epoch 3437/50000
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Epoch 3438/50000
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Epoch 3439/50000
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Epoch 3440/50000
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Epoch 3441/50000
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Epoch 3442/50000
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Epoch 3443/50000
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Epoch 3444/50000
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Epoch 3445/50000
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Epoch 3446/50000
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Epoch 3447/50000
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Epoch 3448/50000
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Epoch 3449/50000
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Epoch 3450/50000
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Epoch 3451/50000
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Epoch 3452/50000
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Epoch 3453/50000
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Epoch 3454/50000
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Epoch 3455/50000
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Epoch 3456/50000
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Epoch 3457/50000
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Epoch 3458/50000
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Epoch 3459/50000
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Epoch 3460/50000
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Epoch 3461/50000
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Epoch 3462/50000
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Epoch 3463/50000
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Epoch 3464/50000
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Epoch 3465/50000
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Epoch 3466/50000
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Epoch 3467/50000
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Epoch 3468/50000
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Epoch 3469/50000
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Epoch 3470/50000
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Epoch 3471/50000
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Epoch 3472/50000
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Epoch 3473/50000
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Epoch 3474/50000
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Epoch 3475/50000
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Epoch 3476/50000
discriminator loss: 1.347475 - generator loss: 0.750909 - 1s
Epoch 3477/50000
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Epoch 3478/50000
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Epoch 3479/50000
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Epoch 3480/50000
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Epoch 3481/50000
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Epoch 3482/50000
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Epoch 3483/50000
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Epoch 3484/50000
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Epoch 3485/50000
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Epoch 3486/50000
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Epoch 3487/50000
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Epoch 3488/50000
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Epoch 3489/50000
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Epoch 3490/50000
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Epoch 3491/50000
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Epoch 3492/50000
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Epoch 3493/50000
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Epoch 3494/50000
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Epoch 3495/50000
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Epoch 3496/50000
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Epoch 3497/50000
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Epoch 3498/50000
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Epoch 3499/50000
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Epoch 3500/50000
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Epoch 3501/50000
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Epoch 3502/50000
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Epoch 3503/50000
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Epoch 3504/50000
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Epoch 3505/50000
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Epoch 3506/50000
discriminator loss: 1.354997 - generator loss: 0.745777 - 1s
Epoch 3507/50000
discriminator loss: 1.352811 - generator loss: 0.755885 - 1s
Epoch 3508/50000
discriminator loss: 1.346634 - generator loss: 0.757190 - 1s
Epoch 3509/50000
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Epoch 3510/50000
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Epoch 3511/50000
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Epoch 3512/50000
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Epoch 3513/50000
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Epoch 3514/50000
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Epoch 3515/50000
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Epoch 3516/50000
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Epoch 3517/50000
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Epoch 3518/50000
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Epoch 3519/50000
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Epoch 3520/50000
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Epoch 3521/50000
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Epoch 3522/50000
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Epoch 3523/50000
discriminator loss: 1.357101 - generator loss: 0.734898 - 1s
Epoch 3524/50000
discriminator loss: 1.339329 - generator loss: 0.749375 - 1s
Epoch 3525/50000
discriminator loss: 1.364524 - generator loss: 0.737552 - 1s
Epoch 3526/50000
discriminator loss: 1.354469 - generator loss: 0.760339 - 1s
Epoch 3527/50000
discriminator loss: 1.348900 - generator loss: 0.764896 - 1s
Epoch 3528/50000
discriminator loss: 1.361776 - generator loss: 0.734236 - 1s
Epoch 3529/50000
discriminator loss: 1.362991 - generator loss: 0.722140 - 1s
Epoch 3530/50000
discriminator loss: 1.343656 - generator loss: 0.742113 - 1s
Epoch 3531/50000
discriminator loss: 1.353778 - generator loss: 0.753674 - 1s
Epoch 3532/50000
discriminator loss: 1.360936 - generator loss: 0.741669 - 1s
Epoch 3533/50000
discriminator loss: 1.349945 - generator loss: 0.767494 - 1s
Epoch 3534/50000
discriminator loss: 1.356738 - generator loss: 0.739975 - 1s
Epoch 3535/50000
discriminator loss: 1.358201 - generator loss: 0.731991 - 1s
Epoch 3536/50000
discriminator loss: 1.354060 - generator loss: 0.733395 - 1s
Epoch 3537/50000
discriminator loss: 1.351588 - generator loss: 0.742116 - 1s
Epoch 3538/50000
discriminator loss: 1.358696 - generator loss: 0.742874 - 1s
Epoch 3539/50000
discriminator loss: 1.361380 - generator loss: 0.758402 - 1s
Epoch 3540/50000
discriminator loss: 1.346021 - generator loss: 0.757730 - 1s
Epoch 3541/50000
discriminator loss: 1.358773 - generator loss: 0.729184 - 1s
Epoch 3542/50000
discriminator loss: 1.354545 - generator loss: 0.737000 - 1s
Epoch 3543/50000
discriminator loss: 1.345800 - generator loss: 0.744682 - 1s
Epoch 3544/50000
discriminator loss: 1.366737 - generator loss: 0.740935 - 1s
Epoch 3545/50000
discriminator loss: 1.358968 - generator loss: 0.750588 - 1s
Epoch 3546/50000
discriminator loss: 1.351399 - generator loss: 0.757258 - 1s
Epoch 3547/50000
discriminator loss: 1.359679 - generator loss: 0.743065 - 1s
Epoch 3548/50000
discriminator loss: 1.356579 - generator loss: 0.734644 - 1s
Epoch 3549/50000
discriminator loss: 1.363975 - generator loss: 0.726545 - 1s
Epoch 3550/50000
discriminator loss: 1.352664 - generator loss: 0.746510 - 1s
Epoch 3551/50000
discriminator loss: 1.362856 - generator loss: 0.750002 - 1s
Epoch 3552/50000
discriminator loss: 1.346137 - generator loss: 0.756857 - 1s
Epoch 3553/50000
discriminator loss: 1.355976 - generator loss: 0.748417 - 1s
Epoch 3554/50000
discriminator loss: 1.366778 - generator loss: 0.725199 - 1s
Epoch 3555/50000
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Epoch 3556/50000
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Epoch 3557/50000
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Epoch 3558/50000
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Epoch 3559/50000
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Epoch 3560/50000
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Epoch 3561/50000
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Epoch 3562/50000
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Epoch 3563/50000
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Epoch 3564/50000
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Epoch 3565/50000
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Epoch 3566/50000
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Epoch 3567/50000
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Epoch 3568/50000
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Epoch 3569/50000
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Epoch 3570/50000
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Epoch 3571/50000
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Epoch 3572/50000
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Epoch 3573/50000
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Epoch 3574/50000
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Epoch 3575/50000
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Epoch 3576/50000
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Epoch 3577/50000
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Epoch 3578/50000
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Epoch 3579/50000
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Epoch 3580/50000
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Epoch 3581/50000
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Epoch 3582/50000
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Epoch 3583/50000
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Epoch 3584/50000
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Epoch 3585/50000
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Epoch 3586/50000
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Epoch 3587/50000
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Epoch 3588/50000
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Epoch 3589/50000
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Epoch 3590/50000
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Epoch 3591/50000
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Epoch 3592/50000
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Epoch 3593/50000
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Epoch 3594/50000
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Epoch 3595/50000
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Epoch 3596/50000
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Epoch 3597/50000
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Epoch 3598/50000
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Epoch 3599/50000
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Epoch 3600/50000
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Epoch 3601/50000
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Epoch 3602/50000
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Epoch 3603/50000
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Epoch 3604/50000
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Epoch 3605/50000
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Epoch 3606/50000
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Epoch 3607/50000
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Epoch 3608/50000
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Epoch 3609/50000
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Epoch 3610/50000
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Epoch 3611/50000
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Epoch 3612/50000
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Epoch 3613/50000
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Epoch 3614/50000
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Epoch 3615/50000
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Epoch 3616/50000
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Epoch 3617/50000
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Epoch 3618/50000
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Epoch 3619/50000
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Epoch 3620/50000
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Epoch 3621/50000
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Epoch 3622/50000
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Epoch 3623/50000
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Epoch 3624/50000
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Epoch 3625/50000
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Epoch 3626/50000
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Epoch 3627/50000
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Epoch 3628/50000
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Epoch 3629/50000
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Epoch 3630/50000
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Epoch 3631/50000
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Epoch 3632/50000
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Epoch 3633/50000
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Epoch 3634/50000
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Epoch 3635/50000
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Epoch 3636/50000
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Epoch 3637/50000
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Epoch 3638/50000
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Epoch 3639/50000
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Epoch 3640/50000
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Epoch 3641/50000
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Epoch 3642/50000
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Epoch 3643/50000
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Epoch 3644/50000
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Epoch 3645/50000
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Epoch 3646/50000
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Epoch 3647/50000
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Epoch 3648/50000
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Epoch 3649/50000
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Epoch 3650/50000
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Epoch 3651/50000
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Epoch 3652/50000
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Epoch 3653/50000
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Epoch 3654/50000
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Epoch 3655/50000
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Epoch 3656/50000
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Epoch 3657/50000
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Epoch 3658/50000
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Epoch 3659/50000
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Epoch 3660/50000
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Epoch 3661/50000
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Epoch 3662/50000
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Epoch 3663/50000
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Epoch 3664/50000
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Epoch 3665/50000
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Epoch 3666/50000
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Epoch 3667/50000
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Epoch 3668/50000
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Epoch 3669/50000
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Epoch 3670/50000
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Epoch 3671/50000
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Epoch 3672/50000
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Epoch 3673/50000
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Epoch 3674/50000
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Epoch 3675/50000
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Epoch 3676/50000
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Epoch 3677/50000
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Epoch 3678/50000
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Epoch 3679/50000
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Epoch 3680/50000
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Epoch 3681/50000
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Epoch 3682/50000
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Epoch 3683/50000
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Epoch 3684/50000
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Epoch 3685/50000
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Epoch 3686/50000
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Epoch 3687/50000
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Epoch 3688/50000
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Epoch 3689/50000
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Epoch 3690/50000
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Epoch 3691/50000
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Epoch 3692/50000
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Epoch 3693/50000
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Epoch 3694/50000
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Epoch 3695/50000
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Epoch 3696/50000
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Epoch 3697/50000
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Epoch 3698/50000
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Epoch 3699/50000
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Epoch 3700/50000
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Epoch 3701/50000
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Epoch 3702/50000
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Epoch 3703/50000
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Epoch 3704/50000
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Epoch 3705/50000
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Epoch 3706/50000
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Epoch 3707/50000
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Epoch 3708/50000
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Epoch 3709/50000
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Epoch 3710/50000
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Epoch 3711/50000
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Epoch 3712/50000
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Epoch 3713/50000
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Epoch 3714/50000
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Epoch 3715/50000
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Epoch 3716/50000
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Epoch 3717/50000
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Epoch 3718/50000
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Epoch 3719/50000
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Epoch 3720/50000
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Epoch 3721/50000
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Epoch 3722/50000
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Epoch 3723/50000
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Epoch 3724/50000
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Epoch 3725/50000
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Epoch 3726/50000
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Epoch 3727/50000
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Epoch 3728/50000
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Epoch 3729/50000
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Epoch 3730/50000
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Epoch 3731/50000
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Epoch 3732/50000
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Epoch 3733/50000
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Epoch 3734/50000
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Epoch 3735/50000
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Epoch 3736/50000
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Epoch 3737/50000
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Epoch 3738/50000
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Epoch 3739/50000
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Epoch 3740/50000
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Epoch 3741/50000
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Epoch 3742/50000
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Epoch 3743/50000
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Epoch 3744/50000
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Epoch 3745/50000
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Epoch 3746/50000
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Epoch 3747/50000
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Epoch 3748/50000
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Epoch 3749/50000
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Epoch 3750/50000
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Epoch 3751/50000
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Epoch 3752/50000
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Epoch 3753/50000
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Epoch 3754/50000
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Epoch 3755/50000
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Epoch 3756/50000
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Epoch 3757/50000
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Epoch 3758/50000
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Epoch 3759/50000
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Epoch 3760/50000
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Epoch 3761/50000
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Epoch 3762/50000
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Epoch 3763/50000
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Epoch 3764/50000
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Epoch 3765/50000
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Epoch 3766/50000
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Epoch 3767/50000
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Epoch 3768/50000
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Epoch 3769/50000
discriminator loss: 1.352292 - generator loss: 0.755058 - 1s
Epoch 3770/50000
discriminator loss: 1.341862 - generator loss: 0.763913 - 1s
Epoch 3771/50000
discriminator loss: 1.360219 - generator loss: 0.737442 - 1s
Epoch 3772/50000
discriminator loss: 1.356217 - generator loss: 0.734123 - 1s
Epoch 3773/50000
discriminator loss: 1.345071 - generator loss: 0.739486 - 1s
Epoch 3774/50000
discriminator loss: 1.357307 - generator loss: 0.737562 - 1s
Epoch 3775/50000
discriminator loss: 1.360708 - generator loss: 0.754724 - 1s
Epoch 3776/50000
discriminator loss: 1.354780 - generator loss: 0.761088 - 1s
Epoch 3777/50000
discriminator loss: 1.350052 - generator loss: 0.749516 - 1s
Epoch 3778/50000
discriminator loss: 1.359415 - generator loss: 0.732841 - 1s
Epoch 3779/50000
discriminator loss: 1.359653 - generator loss: 0.733320 - 1s
Epoch 3780/50000
discriminator loss: 1.351419 - generator loss: 0.751190 - 1s
Epoch 3781/50000
discriminator loss: 1.359691 - generator loss: 0.740462 - 1s
Epoch 3782/50000
discriminator loss: 1.355953 - generator loss: 0.748169 - 1s
Epoch 3783/50000
discriminator loss: 1.341230 - generator loss: 0.765496 - 1s
Epoch 3784/50000
discriminator loss: 1.357496 - generator loss: 0.745108 - 1s
Epoch 3785/50000
discriminator loss: 1.348190 - generator loss: 0.738086 - 1s
Epoch 3786/50000
discriminator loss: 1.349022 - generator loss: 0.745024 - 1s
Epoch 3787/50000
discriminator loss: 1.352206 - generator loss: 0.746369 - 1s
Epoch 3788/50000
discriminator loss: 1.363696 - generator loss: 0.757293 - 1s
Epoch 3789/50000
discriminator loss: 1.345003 - generator loss: 0.755308 - 1s
Epoch 3790/50000
discriminator loss: 1.358721 - generator loss: 0.751130 - 1s
Epoch 3791/50000
discriminator loss: 1.354010 - generator loss: 0.736325 - 1s
Epoch 3792/50000
discriminator loss: 1.359753 - generator loss: 0.738663 - 1s
Epoch 3793/50000
discriminator loss: 1.351594 - generator loss: 0.741703 - 1s
Epoch 3794/50000
discriminator loss: 1.354138 - generator loss: 0.743140 - 1s
Epoch 3795/50000
discriminator loss: 1.353926 - generator loss: 0.755393 - 1s
Epoch 3796/50000
discriminator loss: 1.347500 - generator loss: 0.760269 - 1s
Epoch 3797/50000
discriminator loss: 1.361884 - generator loss: 0.745468 - 1s
Epoch 3798/50000
discriminator loss: 1.358721 - generator loss: 0.721079 - 1s
Epoch 3799/50000
discriminator loss: 1.344627 - generator loss: 0.747623 - 1s
Epoch 3800/50000
discriminator loss: 1.351718 - generator loss: 0.744924 - 1s
Epoch 3801/50000
discriminator loss: 1.359952 - generator loss: 0.751365 - 1s
Epoch 3802/50000
discriminator loss: 1.353223 - generator loss: 0.749997 - 1s
Epoch 3803/50000
discriminator loss: 1.348169 - generator loss: 0.753025 - 1s
Epoch 3804/50000
discriminator loss: 1.357770 - generator loss: 0.732172 - 1s
Epoch 3805/50000
discriminator loss: 1.345831 - generator loss: 0.749844 - 1s
Epoch 3806/50000
discriminator loss: 1.347397 - generator loss: 0.735289 - 1s
Epoch 3807/50000
discriminator loss: 1.355674 - generator loss: 0.750115 - 1s
Epoch 3808/50000
discriminator loss: 1.354838 - generator loss: 0.755597 - 1s
Epoch 3809/50000
discriminator loss: 1.345315 - generator loss: 0.759616 - 1s
Epoch 3810/50000
discriminator loss: 1.361511 - generator loss: 0.733957 - 1s
Epoch 3811/50000
discriminator loss: 1.352609 - generator loss: 0.732952 - 1s
Epoch 3812/50000
discriminator loss: 1.352079 - generator loss: 0.741995 - 1s
Epoch 3813/50000
discriminator loss: 1.362537 - generator loss: 0.743161 - 1s
Epoch 3814/50000
discriminator loss: 1.357979 - generator loss: 0.751282 - 1s
Epoch 3815/50000
discriminator loss: 1.346572 - generator loss: 0.755905 - 1s
Epoch 3816/50000
discriminator loss: 1.360719 - generator loss: 0.741962 - 1s
Epoch 3817/50000
discriminator loss: 1.359164 - generator loss: 0.734142 - 1s
Epoch 3818/50000
discriminator loss: 1.348433 - generator loss: 0.735226 - 1s
Epoch 3819/50000
discriminator loss: 1.351609 - generator loss: 0.752083 - 1s
Epoch 3820/50000
discriminator loss: 1.361306 - generator loss: 0.745305 - 1s
Epoch 3821/50000
discriminator loss: 1.350672 - generator loss: 0.756566 - 1s
Epoch 3822/50000
discriminator loss: 1.354804 - generator loss: 0.742096 - 1s
Epoch 3823/50000
discriminator loss: 1.361343 - generator loss: 0.736914 - 1s
Epoch 3824/50000
discriminator loss: 1.355395 - generator loss: 0.736766 - 1s
Epoch 3825/50000
discriminator loss: 1.352660 - generator loss: 0.742388 - 1s
Epoch 3826/50000
discriminator loss: 1.367293 - generator loss: 0.743776 - 1s
Epoch 3827/50000
discriminator loss: 1.350984 - generator loss: 0.753611 - 1s
Epoch 3828/50000
discriminator loss: 1.344893 - generator loss: 0.755289 - 1s
Epoch 3829/50000
discriminator loss: 1.353604 - generator loss: 0.736879 - 1s
Epoch 3830/50000
discriminator loss: 1.351354 - generator loss: 0.738069 - 1s
Epoch 3831/50000
discriminator loss: 1.351554 - generator loss: 0.740829 - 1s
Epoch 3832/50000
discriminator loss: 1.365021 - generator loss: 0.737525 - 1s
Epoch 3833/50000
discriminator loss: 1.352521 - generator loss: 0.754502 - 1s
Epoch 3834/50000
discriminator loss: 1.350875 - generator loss: 0.753238 - 1s
Epoch 3835/50000
discriminator loss: 1.355341 - generator loss: 0.744618 - 1s
Epoch 3836/50000
discriminator loss: 1.360383 - generator loss: 0.732621 - 1s
Epoch 3837/50000
discriminator loss: 1.353318 - generator loss: 0.741928 - 1s
Epoch 3838/50000
discriminator loss: 1.360456 - generator loss: 0.737601 - 1s
Epoch 3839/50000
discriminator loss: 1.362014 - generator loss: 0.748187 - 1s
Epoch 3840/50000
discriminator loss: 1.351359 - generator loss: 0.760385 - 1s
Epoch 3841/50000
discriminator loss: 1.349420 - generator loss: 0.760537 - 1s
Epoch 3842/50000
discriminator loss: 1.355741 - generator loss: 0.727015 - 1s
Epoch 3843/50000
discriminator loss: 1.351709 - generator loss: 0.735156 - 1s
Epoch 3844/50000
discriminator loss: 1.344655 - generator loss: 0.745776 - 1s
Epoch 3845/50000
discriminator loss: 1.354595 - generator loss: 0.754664 - 1s
Epoch 3846/50000
discriminator loss: 1.360865 - generator loss: 0.750176 - 1s
Epoch 3847/50000
discriminator loss: 1.343676 - generator loss: 0.757054 - 1s
Epoch 3848/50000
discriminator loss: 1.363682 - generator loss: 0.723334 - 1s
Epoch 3849/50000
discriminator loss: 1.356880 - generator loss: 0.740121 - 1s
Epoch 3850/50000
discriminator loss: 1.345461 - generator loss: 0.741534 - 1s
Epoch 3851/50000
discriminator loss: 1.354169 - generator loss: 0.742117 - 1s
Epoch 3852/50000
discriminator loss: 1.356313 - generator loss: 0.755161 - 1s
Epoch 3853/50000
discriminator loss: 1.345742 - generator loss: 0.756553 - 1s
Epoch 3854/50000
discriminator loss: 1.351035 - generator loss: 0.748179 - 1s
Epoch 3855/50000
discriminator loss: 1.354809 - generator loss: 0.730533 - 1s
Epoch 3856/50000
discriminator loss: 1.352524 - generator loss: 0.735651 - 1s
Epoch 3857/50000
discriminator loss: 1.352561 - generator loss: 0.746784 - 1s
Epoch 3858/50000
discriminator loss: 1.353678 - generator loss: 0.751531 - 1s
Epoch 3859/50000
discriminator loss: 1.348036 - generator loss: 0.761192 - 1s
Epoch 3860/50000
discriminator loss: 1.349732 - generator loss: 0.751968 - 1s
Epoch 3861/50000
discriminator loss: 1.357449 - generator loss: 0.740647 - 1s
Epoch 3862/50000
discriminator loss: 1.344175 - generator loss: 0.738036 - 1s
Epoch 3863/50000
discriminator loss: 1.352833 - generator loss: 0.738565 - 1s
Epoch 3864/50000
discriminator loss: 1.366516 - generator loss: 0.741823 - 1s
Epoch 3865/50000
discriminator loss: 1.349135 - generator loss: 0.762023 - 1s
Epoch 3866/50000
discriminator loss: 1.344985 - generator loss: 0.763297 - 1s
Epoch 3867/50000
discriminator loss: 1.358458 - generator loss: 0.726892 - 1s
Epoch 3868/50000
discriminator loss: 1.356232 - generator loss: 0.730573 - 1s
Epoch 3869/50000
discriminator loss: 1.354875 - generator loss: 0.738573 - 1s
Epoch 3870/50000
discriminator loss: 1.351681 - generator loss: 0.745230 - 1s
Epoch 3871/50000
discriminator loss: 1.368076 - generator loss: 0.750056 - 1s
Epoch 3872/50000
discriminator loss: 1.349797 - generator loss: 0.752914 - 1s
Epoch 3873/50000
discriminator loss: 1.358597 - generator loss: 0.744399 - 1s
Epoch 3874/50000
discriminator loss: 1.364016 - generator loss: 0.721643 - 1s
Epoch 3875/50000
discriminator loss: 1.351750 - generator loss: 0.741058 - 1s
Epoch 3876/50000
discriminator loss: 1.349624 - generator loss: 0.745096 - 1s
Epoch 3877/50000
discriminator loss: 1.358290 - generator loss: 0.749898 - 1s
Epoch 3878/50000
discriminator loss: 1.359421 - generator loss: 0.753934 - 1s
Epoch 3879/50000
discriminator loss: 1.339024 - generator loss: 0.758245 - 1s
Epoch 3880/50000
discriminator loss: 1.363895 - generator loss: 0.732448 - 1s
Epoch 3881/50000
discriminator loss: 1.358346 - generator loss: 0.732142 - 1s
Epoch 3882/50000
discriminator loss: 1.341454 - generator loss: 0.744568 - 1s
Epoch 3883/50000
discriminator loss: 1.362784 - generator loss: 0.741609 - 1s
Epoch 3884/50000
discriminator loss: 1.354554 - generator loss: 0.755378 - 1s
Epoch 3885/50000
discriminator loss: 1.346603 - generator loss: 0.763400 - 1s
Epoch 3886/50000
discriminator loss: 1.355701 - generator loss: 0.736371 - 1s
Epoch 3887/50000
discriminator loss: 1.364747 - generator loss: 0.722860 - 1s
Epoch 3888/50000
discriminator loss: 1.344016 - generator loss: 0.742850 - 1s
Epoch 3889/50000
discriminator loss: 1.353115 - generator loss: 0.749206 - 1s
Epoch 3890/50000
discriminator loss: 1.361653 - generator loss: 0.751266 - 1s
Epoch 3891/50000
discriminator loss: 1.351495 - generator loss: 0.754348 - 1s
Epoch 3892/50000
discriminator loss: 1.353275 - generator loss: 0.745066 - 1s
Epoch 3893/50000
discriminator loss: 1.365906 - generator loss: 0.732147 - 1s
Epoch 3894/50000
discriminator loss: 1.345501 - generator loss: 0.729377 - 1s
Epoch 3895/50000
discriminator loss: 1.342268 - generator loss: 0.751597 - 1s
Epoch 3896/50000
discriminator loss: 1.368859 - generator loss: 0.743517 - 1s
Epoch 3897/50000
discriminator loss: 1.352166 - generator loss: 0.756187 - 1s
Epoch 3898/50000
discriminator loss: 1.341169 - generator loss: 0.761814 - 1s
Epoch 3899/50000
discriminator loss: 1.362259 - generator loss: 0.733194 - 1s
Epoch 3900/50000
discriminator loss: 1.360080 - generator loss: 0.722186 - 1s
Epoch 3901/50000
discriminator loss: 1.344210 - generator loss: 0.745644 - 1s
Epoch 3902/50000
discriminator loss: 1.363340 - generator loss: 0.741114 - 1s
Epoch 3903/50000
discriminator loss: 1.362956 - generator loss: 0.743847 - 1s
Epoch 3904/50000
discriminator loss: 1.342450 - generator loss: 0.769668 - 1s
Epoch 3905/50000
discriminator loss: 1.347887 - generator loss: 0.748873 - 1s
Epoch 3906/50000
discriminator loss: 1.363857 - generator loss: 0.720729 - 1s
Epoch 3907/50000
discriminator loss: 1.354790 - generator loss: 0.737357 - 1s
Epoch 3908/50000
discriminator loss: 1.349974 - generator loss: 0.747605 - 1s
Epoch 3909/50000
discriminator loss: 1.354326 - generator loss: 0.742700 - 1s
Epoch 3910/50000
discriminator loss: 1.355494 - generator loss: 0.753303 - 1s
Epoch 3911/50000
discriminator loss: 1.345479 - generator loss: 0.759734 - 1s
Epoch 3912/50000
discriminator loss: 1.360071 - generator loss: 0.732129 - 1s
Epoch 3913/50000
discriminator loss: 1.352560 - generator loss: 0.737656 - 1s
Epoch 3914/50000
discriminator loss: 1.345228 - generator loss: 0.744411 - 1s
Epoch 3915/50000
discriminator loss: 1.356676 - generator loss: 0.743069 - 1s
Epoch 3916/50000
discriminator loss: 1.350331 - generator loss: 0.754257 - 1s
Epoch 3917/50000
discriminator loss: 1.344089 - generator loss: 0.760839 - 1s
Epoch 3918/50000
discriminator loss: 1.345545 - generator loss: 0.748427 - 1s
Epoch 3919/50000
discriminator loss: 1.355749 - generator loss: 0.730440 - 1s
Epoch 3920/50000
discriminator loss: 1.352876 - generator loss: 0.736337 - 1s
Epoch 3921/50000
discriminator loss: 1.350841 - generator loss: 0.742564 - 1s
Epoch 3922/50000
discriminator loss: 1.363120 - generator loss: 0.745271 - 1s
Epoch 3923/50000
discriminator loss: 1.350458 - generator loss: 0.751838 - 1s
Epoch 3924/50000
discriminator loss: 1.349851 - generator loss: 0.746826 - 1s
Epoch 3925/50000
discriminator loss: 1.356013 - generator loss: 0.739246 - 1s
Epoch 3926/50000
discriminator loss: 1.348153 - generator loss: 0.738560 - 1s
Epoch 3927/50000
discriminator loss: 1.353205 - generator loss: 0.742871 - 1s
Epoch 3928/50000
discriminator loss: 1.366151 - generator loss: 0.738921 - 1s
Epoch 3929/50000
discriminator loss: 1.349722 - generator loss: 0.750365 - 1s
Epoch 3930/50000
discriminator loss: 1.352970 - generator loss: 0.756346 - 1s
Epoch 3931/50000
discriminator loss: 1.354570 - generator loss: 0.735500 - 1s
Epoch 3932/50000
discriminator loss: 1.358302 - generator loss: 0.739491 - 1s
Epoch 3933/50000
discriminator loss: 1.352589 - generator loss: 0.743653 - 1s
Epoch 3934/50000
discriminator loss: 1.366388 - generator loss: 0.739021 - 1s
Epoch 3935/50000
discriminator loss: 1.354933 - generator loss: 0.747907 - 1s
Epoch 3936/50000
discriminator loss: 1.349074 - generator loss: 0.751262 - 1s
Epoch 3937/50000
discriminator loss: 1.351555 - generator loss: 0.743328 - 1s
Epoch 3938/50000
discriminator loss: 1.353509 - generator loss: 0.741085 - 1s
Epoch 3939/50000
discriminator loss: 1.351826 - generator loss: 0.739037 - 1s
Epoch 3940/50000
discriminator loss: 1.364152 - generator loss: 0.743991 - 1s
Epoch 3941/50000
discriminator loss: 1.354469 - generator loss: 0.749061 - 1s
Epoch 3942/50000
discriminator loss: 1.356922 - generator loss: 0.751253 - 1s
Epoch 3943/50000
discriminator loss: 1.357630 - generator loss: 0.736687 - 1s
Epoch 3944/50000
discriminator loss: 1.351693 - generator loss: 0.739840 - 1s
Epoch 3945/50000
discriminator loss: 1.355375 - generator loss: 0.744304 - 1s
Epoch 3946/50000
discriminator loss: 1.352393 - generator loss: 0.748050 - 1s
Epoch 3947/50000
discriminator loss: 1.356487 - generator loss: 0.747095 - 1s
Epoch 3948/50000
discriminator loss: 1.343428 - generator loss: 0.761197 - 1s
Epoch 3949/50000
discriminator loss: 1.355638 - generator loss: 0.753444 - 1s
Epoch 3950/50000
discriminator loss: 1.362352 - generator loss: 0.731889 - 1s
Epoch 3951/50000
discriminator loss: 1.342465 - generator loss: 0.744525 - 1s
Epoch 3952/50000
discriminator loss: 1.349379 - generator loss: 0.746678 - 1s
Epoch 3953/50000
discriminator loss: 1.354263 - generator loss: 0.761309 - 1s
Epoch 3954/50000
discriminator loss: 1.356870 - generator loss: 0.756539 - 1s
Epoch 3955/50000
discriminator loss: 1.360023 - generator loss: 0.742347 - 1s
Epoch 3956/50000
discriminator loss: 1.361200 - generator loss: 0.733931 - 1s
Epoch 3957/50000
discriminator loss: 1.350751 - generator loss: 0.744781 - 1s
Epoch 3958/50000
discriminator loss: 1.348067 - generator loss: 0.742825 - 1s
Epoch 3959/50000
discriminator loss: 1.365041 - generator loss: 0.741497 - 1s
Epoch 3960/50000
discriminator loss: 1.353798 - generator loss: 0.764683 - 1s
Epoch 3961/50000
discriminator loss: 1.348501 - generator loss: 0.760049 - 1s
Epoch 3962/50000
discriminator loss: 1.361652 - generator loss: 0.731575 - 1s
Epoch 3963/50000
discriminator loss: 1.354294 - generator loss: 0.729079 - 1s
Epoch 3964/50000
discriminator loss: 1.344106 - generator loss: 0.745340 - 1s
Epoch 3965/50000
discriminator loss: 1.358032 - generator loss: 0.752370 - 1s
Epoch 3966/50000
discriminator loss: 1.363190 - generator loss: 0.746915 - 1s
Epoch 3967/50000
discriminator loss: 1.338411 - generator loss: 0.761361 - 1s
Epoch 3968/50000
discriminator loss: 1.353107 - generator loss: 0.742473 - 1s
Epoch 3969/50000
discriminator loss: 1.367641 - generator loss: 0.721655 - 1s
Epoch 3970/50000
discriminator loss: 1.346685 - generator loss: 0.735514 - 1s
Epoch 3971/50000
discriminator loss: 1.351421 - generator loss: 0.745763 - 1s
Epoch 3972/50000
discriminator loss: 1.371382 - generator loss: 0.743011 - 1s
Epoch 3973/50000
discriminator loss: 1.347000 - generator loss: 0.768217 - 1s
Epoch 3974/50000
discriminator loss: 1.349963 - generator loss: 0.754214 - 1s
Epoch 3975/50000
discriminator loss: 1.367944 - generator loss: 0.720121 - 1s
Epoch 3976/50000
discriminator loss: 1.354051 - generator loss: 0.727402 - 1s
Epoch 3977/50000
discriminator loss: 1.345882 - generator loss: 0.747687 - 1s
Epoch 3978/50000
discriminator loss: 1.370725 - generator loss: 0.740213 - 1s
Epoch 3979/50000
discriminator loss: 1.360047 - generator loss: 0.757294 - 1s
Epoch 3980/50000
discriminator loss: 1.336510 - generator loss: 0.759999 - 1s
Epoch 3981/50000
discriminator loss: 1.362446 - generator loss: 0.737955 - 1s
Epoch 3982/50000
discriminator loss: 1.358374 - generator loss: 0.723039 - 1s
Epoch 3983/50000
discriminator loss: 1.331052 - generator loss: 0.749095 - 1s
Epoch 3984/50000
discriminator loss: 1.355213 - generator loss: 0.749828 - 1s
Epoch 3985/50000
discriminator loss: 1.364110 - generator loss: 0.748081 - 1s
Epoch 3986/50000
discriminator loss: 1.348132 - generator loss: 0.758968 - 1s
Epoch 3987/50000
discriminator loss: 1.349097 - generator loss: 0.746824 - 1s
Epoch 3988/50000
discriminator loss: 1.359135 - generator loss: 0.730717 - 1s
Epoch 3989/50000
discriminator loss: 1.352192 - generator loss: 0.739211 - 1s
Epoch 3990/50000
discriminator loss: 1.351478 - generator loss: 0.736835 - 1s
Epoch 3991/50000
discriminator loss: 1.355443 - generator loss: 0.740537 - 1s
Epoch 3992/50000
discriminator loss: 1.353867 - generator loss: 0.769025 - 1s
Epoch 3993/50000
discriminator loss: 1.352644 - generator loss: 0.754080 - 1s
Epoch 3994/50000
discriminator loss: 1.361471 - generator loss: 0.731992 - 1s
Epoch 3995/50000
discriminator loss: 1.359668 - generator loss: 0.729503 - 1s
Epoch 3996/50000
discriminator loss: 1.349602 - generator loss: 0.739331 - 1s
Epoch 3997/50000
discriminator loss: 1.348293 - generator loss: 0.749914 - 1s
Epoch 3998/50000
discriminator loss: 1.356131 - generator loss: 0.751943 - 1s
Epoch 3999/50000
discriminator loss: 1.340680 - generator loss: 0.770964 - 1s
Epoch 4000/50000
discriminator loss: 1.350945 - generator loss: 0.746401 - 1s
Epoch 4001/50000
discriminator loss: 1.366223 - generator loss: 0.723310 - 1s

Loss: 

Epoch 4002/50000
discriminator loss: 1.343700 - generator loss: 0.740285 - 1s
Epoch 4003/50000
discriminator loss: 1.338850 - generator loss: 0.748289 - 1s
Epoch 4004/50000
discriminator loss: 1.357384 - generator loss: 0.745518 - 1s
Epoch 4005/50000
discriminator loss: 1.358958 - generator loss: 0.754775 - 1s
Epoch 4006/50000
discriminator loss: 1.340972 - generator loss: 0.766262 - 1s
Epoch 4007/50000
discriminator loss: 1.355956 - generator loss: 0.731206 - 1s
Epoch 4008/50000
discriminator loss: 1.356063 - generator loss: 0.729720 - 1s
Epoch 4009/50000
discriminator loss: 1.346164 - generator loss: 0.752346 - 1s
Epoch 4010/50000
discriminator loss: 1.358273 - generator loss: 0.733217 - 1s
Epoch 4011/50000
discriminator loss: 1.362408 - generator loss: 0.746505 - 1s
Epoch 4012/50000
discriminator loss: 1.345567 - generator loss: 0.765473 - 1s
Epoch 4013/50000
discriminator loss: 1.354081 - generator loss: 0.747338 - 1s
Epoch 4014/50000
discriminator loss: 1.364467 - generator loss: 0.726654 - 1s
Epoch 4015/50000
discriminator loss: 1.352677 - generator loss: 0.736338 - 1s
Epoch 4016/50000
discriminator loss: 1.348270 - generator loss: 0.744235 - 1s
Epoch 4017/50000
discriminator loss: 1.357920 - generator loss: 0.742877 - 1s
Epoch 4018/50000
discriminator loss: 1.355049 - generator loss: 0.752696 - 1s
Epoch 4019/50000
discriminator loss: 1.340200 - generator loss: 0.767424 - 1s
Epoch 4020/50000
discriminator loss: 1.360811 - generator loss: 0.736136 - 1s
Epoch 4021/50000
discriminator loss: 1.361348 - generator loss: 0.729675 - 1s
Epoch 4022/50000
discriminator loss: 1.348147 - generator loss: 0.734686 - 1s
Epoch 4023/50000
discriminator loss: 1.349203 - generator loss: 0.756358 - 1s
Epoch 4024/50000
discriminator loss: 1.360926 - generator loss: 0.745947 - 1s
Epoch 4025/50000
discriminator loss: 1.340102 - generator loss: 0.762286 - 1s
Epoch 4026/50000
discriminator loss: 1.353639 - generator loss: 0.744226 - 1s
Epoch 4027/50000
discriminator loss: 1.366716 - generator loss: 0.730976 - 1s
Epoch 4028/50000
discriminator loss: 1.359391 - generator loss: 0.725725 - 1s
Epoch 4029/50000
discriminator loss: 1.347686 - generator loss: 0.741700 - 1s
Epoch 4030/50000
discriminator loss: 1.361946 - generator loss: 0.748846 - 1s
Epoch 4031/50000
discriminator loss: 1.359248 - generator loss: 0.750880 - 1s
Epoch 4032/50000
discriminator loss: 1.340072 - generator loss: 0.758237 - 1s
Epoch 4033/50000
discriminator loss: 1.356957 - generator loss: 0.741589 - 1s
Epoch 4034/50000
discriminator loss: 1.365430 - generator loss: 0.725561 - 1s
Epoch 4035/50000
discriminator loss: 1.344584 - generator loss: 0.743131 - 1s
Epoch 4036/50000
discriminator loss: 1.359838 - generator loss: 0.742107 - 1s
Epoch 4037/50000
discriminator loss: 1.364814 - generator loss: 0.751586 - 1s
Epoch 4038/50000
discriminator loss: 1.351485 - generator loss: 0.761309 - 1s
Epoch 4039/50000
discriminator loss: 1.354026 - generator loss: 0.748122 - 1s
Epoch 4040/50000
discriminator loss: 1.358383 - generator loss: 0.730257 - 1s
Epoch 4041/50000
discriminator loss: 1.354595 - generator loss: 0.733313 - 1s
Epoch 4042/50000
discriminator loss: 1.346631 - generator loss: 0.742660 - 1s
Epoch 4043/50000
discriminator loss: 1.361563 - generator loss: 0.748683 - 1s
Epoch 4044/50000
discriminator loss: 1.361416 - generator loss: 0.752122 - 1s
Epoch 4045/50000
discriminator loss: 1.349933 - generator loss: 0.757098 - 1s
Epoch 4046/50000
discriminator loss: 1.356146 - generator loss: 0.739813 - 1s
Epoch 4047/50000
discriminator loss: 1.358387 - generator loss: 0.729724 - 1s
Epoch 4048/50000
discriminator loss: 1.353415 - generator loss: 0.734221 - 1s
Epoch 4049/50000
discriminator loss: 1.357045 - generator loss: 0.741812 - 1s
Epoch 4050/50000
discriminator loss: 1.367175 - generator loss: 0.742489 - 1s
Epoch 4051/50000
discriminator loss: 1.347585 - generator loss: 0.762010 - 1s
Epoch 4052/50000
discriminator loss: 1.351590 - generator loss: 0.748054 - 1s
Epoch 4053/50000
discriminator loss: 1.360506 - generator loss: 0.727191 - 1s
Epoch 4054/50000
discriminator loss: 1.347800 - generator loss: 0.732872 - 1s
Epoch 4055/50000
discriminator loss: 1.345638 - generator loss: 0.751820 - 1s
Epoch 4056/50000
discriminator loss: 1.364832 - generator loss: 0.745393 - 1s
Epoch 4057/50000
discriminator loss: 1.353667 - generator loss: 0.754498 - 1s
Epoch 4058/50000
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Epoch 4059/50000
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Epoch 4060/50000
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Epoch 4061/50000
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Epoch 4062/50000
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Epoch 4063/50000
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Epoch 4064/50000
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Epoch 4065/50000
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Epoch 4066/50000
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Epoch 4067/50000
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Epoch 4068/50000
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Epoch 4069/50000
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Epoch 4070/50000
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Epoch 4071/50000
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Epoch 4072/50000
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Epoch 4073/50000
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Epoch 4074/50000
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Epoch 4075/50000
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Epoch 4076/50000
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Epoch 4077/50000
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Epoch 4078/50000
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Epoch 4079/50000
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Epoch 4080/50000
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Epoch 4081/50000
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Epoch 4082/50000
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Epoch 4083/50000
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Epoch 4084/50000
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Epoch 4085/50000
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Epoch 4086/50000
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Epoch 4087/50000
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Epoch 4088/50000
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Epoch 4089/50000
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Epoch 4090/50000
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Epoch 4091/50000
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Epoch 4092/50000
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Epoch 4093/50000
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Epoch 4094/50000
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Epoch 4095/50000
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Epoch 4096/50000
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Epoch 4097/50000
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Epoch 4098/50000
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Epoch 4099/50000
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Epoch 4100/50000
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Epoch 4101/50000
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Epoch 4102/50000
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Epoch 4103/50000
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Epoch 4104/50000
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Epoch 4105/50000
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Epoch 4106/50000
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Epoch 4107/50000
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Epoch 4108/50000
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Epoch 4109/50000
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Epoch 4110/50000
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Epoch 4111/50000
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Epoch 4112/50000
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Epoch 4113/50000
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Epoch 4114/50000
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Epoch 4115/50000
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Epoch 4116/50000
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Epoch 4117/50000
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Epoch 4118/50000
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Epoch 4119/50000
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Epoch 4120/50000
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Epoch 4121/50000
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Epoch 4122/50000
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Epoch 4123/50000
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Epoch 4124/50000
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Epoch 4125/50000
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Epoch 4126/50000
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Epoch 4127/50000
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Epoch 4128/50000
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Epoch 4129/50000
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Epoch 4130/50000
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Epoch 4131/50000
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Epoch 4132/50000
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Epoch 4133/50000
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Epoch 4134/50000
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Epoch 4135/50000
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Epoch 4136/50000
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Epoch 4137/50000
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Epoch 4138/50000
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Epoch 4139/50000
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Epoch 4140/50000
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Epoch 4141/50000
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Epoch 4142/50000
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Epoch 4143/50000
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Epoch 4144/50000
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Epoch 4145/50000
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Epoch 4146/50000
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Epoch 4147/50000
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Epoch 4148/50000
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Epoch 4149/50000
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Epoch 4150/50000
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Epoch 4151/50000
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Epoch 4152/50000
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Epoch 4153/50000
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Epoch 4154/50000
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Epoch 4155/50000
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Epoch 4156/50000
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Epoch 4157/50000
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Epoch 4158/50000
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Epoch 4159/50000
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Epoch 4160/50000
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Epoch 4161/50000
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Epoch 4162/50000
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Epoch 4163/50000
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Epoch 4164/50000
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Epoch 4165/50000
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Epoch 4166/50000
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Epoch 4167/50000
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Epoch 4168/50000
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Epoch 4169/50000
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Epoch 4170/50000
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Epoch 4171/50000
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Epoch 4172/50000
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Epoch 4173/50000
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Epoch 4174/50000
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Epoch 4175/50000
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Epoch 4176/50000
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Epoch 4177/50000
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Epoch 4178/50000
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Epoch 4179/50000
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Epoch 4180/50000
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Epoch 4181/50000
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Epoch 4182/50000
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Epoch 4183/50000
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Epoch 4184/50000
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Epoch 4185/50000
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Epoch 4186/50000
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Epoch 4187/50000
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Epoch 4188/50000
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Epoch 4189/50000
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Epoch 4190/50000
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Epoch 4191/50000
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Epoch 4192/50000
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Epoch 4193/50000
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Epoch 4194/50000
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Epoch 4195/50000
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Epoch 4196/50000
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Epoch 4197/50000
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Epoch 4198/50000
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Epoch 4199/50000
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Epoch 4200/50000
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Epoch 4201/50000
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Epoch 4202/50000
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Epoch 4203/50000
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Epoch 4204/50000
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Epoch 4205/50000
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Epoch 4206/50000
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Epoch 4207/50000
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Epoch 4208/50000
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Epoch 4209/50000
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Epoch 4210/50000
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Epoch 4211/50000
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Epoch 4212/50000
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Epoch 4213/50000
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Epoch 4214/50000
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Epoch 4215/50000
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Epoch 4216/50000
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Epoch 4217/50000
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Epoch 4218/50000
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Epoch 4219/50000
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Epoch 4220/50000
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Epoch 4221/50000
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Epoch 4222/50000
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Epoch 4223/50000
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Epoch 4224/50000
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Epoch 4225/50000
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Epoch 4226/50000
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Epoch 4227/50000
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Epoch 4228/50000
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Epoch 4229/50000
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Epoch 4230/50000
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Epoch 4231/50000
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Epoch 4232/50000
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Epoch 4233/50000
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Epoch 4234/50000
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Epoch 4235/50000
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Epoch 4236/50000
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Epoch 4237/50000
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Epoch 4238/50000
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Epoch 4239/50000
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Epoch 4240/50000
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Epoch 4241/50000
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Epoch 4242/50000
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Epoch 4243/50000
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Epoch 4244/50000
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Epoch 4245/50000
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Epoch 4246/50000
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Epoch 4247/50000
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Epoch 4248/50000
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Epoch 4249/50000
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Epoch 4250/50000
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Epoch 4251/50000
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Epoch 4252/50000
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Epoch 4253/50000
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Epoch 4254/50000
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Epoch 4255/50000
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Epoch 4256/50000
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Epoch 4257/50000
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Epoch 4258/50000
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Epoch 4259/50000
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Epoch 4260/50000
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Epoch 4261/50000
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Epoch 4262/50000
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Epoch 4263/50000
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Epoch 4264/50000
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Epoch 4265/50000
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Epoch 4266/50000
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Epoch 4267/50000
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Epoch 4268/50000
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Epoch 4269/50000
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Epoch 4270/50000
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Epoch 4271/50000
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Epoch 4272/50000
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Epoch 4273/50000
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Epoch 4274/50000
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Epoch 4275/50000
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Epoch 4276/50000
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Epoch 4277/50000
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Epoch 4278/50000
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Epoch 4279/50000
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Epoch 4280/50000
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Epoch 4281/50000
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Epoch 4282/50000
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Epoch 4283/50000
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Epoch 4284/50000
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Epoch 4285/50000
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Epoch 4286/50000
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Epoch 4287/50000
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Epoch 4288/50000
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Epoch 4289/50000
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Epoch 4290/50000
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Epoch 4291/50000
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Epoch 4292/50000
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Epoch 4293/50000
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Epoch 4294/50000
discriminator loss: 1.362154 - generator loss: 0.727265 - 1s
Epoch 4295/50000
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Epoch 4296/50000
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Epoch 4297/50000
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Epoch 4298/50000
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Epoch 4299/50000
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Epoch 4300/50000
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Epoch 4301/50000
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Epoch 4302/50000
discriminator loss: 1.335270 - generator loss: 0.746225 - 1s
Epoch 4303/50000
discriminator loss: 1.344159 - generator loss: 0.753521 - 1s
Epoch 4304/50000
discriminator loss: 1.370295 - generator loss: 0.749096 - 1s
Epoch 4305/50000
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Epoch 4306/50000
discriminator loss: 1.352398 - generator loss: 0.750594 - 1s
Epoch 4307/50000
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Epoch 4308/50000
discriminator loss: 1.351763 - generator loss: 0.734264 - 1s
Epoch 4309/50000
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Epoch 4310/50000
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Epoch 4311/50000
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Epoch 4312/50000
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Epoch 4313/50000
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Epoch 4314/50000
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Epoch 4315/50000
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Epoch 4316/50000
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Epoch 4317/50000
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Epoch 4318/50000
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Epoch 4319/50000
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Epoch 4320/50000
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Epoch 4321/50000
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Epoch 4322/50000
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Epoch 4323/50000
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Epoch 4324/50000
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Epoch 4325/50000
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Epoch 4326/50000
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Epoch 4327/50000
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Epoch 4328/50000
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Epoch 4329/50000
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Epoch 4330/50000
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Epoch 4331/50000
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Epoch 4332/50000
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Epoch 4333/50000
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Epoch 4334/50000
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Epoch 4335/50000
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Epoch 4336/50000
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Epoch 4337/50000
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Epoch 4338/50000
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Epoch 4339/50000
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Epoch 4340/50000
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Epoch 4341/50000
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Epoch 4342/50000
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Epoch 4343/50000
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Epoch 4344/50000
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Epoch 4345/50000
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Epoch 4346/50000
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Epoch 4347/50000
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Epoch 4348/50000
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Epoch 4349/50000
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Epoch 4350/50000
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Epoch 4351/50000
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Epoch 4352/50000
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Epoch 4353/50000
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Epoch 4354/50000
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Epoch 4355/50000
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Epoch 4356/50000
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Epoch 4357/50000
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Epoch 4358/50000
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Epoch 4359/50000
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Epoch 4360/50000
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Epoch 4361/50000
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Epoch 4362/50000
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Epoch 4363/50000
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Epoch 4364/50000
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Epoch 4365/50000
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Epoch 4366/50000
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Epoch 4367/50000
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Epoch 4368/50000
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Epoch 4369/50000
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Epoch 4370/50000
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Epoch 4371/50000
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Epoch 4372/50000
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Epoch 4373/50000
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Epoch 4374/50000
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Epoch 4375/50000
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Epoch 4376/50000
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Epoch 4377/50000
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Epoch 4378/50000
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Epoch 4379/50000
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Epoch 4380/50000
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Epoch 4381/50000
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Epoch 4382/50000
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Epoch 4383/50000
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Epoch 4384/50000
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Epoch 4385/50000
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Epoch 4386/50000
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Epoch 4387/50000
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Epoch 4388/50000
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Epoch 4389/50000
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Epoch 4390/50000
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Epoch 4391/50000
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Epoch 4392/50000
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Epoch 4393/50000
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Epoch 4394/50000
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Epoch 4395/50000
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Epoch 4396/50000
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Epoch 4397/50000
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Epoch 4398/50000
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Epoch 4399/50000
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Epoch 4400/50000
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Epoch 4401/50000
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Epoch 4402/50000
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Epoch 4403/50000
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Epoch 4404/50000
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Epoch 4405/50000
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Epoch 4406/50000
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Epoch 4407/50000
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Epoch 4408/50000
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Epoch 4409/50000
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Epoch 4410/50000
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Epoch 4411/50000
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Epoch 4412/50000
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Epoch 4413/50000
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Epoch 4414/50000
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Epoch 4415/50000
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Epoch 4416/50000
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Epoch 4417/50000
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Epoch 4418/50000
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Epoch 4419/50000
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Epoch 4420/50000
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Epoch 4421/50000
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Epoch 4422/50000
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Epoch 4423/50000
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Epoch 4424/50000
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Epoch 4425/50000
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Epoch 4426/50000
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Epoch 4427/50000
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Epoch 4428/50000
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Epoch 4429/50000
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Epoch 4430/50000
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Epoch 4431/50000
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Epoch 4432/50000
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Epoch 4433/50000
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Epoch 4434/50000
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Epoch 4435/50000
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Epoch 4436/50000
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Epoch 4437/50000
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Epoch 4438/50000
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Epoch 4439/50000
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Epoch 4440/50000
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Epoch 4441/50000
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Epoch 4442/50000
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Epoch 4443/50000
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Epoch 4444/50000
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Epoch 4445/50000
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Epoch 4446/50000
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Epoch 4447/50000
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Epoch 4448/50000
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Epoch 4449/50000
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Epoch 4450/50000
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Epoch 4451/50000
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Epoch 4452/50000
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Epoch 4453/50000
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Epoch 4454/50000
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Epoch 4455/50000
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Epoch 4456/50000
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Epoch 4457/50000
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Epoch 4458/50000
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Epoch 4459/50000
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Epoch 4460/50000
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Epoch 4461/50000
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Epoch 4462/50000
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Epoch 4463/50000
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Epoch 4464/50000
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Epoch 4465/50000
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Epoch 4466/50000
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Epoch 4467/50000
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Epoch 4468/50000
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Epoch 4469/50000
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Epoch 4470/50000
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Epoch 4471/50000
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Epoch 4472/50000
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Epoch 4473/50000
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Epoch 4474/50000
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Epoch 4475/50000
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Epoch 4476/50000
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Epoch 4477/50000
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Epoch 4478/50000
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Epoch 4479/50000
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Epoch 4480/50000
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Epoch 4481/50000
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Epoch 4482/50000
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Epoch 4483/50000
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Epoch 4484/50000
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Epoch 4485/50000
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Epoch 4486/50000
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Epoch 4487/50000
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Epoch 4488/50000
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Epoch 4489/50000
discriminator loss: 1.358919 - generator loss: 0.761313 - 1s
Epoch 4490/50000
discriminator loss: 1.347368 - generator loss: 0.757348 - 1s
Epoch 4491/50000
discriminator loss: 1.367164 - generator loss: 0.729606 - 1s
Epoch 4492/50000
discriminator loss: 1.352663 - generator loss: 0.729133 - 1s
Epoch 4493/50000
discriminator loss: 1.344850 - generator loss: 0.745310 - 1s
Epoch 4494/50000
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Epoch 4495/50000
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Epoch 4496/50000
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Epoch 4497/50000
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Epoch 4498/50000
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Epoch 4499/50000
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Epoch 4500/50000
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Epoch 4501/50000
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Epoch 4502/50000
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Epoch 4503/50000
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Epoch 4504/50000
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Epoch 4505/50000
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Epoch 4506/50000
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Epoch 4507/50000
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Epoch 4508/50000
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Epoch 4509/50000
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Epoch 4510/50000
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Epoch 4511/50000
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Epoch 4512/50000
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Epoch 4513/50000
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Epoch 4514/50000
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Epoch 4515/50000
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Epoch 4516/50000
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Epoch 4517/50000
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Epoch 4518/50000
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Epoch 4519/50000
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Epoch 4520/50000
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Epoch 4521/50000
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Epoch 4522/50000
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Epoch 4523/50000
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Epoch 4524/50000
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Epoch 4525/50000
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Epoch 4526/50000
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Epoch 4527/50000
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Epoch 4528/50000
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Epoch 4529/50000
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Epoch 4530/50000
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Epoch 4531/50000
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Epoch 4532/50000
discriminator loss: 1.357094 - generator loss: 0.731135 - 1s
Epoch 4533/50000
discriminator loss: 1.346135 - generator loss: 0.739838 - 1s
Epoch 4534/50000
discriminator loss: 1.351457 - generator loss: 0.741771 - 1s
Epoch 4535/50000
discriminator loss: 1.358521 - generator loss: 0.740527 - 1s
Epoch 4536/50000
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Epoch 4537/50000
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Epoch 4538/50000
discriminator loss: 1.354058 - generator loss: 0.742402 - 1s
Epoch 4539/50000
discriminator loss: 1.356090 - generator loss: 0.730908 - 1s
Epoch 4540/50000
discriminator loss: 1.349059 - generator loss: 0.735577 - 1s
Epoch 4541/50000
discriminator loss: 1.351735 - generator loss: 0.748173 - 1s
Epoch 4542/50000
discriminator loss: 1.354882 - generator loss: 0.750971 - 1s
Epoch 4543/50000
discriminator loss: 1.354040 - generator loss: 0.750085 - 1s
Epoch 4544/50000
discriminator loss: 1.343803 - generator loss: 0.749047 - 1s
Epoch 4545/50000
discriminator loss: 1.354394 - generator loss: 0.738349 - 1s
Epoch 4546/50000
discriminator loss: 1.358295 - generator loss: 0.727383 - 1s
Epoch 4547/50000
discriminator loss: 1.346649 - generator loss: 0.743031 - 1s
Epoch 4548/50000
discriminator loss: 1.352823 - generator loss: 0.745243 - 1s
Epoch 4549/50000
discriminator loss: 1.356460 - generator loss: 0.752677 - 1s
Epoch 4550/50000
discriminator loss: 1.347538 - generator loss: 0.755868 - 1s
Epoch 4551/50000
discriminator loss: 1.355987 - generator loss: 0.738816 - 1s
Epoch 4552/50000
discriminator loss: 1.360397 - generator loss: 0.735779 - 1s
Epoch 4553/50000
discriminator loss: 1.354731 - generator loss: 0.729269 - 1s
Epoch 4554/50000
discriminator loss: 1.346096 - generator loss: 0.744179 - 1s
Epoch 4555/50000
discriminator loss: 1.366133 - generator loss: 0.738645 - 1s
Epoch 4556/50000
discriminator loss: 1.355726 - generator loss: 0.758184 - 1s
Epoch 4557/50000
discriminator loss: 1.343051 - generator loss: 0.757552 - 1s
Epoch 4558/50000
discriminator loss: 1.349392 - generator loss: 0.740112 - 1s
Epoch 4559/50000
discriminator loss: 1.366289 - generator loss: 0.726419 - 1s
Epoch 4560/50000
discriminator loss: 1.335617 - generator loss: 0.738365 - 1s
Epoch 4561/50000
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Epoch 4562/50000
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Epoch 4563/50000
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Epoch 4564/50000
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Epoch 4565/50000
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Epoch 4566/50000
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Epoch 4567/50000
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Epoch 4568/50000
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Epoch 4569/50000
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Epoch 4570/50000
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Epoch 4571/50000
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Epoch 4572/50000
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Epoch 4573/50000
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Epoch 4574/50000
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Epoch 4575/50000
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Epoch 4576/50000
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Epoch 4577/50000
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Epoch 4578/50000
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Epoch 4579/50000
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Epoch 4580/50000
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Epoch 4581/50000
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Epoch 4582/50000
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Epoch 4583/50000
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Epoch 4584/50000
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Epoch 4585/50000
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Epoch 4586/50000
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Epoch 4587/50000
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Epoch 4588/50000
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Epoch 4589/50000
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Epoch 4590/50000
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Epoch 4591/50000
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Epoch 4592/50000
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Epoch 4593/50000
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Epoch 4594/50000
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Epoch 4595/50000
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Epoch 4596/50000
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Epoch 4597/50000
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Epoch 4598/50000
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Epoch 4599/50000
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Epoch 4600/50000
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Epoch 4601/50000
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Epoch 4602/50000
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Epoch 4603/50000
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Epoch 4604/50000
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Epoch 4605/50000
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Epoch 4606/50000
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Epoch 4607/50000
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Epoch 4608/50000
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Epoch 4609/50000
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Epoch 4610/50000
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Epoch 4611/50000
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Epoch 4612/50000
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Epoch 4613/50000
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Epoch 4614/50000
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Epoch 4615/50000
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Epoch 4616/50000
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Epoch 4617/50000
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Epoch 4618/50000
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Epoch 4619/50000
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Epoch 4620/50000
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Epoch 4621/50000
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Epoch 4622/50000
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Epoch 4623/50000
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Epoch 4624/50000
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Epoch 4625/50000
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Epoch 4626/50000
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Epoch 4627/50000
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Epoch 4628/50000
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Epoch 4629/50000
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Epoch 4630/50000
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Epoch 4631/50000
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Epoch 4632/50000
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Epoch 4633/50000
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Epoch 4634/50000
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Epoch 4635/50000
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Epoch 4636/50000
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Epoch 4637/50000
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Epoch 4638/50000
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Epoch 4639/50000
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Epoch 4640/50000
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Epoch 4641/50000
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Epoch 4642/50000
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Epoch 4643/50000
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Epoch 4644/50000
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Epoch 4645/50000
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Epoch 4646/50000
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Epoch 4647/50000
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Epoch 4648/50000
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Epoch 4649/50000
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Epoch 4650/50000
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Epoch 4651/50000
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Epoch 4652/50000
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Epoch 4653/50000
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Epoch 4654/50000
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Epoch 4655/50000
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Epoch 4656/50000
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Epoch 4657/50000
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Epoch 4658/50000
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Epoch 4659/50000
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Epoch 4660/50000
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Epoch 4661/50000
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Epoch 4662/50000
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Epoch 4663/50000
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Epoch 4664/50000
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Epoch 4665/50000
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Epoch 4666/50000
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Epoch 4667/50000
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Epoch 4668/50000
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Epoch 4669/50000
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Epoch 4670/50000
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Epoch 4671/50000
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Epoch 4672/50000
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Epoch 4673/50000
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Epoch 4674/50000
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Epoch 4675/50000
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Epoch 4676/50000
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Epoch 4677/50000
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Epoch 4678/50000
discriminator loss: 1.359848 - generator loss: 0.728355 - 1s
Epoch 4679/50000
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Epoch 4680/50000
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Epoch 4681/50000
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Epoch 4682/50000
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Epoch 4683/50000
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Epoch 4684/50000
discriminator loss: 1.357561 - generator loss: 0.730040 - 1s
Epoch 4685/50000
discriminator loss: 1.343806 - generator loss: 0.739806 - 1s
Epoch 4686/50000
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Epoch 4687/50000
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Epoch 4688/50000
discriminator loss: 1.358540 - generator loss: 0.757605 - 1s
Epoch 4689/50000
discriminator loss: 1.340774 - generator loss: 0.762441 - 1s
Epoch 4690/50000
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Epoch 4691/50000
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Epoch 4692/50000
discriminator loss: 1.348463 - generator loss: 0.742108 - 1s
Epoch 4693/50000
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Epoch 4694/50000
discriminator loss: 1.355751 - generator loss: 0.750035 - 1s
Epoch 4695/50000
discriminator loss: 1.345269 - generator loss: 0.758739 - 1s
Epoch 4696/50000
discriminator loss: 1.348705 - generator loss: 0.758409 - 1s
Epoch 4697/50000
discriminator loss: 1.360416 - generator loss: 0.728172 - 1s
Epoch 4698/50000
discriminator loss: 1.350742 - generator loss: 0.732986 - 1s
Epoch 4699/50000
discriminator loss: 1.341547 - generator loss: 0.749819 - 1s
Epoch 4700/50000
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Epoch 4701/50000
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Epoch 4702/50000
discriminator loss: 1.345798 - generator loss: 0.763199 - 1s
Epoch 4703/50000
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Epoch 4704/50000
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Epoch 4705/50000
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Epoch 4706/50000
discriminator loss: 1.358976 - generator loss: 0.740693 - 1s
Epoch 4707/50000
discriminator loss: 1.363515 - generator loss: 0.750071 - 1s
Epoch 4708/50000
discriminator loss: 1.352563 - generator loss: 0.759446 - 1s
Epoch 4709/50000
discriminator loss: 1.344394 - generator loss: 0.759823 - 1s
Epoch 4710/50000
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Epoch 4711/50000
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Epoch 4712/50000
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Epoch 4713/50000
discriminator loss: 1.350751 - generator loss: 0.756400 - 1s
Epoch 4714/50000
discriminator loss: 1.373089 - generator loss: 0.740494 - 1s
Epoch 4715/50000
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Epoch 4716/50000
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Epoch 4717/50000
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Epoch 4718/50000
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Epoch 4719/50000
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Epoch 4720/50000
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Epoch 4721/50000
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Epoch 4722/50000
discriminator loss: 1.341361 - generator loss: 0.759542 - 1s
Epoch 4723/50000
discriminator loss: 1.356004 - generator loss: 0.746033 - 1s
Epoch 4724/50000
discriminator loss: 1.364299 - generator loss: 0.726189 - 1s
Epoch 4725/50000
discriminator loss: 1.346309 - generator loss: 0.738181 - 1s
Epoch 4726/50000
discriminator loss: 1.349711 - generator loss: 0.740446 - 1s
Epoch 4727/50000
discriminator loss: 1.372112 - generator loss: 0.736497 - 1s
Epoch 4728/50000
discriminator loss: 1.354503 - generator loss: 0.758398 - 1s
Epoch 4729/50000
discriminator loss: 1.348880 - generator loss: 0.766564 - 1s
Epoch 4730/50000
discriminator loss: 1.359853 - generator loss: 0.735497 - 1s
Epoch 4731/50000
discriminator loss: 1.361586 - generator loss: 0.717802 - 1s
Epoch 4732/50000
discriminator loss: 1.348185 - generator loss: 0.740368 - 1s
Epoch 4733/50000
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Epoch 4734/50000
discriminator loss: 1.358250 - generator loss: 0.747137 - 1s
Epoch 4735/50000
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Epoch 4736/50000
discriminator loss: 1.346758 - generator loss: 0.745945 - 1s
Epoch 4737/50000
discriminator loss: 1.368083 - generator loss: 0.735604 - 1s
Epoch 4738/50000
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Epoch 4739/50000
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Epoch 4740/50000
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Epoch 4741/50000
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Epoch 4742/50000
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Epoch 4743/50000
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Epoch 4744/50000
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Epoch 4745/50000
discriminator loss: 1.346224 - generator loss: 0.736723 - 1s
Epoch 4746/50000
discriminator loss: 1.348727 - generator loss: 0.745569 - 1s
Epoch 4747/50000
discriminator loss: 1.359754 - generator loss: 0.744589 - 1s
Epoch 4748/50000
discriminator loss: 1.349756 - generator loss: 0.756643 - 1s
Epoch 4749/50000
discriminator loss: 1.352421 - generator loss: 0.749049 - 1s
Epoch 4750/50000
discriminator loss: 1.351163 - generator loss: 0.744932 - 1s
Epoch 4751/50000
discriminator loss: 1.360730 - generator loss: 0.728643 - 1s
Epoch 4752/50000
discriminator loss: 1.343105 - generator loss: 0.745777 - 1s
Epoch 4753/50000
discriminator loss: 1.352205 - generator loss: 0.745992 - 1s
Epoch 4754/50000
discriminator loss: 1.362947 - generator loss: 0.739975 - 1s
Epoch 4755/50000
discriminator loss: 1.344665 - generator loss: 0.766402 - 1s
Epoch 4756/50000
discriminator loss: 1.346921 - generator loss: 0.751916 - 1s
Epoch 4757/50000
discriminator loss: 1.360341 - generator loss: 0.731419 - 1s
Epoch 4758/50000
discriminator loss: 1.351487 - generator loss: 0.733557 - 1s
Epoch 4759/50000
discriminator loss: 1.350408 - generator loss: 0.742019 - 1s
Epoch 4760/50000
discriminator loss: 1.352989 - generator loss: 0.748445 - 1s
Epoch 4761/50000
discriminator loss: 1.357173 - generator loss: 0.751813 - 1s
Epoch 4762/50000
discriminator loss: 1.350204 - generator loss: 0.756073 - 1s
Epoch 4763/50000
discriminator loss: 1.349761 - generator loss: 0.749766 - 1s
Epoch 4764/50000
discriminator loss: 1.358606 - generator loss: 0.730945 - 1s
Epoch 4765/50000
discriminator loss: 1.351039 - generator loss: 0.737231 - 1s
Epoch 4766/50000
discriminator loss: 1.352507 - generator loss: 0.735704 - 1s
Epoch 4767/50000
discriminator loss: 1.357673 - generator loss: 0.744586 - 1s
Epoch 4768/50000
discriminator loss: 1.353819 - generator loss: 0.755731 - 1s
Epoch 4769/50000
discriminator loss: 1.338553 - generator loss: 0.766513 - 1s
Epoch 4770/50000
discriminator loss: 1.362234 - generator loss: 0.736418 - 1s
Epoch 4771/50000
discriminator loss: 1.352711 - generator loss: 0.730426 - 1s
Epoch 4772/50000
discriminator loss: 1.354633 - generator loss: 0.734300 - 1s
Epoch 4773/50000
discriminator loss: 1.347267 - generator loss: 0.755603 - 1s
Epoch 4774/50000
discriminator loss: 1.358829 - generator loss: 0.741383 - 1s
Epoch 4775/50000
discriminator loss: 1.350283 - generator loss: 0.758368 - 1s
Epoch 4776/50000
discriminator loss: 1.344494 - generator loss: 0.754903 - 1s
Epoch 4777/50000
discriminator loss: 1.364003 - generator loss: 0.734398 - 1s
Epoch 4778/50000
discriminator loss: 1.365106 - generator loss: 0.728719 - 1s
Epoch 4779/50000
discriminator loss: 1.352117 - generator loss: 0.739165 - 1s
Epoch 4780/50000
discriminator loss: 1.351417 - generator loss: 0.749505 - 1s
Epoch 4781/50000
discriminator loss: 1.348106 - generator loss: 0.757617 - 1s
Epoch 4782/50000
discriminator loss: 1.352067 - generator loss: 0.750164 - 1s
Epoch 4783/50000
discriminator loss: 1.352867 - generator loss: 0.749403 - 1s
Epoch 4784/50000
discriminator loss: 1.355490 - generator loss: 0.737410 - 1s
Epoch 4785/50000
discriminator loss: 1.352089 - generator loss: 0.732506 - 1s
Epoch 4786/50000
discriminator loss: 1.354213 - generator loss: 0.741160 - 1s
Epoch 4787/50000
discriminator loss: 1.359979 - generator loss: 0.752530 - 1s
Epoch 4788/50000
discriminator loss: 1.358827 - generator loss: 0.748182 - 1s
Epoch 4789/50000
discriminator loss: 1.346621 - generator loss: 0.750234 - 1s
Epoch 4790/50000
discriminator loss: 1.358886 - generator loss: 0.738675 - 1s
Epoch 4791/50000
discriminator loss: 1.357785 - generator loss: 0.726979 - 1s
Epoch 4792/50000
discriminator loss: 1.349813 - generator loss: 0.743730 - 1s
Epoch 4793/50000
discriminator loss: 1.352597 - generator loss: 0.743413 - 1s
Epoch 4794/50000
discriminator loss: 1.367381 - generator loss: 0.748765 - 1s
Epoch 4795/50000
discriminator loss: 1.353764 - generator loss: 0.755529 - 1s
Epoch 4796/50000
discriminator loss: 1.346673 - generator loss: 0.744910 - 1s
Epoch 4797/50000
discriminator loss: 1.365196 - generator loss: 0.730231 - 1s
Epoch 4798/50000
discriminator loss: 1.357047 - generator loss: 0.732318 - 1s
Epoch 4799/50000
discriminator loss: 1.347255 - generator loss: 0.741198 - 1s
Epoch 4800/50000
discriminator loss: 1.361434 - generator loss: 0.741073 - 1s
Epoch 4801/50000
discriminator loss: 1.354219 - generator loss: 0.753558 - 1s
Epoch 4802/50000
discriminator loss: 1.348078 - generator loss: 0.761552 - 1s
Epoch 4803/50000
discriminator loss: 1.354048 - generator loss: 0.739884 - 1s
Epoch 4804/50000
discriminator loss: 1.367931 - generator loss: 0.718690 - 1s
Epoch 4805/50000
discriminator loss: 1.353041 - generator loss: 0.738010 - 1s
Epoch 4806/50000
discriminator loss: 1.350118 - generator loss: 0.744360 - 1s
Epoch 4807/50000
discriminator loss: 1.363271 - generator loss: 0.749307 - 1s
Epoch 4808/50000
discriminator loss: 1.350483 - generator loss: 0.753523 - 1s
Epoch 4809/50000
discriminator loss: 1.351076 - generator loss: 0.751066 - 1s
Epoch 4810/50000
discriminator loss: 1.367284 - generator loss: 0.723294 - 1s
Epoch 4811/50000
discriminator loss: 1.356362 - generator loss: 0.736980 - 1s
Epoch 4812/50000
discriminator loss: 1.350840 - generator loss: 0.739206 - 1s
Epoch 4813/50000
discriminator loss: 1.360403 - generator loss: 0.744800 - 1s
Epoch 4814/50000
discriminator loss: 1.353405 - generator loss: 0.752627 - 1s
Epoch 4815/50000
discriminator loss: 1.341538 - generator loss: 0.763167 - 1s
Epoch 4816/50000
discriminator loss: 1.361274 - generator loss: 0.729982 - 1s
Epoch 4817/50000
discriminator loss: 1.355402 - generator loss: 0.732624 - 1s
Epoch 4818/50000
discriminator loss: 1.340942 - generator loss: 0.746128 - 1s
Epoch 4819/50000
discriminator loss: 1.359362 - generator loss: 0.742665 - 1s
Epoch 4820/50000
discriminator loss: 1.359199 - generator loss: 0.743184 - 1s
Epoch 4821/50000
discriminator loss: 1.350725 - generator loss: 0.762833 - 1s
Epoch 4822/50000
discriminator loss: 1.345005 - generator loss: 0.756898 - 1s
Epoch 4823/50000
discriminator loss: 1.359029 - generator loss: 0.726644 - 1s
Epoch 4824/50000
discriminator loss: 1.343918 - generator loss: 0.733836 - 1s
Epoch 4825/50000
discriminator loss: 1.352717 - generator loss: 0.745604 - 1s
Epoch 4826/50000
discriminator loss: 1.358984 - generator loss: 0.742575 - 1s
Epoch 4827/50000
discriminator loss: 1.353179 - generator loss: 0.752166 - 1s
Epoch 4828/50000
discriminator loss: 1.342597 - generator loss: 0.767268 - 1s
Epoch 4829/50000
discriminator loss: 1.358254 - generator loss: 0.737020 - 1s
Epoch 4830/50000
discriminator loss: 1.360081 - generator loss: 0.733868 - 1s
Epoch 4831/50000
discriminator loss: 1.346955 - generator loss: 0.734385 - 1s
Epoch 4832/50000
discriminator loss: 1.351074 - generator loss: 0.747943 - 1s
Epoch 4833/50000
discriminator loss: 1.364249 - generator loss: 0.745781 - 1s
Epoch 4834/50000
discriminator loss: 1.349581 - generator loss: 0.757534 - 1s
Epoch 4835/50000
discriminator loss: 1.348901 - generator loss: 0.756284 - 1s
Epoch 4836/50000
discriminator loss: 1.354436 - generator loss: 0.735489 - 1s
Epoch 4837/50000
discriminator loss: 1.355797 - generator loss: 0.731836 - 1s
Epoch 4838/50000
discriminator loss: 1.348628 - generator loss: 0.742360 - 1s
Epoch 4839/50000
discriminator loss: 1.347499 - generator loss: 0.743948 - 1s
Epoch 4840/50000
discriminator loss: 1.360975 - generator loss: 0.752972 - 1s
Epoch 4841/50000
discriminator loss: 1.348334 - generator loss: 0.760118 - 1s
Epoch 4842/50000
discriminator loss: 1.350528 - generator loss: 0.745671 - 1s
Epoch 4843/50000
discriminator loss: 1.357883 - generator loss: 0.729866 - 1s
Epoch 4844/50000
discriminator loss: 1.347890 - generator loss: 0.737242 - 1s
Epoch 4845/50000
discriminator loss: 1.358328 - generator loss: 0.743698 - 1s
Epoch 4846/50000
discriminator loss: 1.363539 - generator loss: 0.741545 - 1s
Epoch 4847/50000
discriminator loss: 1.363753 - generator loss: 0.747048 - 1s
Epoch 4848/50000
discriminator loss: 1.340954 - generator loss: 0.762954 - 1s
Epoch 4849/50000
discriminator loss: 1.358380 - generator loss: 0.736194 - 1s
Epoch 4850/50000
discriminator loss: 1.352964 - generator loss: 0.730387 - 1s
Epoch 4851/50000
discriminator loss: 1.342953 - generator loss: 0.746089 - 1s
Epoch 4852/50000
discriminator loss: 1.355132 - generator loss: 0.741064 - 1s
Epoch 4853/50000
discriminator loss: 1.363445 - generator loss: 0.752760 - 1s
Epoch 4854/50000
discriminator loss: 1.346179 - generator loss: 0.761589 - 1s
Epoch 4855/50000
discriminator loss: 1.348642 - generator loss: 0.750802 - 1s
Epoch 4856/50000
discriminator loss: 1.358597 - generator loss: 0.728650 - 1s
Epoch 4857/50000
discriminator loss: 1.358237 - generator loss: 0.729549 - 1s
Epoch 4858/50000
discriminator loss: 1.340985 - generator loss: 0.749176 - 1s
Epoch 4859/50000
discriminator loss: 1.363201 - generator loss: 0.740421 - 1s
Epoch 4860/50000
discriminator loss: 1.361581 - generator loss: 0.750723 - 1s
Epoch 4861/50000
discriminator loss: 1.348421 - generator loss: 0.760891 - 1s
Epoch 4862/50000
discriminator loss: 1.358042 - generator loss: 0.737447 - 1s
Epoch 4863/50000
discriminator loss: 1.363140 - generator loss: 0.726053 - 1s
Epoch 4864/50000
discriminator loss: 1.342652 - generator loss: 0.733333 - 1s
Epoch 4865/50000
discriminator loss: 1.352094 - generator loss: 0.745637 - 1s
Epoch 4866/50000
discriminator loss: 1.364223 - generator loss: 0.744146 - 1s
Epoch 4867/50000
discriminator loss: 1.357310 - generator loss: 0.762846 - 1s
Epoch 4868/50000
discriminator loss: 1.341225 - generator loss: 0.760903 - 1s
Epoch 4869/50000
discriminator loss: 1.365598 - generator loss: 0.729156 - 1s
Epoch 4870/50000
discriminator loss: 1.354679 - generator loss: 0.721719 - 1s
Epoch 4871/50000
discriminator loss: 1.348930 - generator loss: 0.740315 - 1s
Epoch 4872/50000
discriminator loss: 1.354435 - generator loss: 0.740846 - 1s
Epoch 4873/50000
discriminator loss: 1.366251 - generator loss: 0.748070 - 1s
Epoch 4874/50000
discriminator loss: 1.348842 - generator loss: 0.763408 - 1s
Epoch 4875/50000
discriminator loss: 1.347408 - generator loss: 0.755351 - 1s
Epoch 4876/50000
discriminator loss: 1.366650 - generator loss: 0.726738 - 1s
Epoch 4877/50000
discriminator loss: 1.348497 - generator loss: 0.730260 - 1s
Epoch 4878/50000
discriminator loss: 1.343725 - generator loss: 0.748702 - 1s
Epoch 4879/50000
discriminator loss: 1.359334 - generator loss: 0.740193 - 1s
Epoch 4880/50000
discriminator loss: 1.358828 - generator loss: 0.746238 - 1s
Epoch 4881/50000
discriminator loss: 1.345871 - generator loss: 0.768939 - 1s
Epoch 4882/50000
discriminator loss: 1.344921 - generator loss: 0.750959 - 1s
Epoch 4883/50000
discriminator loss: 1.367604 - generator loss: 0.724766 - 1s
Epoch 4884/50000
discriminator loss: 1.349475 - generator loss: 0.741291 - 1s
Epoch 4885/50000
discriminator loss: 1.350279 - generator loss: 0.744433 - 1s
Epoch 4886/50000
discriminator loss: 1.358617 - generator loss: 0.743160 - 1s
Epoch 4887/50000
discriminator loss: 1.362577 - generator loss: 0.749795 - 1s
Epoch 4888/50000
discriminator loss: 1.343389 - generator loss: 0.763914 - 1s
Epoch 4889/50000
discriminator loss: 1.350022 - generator loss: 0.735209 - 1s
Epoch 4890/50000
discriminator loss: 1.357969 - generator loss: 0.734658 - 1s
Epoch 4891/50000
discriminator loss: 1.346201 - generator loss: 0.740975 - 1s
Epoch 4892/50000
discriminator loss: 1.347555 - generator loss: 0.744503 - 1s
Epoch 4893/50000
discriminator loss: 1.360310 - generator loss: 0.744104 - 1s
Epoch 4894/50000
discriminator loss: 1.353974 - generator loss: 0.755561 - 1s
Epoch 4895/50000
discriminator loss: 1.348803 - generator loss: 0.755867 - 1s
Epoch 4896/50000
discriminator loss: 1.358079 - generator loss: 0.736652 - 1s
Epoch 4897/50000
discriminator loss: 1.354304 - generator loss: 0.724923 - 1s
Epoch 4898/50000
discriminator loss: 1.360236 - generator loss: 0.738354 - 1s
Epoch 4899/50000
discriminator loss: 1.345852 - generator loss: 0.750407 - 1s
Epoch 4900/50000
discriminator loss: 1.358592 - generator loss: 0.749503 - 1s
Epoch 4901/50000
discriminator loss: 1.349035 - generator loss: 0.760846 - 1s
Epoch 4902/50000
discriminator loss: 1.352610 - generator loss: 0.749176 - 1s
Epoch 4903/50000
discriminator loss: 1.355057 - generator loss: 0.735667 - 1s
Epoch 4904/50000
discriminator loss: 1.362702 - generator loss: 0.725815 - 1s
Epoch 4905/50000
discriminator loss: 1.341814 - generator loss: 0.748194 - 1s
Epoch 4906/50000
discriminator loss: 1.358884 - generator loss: 0.742631 - 1s
Epoch 4907/50000
discriminator loss: 1.363922 - generator loss: 0.750438 - 1s
Epoch 4908/50000
discriminator loss: 1.344629 - generator loss: 0.753260 - 1s
Epoch 4909/50000
discriminator loss: 1.349654 - generator loss: 0.753914 - 1s
Epoch 4910/50000
discriminator loss: 1.361109 - generator loss: 0.730328 - 1s
Epoch 4911/50000
discriminator loss: 1.352562 - generator loss: 0.728950 - 1s
Epoch 4912/50000
discriminator loss: 1.343221 - generator loss: 0.744999 - 1s
Epoch 4913/50000
discriminator loss: 1.356478 - generator loss: 0.749209 - 1s
Epoch 4914/50000
discriminator loss: 1.353649 - generator loss: 0.754981 - 1s
Epoch 4915/50000
discriminator loss: 1.348618 - generator loss: 0.755724 - 1s
Epoch 4916/50000
discriminator loss: 1.350980 - generator loss: 0.747181 - 1s
Epoch 4917/50000
discriminator loss: 1.361615 - generator loss: 0.729947 - 1s
Epoch 4918/50000
discriminator loss: 1.354662 - generator loss: 0.734081 - 1s
Epoch 4919/50000
discriminator loss: 1.346737 - generator loss: 0.745728 - 1s
Epoch 4920/50000
discriminator loss: 1.366379 - generator loss: 0.736548 - 1s
Epoch 4921/50000
discriminator loss: 1.349580 - generator loss: 0.761506 - 1s
Epoch 4922/50000
discriminator loss: 1.344990 - generator loss: 0.759696 - 1s
Epoch 4923/50000
discriminator loss: 1.364299 - generator loss: 0.728818 - 1s
Epoch 4924/50000
discriminator loss: 1.355587 - generator loss: 0.733523 - 1s
Epoch 4925/50000
discriminator loss: 1.353518 - generator loss: 0.740102 - 1s
Epoch 4926/50000
discriminator loss: 1.343064 - generator loss: 0.753408 - 1s
Epoch 4927/50000
discriminator loss: 1.363074 - generator loss: 0.742912 - 1s
Epoch 4928/50000
discriminator loss: 1.358649 - generator loss: 0.748184 - 1s
Epoch 4929/50000
discriminator loss: 1.349032 - generator loss: 0.751632 - 1s
Epoch 4930/50000
discriminator loss: 1.353847 - generator loss: 0.733835 - 1s
Epoch 4931/50000
discriminator loss: 1.359053 - generator loss: 0.737908 - 1s
Epoch 4932/50000
discriminator loss: 1.358649 - generator loss: 0.733011 - 1s
Epoch 4933/50000
discriminator loss: 1.365887 - generator loss: 0.736836 - 1s
Epoch 4934/50000
discriminator loss: 1.353383 - generator loss: 0.751871 - 1s
Epoch 4935/50000
discriminator loss: 1.345275 - generator loss: 0.757759 - 1s
Epoch 4936/50000
discriminator loss: 1.350357 - generator loss: 0.746581 - 1s
Epoch 4937/50000
discriminator loss: 1.353188 - generator loss: 0.734913 - 1s
Epoch 4938/50000
discriminator loss: 1.352339 - generator loss: 0.733177 - 1s
Epoch 4939/50000
discriminator loss: 1.349617 - generator loss: 0.749255 - 1s
Epoch 4940/50000
discriminator loss: 1.361870 - generator loss: 0.742994 - 1s
Epoch 4941/50000
discriminator loss: 1.355706 - generator loss: 0.751308 - 1s
Epoch 4942/50000
discriminator loss: 1.350788 - generator loss: 0.746102 - 1s
Epoch 4943/50000
discriminator loss: 1.362817 - generator loss: 0.735184 - 1s
Epoch 4944/50000
discriminator loss: 1.354422 - generator loss: 0.730400 - 1s
Epoch 4945/50000
discriminator loss: 1.348069 - generator loss: 0.745209 - 1s
Epoch 4946/50000
discriminator loss: 1.363967 - generator loss: 0.744683 - 1s
Epoch 4947/50000
discriminator loss: 1.356263 - generator loss: 0.750782 - 1s
Epoch 4948/50000
discriminator loss: 1.350820 - generator loss: 0.749216 - 1s
Epoch 4949/50000
discriminator loss: 1.357740 - generator loss: 0.750043 - 1s
Epoch 4950/50000
discriminator loss: 1.358161 - generator loss: 0.736949 - 1s
Epoch 4951/50000
discriminator loss: 1.354737 - generator loss: 0.732102 - 1s
Epoch 4952/50000
discriminator loss: 1.359022 - generator loss: 0.745297 - 1s
Epoch 4953/50000
discriminator loss: 1.358190 - generator loss: 0.746475 - 1s
Epoch 4954/50000
discriminator loss: 1.355759 - generator loss: 0.751954 - 1s
Epoch 4955/50000
discriminator loss: 1.350934 - generator loss: 0.744815 - 1s
Epoch 4956/50000
discriminator loss: 1.355913 - generator loss: 0.732359 - 1s
Epoch 4957/50000
discriminator loss: 1.353106 - generator loss: 0.741851 - 1s
Epoch 4958/50000
discriminator loss: 1.346886 - generator loss: 0.746275 - 1s
Epoch 4959/50000
discriminator loss: 1.357032 - generator loss: 0.746048 - 1s
Epoch 4960/50000
discriminator loss: 1.356024 - generator loss: 0.750646 - 1s
Epoch 4961/50000
discriminator loss: 1.350156 - generator loss: 0.750748 - 1s
Epoch 4962/50000
discriminator loss: 1.359025 - generator loss: 0.736580 - 1s
Epoch 4963/50000
discriminator loss: 1.354235 - generator loss: 0.733240 - 1s
Epoch 4964/50000
discriminator loss: 1.346827 - generator loss: 0.738058 - 1s
Epoch 4965/50000
discriminator loss: 1.355866 - generator loss: 0.750729 - 1s
Epoch 4966/50000
discriminator loss: 1.364554 - generator loss: 0.742665 - 1s
Epoch 4967/50000
discriminator loss: 1.354727 - generator loss: 0.750299 - 1s
Epoch 4968/50000
discriminator loss: 1.363677 - generator loss: 0.739333 - 1s
Epoch 4969/50000
discriminator loss: 1.357319 - generator loss: 0.729467 - 1s
Epoch 4970/50000
discriminator loss: 1.348927 - generator loss: 0.738838 - 1s
Epoch 4971/50000
discriminator loss: 1.348902 - generator loss: 0.744349 - 1s
Epoch 4972/50000
discriminator loss: 1.360162 - generator loss: 0.745495 - 1s
Epoch 4973/50000
discriminator loss: 1.356970 - generator loss: 0.751258 - 1s
Epoch 4974/50000
discriminator loss: 1.345384 - generator loss: 0.757773 - 1s
Epoch 4975/50000
discriminator loss: 1.356369 - generator loss: 0.735467 - 1s
Epoch 4976/50000
discriminator loss: 1.351368 - generator loss: 0.734280 - 1s
Epoch 4977/50000
discriminator loss: 1.343718 - generator loss: 0.745240 - 1s
Epoch 4978/50000
discriminator loss: 1.361778 - generator loss: 0.745479 - 1s
Epoch 4979/50000
discriminator loss: 1.358129 - generator loss: 0.750338 - 1s
Epoch 4980/50000
discriminator loss: 1.345402 - generator loss: 0.749021 - 1s
Epoch 4981/50000
discriminator loss: 1.347472 - generator loss: 0.753696 - 1s
Epoch 4982/50000
discriminator loss: 1.359656 - generator loss: 0.729408 - 1s
Epoch 4983/50000
discriminator loss: 1.352307 - generator loss: 0.735427 - 1s
Epoch 4984/50000
discriminator loss: 1.343823 - generator loss: 0.747351 - 1s
Epoch 4985/50000
discriminator loss: 1.348011 - generator loss: 0.751719 - 1s
Epoch 4986/50000
discriminator loss: 1.354714 - generator loss: 0.753269 - 1s
Epoch 4987/50000
discriminator loss: 1.352299 - generator loss: 0.754180 - 1s
Epoch 4988/50000
discriminator loss: 1.351980 - generator loss: 0.741258 - 1s
Epoch 4989/50000
discriminator loss: 1.357681 - generator loss: 0.728811 - 1s
Epoch 4990/50000
discriminator loss: 1.353586 - generator loss: 0.738546 - 1s
Epoch 4991/50000
discriminator loss: 1.352967 - generator loss: 0.747770 - 1s
Epoch 4992/50000
discriminator loss: 1.363959 - generator loss: 0.743743 - 1s
Epoch 4993/50000
discriminator loss: 1.347283 - generator loss: 0.757263 - 1s
Epoch 4994/50000
discriminator loss: 1.350085 - generator loss: 0.755677 - 1s
Epoch 4995/50000
discriminator loss: 1.360426 - generator loss: 0.736600 - 1s
Epoch 4996/50000
discriminator loss: 1.360299 - generator loss: 0.724535 - 1s
Epoch 4997/50000
discriminator loss: 1.343191 - generator loss: 0.747602 - 1s
Epoch 4998/50000
discriminator loss: 1.357864 - generator loss: 0.748222 - 1s
Epoch 4999/50000
discriminator loss: 1.365930 - generator loss: 0.756213 - 1s
Epoch 5000/50000
discriminator loss: 1.353742 - generator loss: 0.752420 - 1s
Epoch 5001/50000
discriminator loss: 1.352208 - generator loss: 0.747271 - 1s

Loss: 

Epoch 5002/50000
discriminator loss: 1.365573 - generator loss: 0.728499 - 1s
Epoch 5003/50000
discriminator loss: 1.346064 - generator loss: 0.743562 - 1s
Epoch 5004/50000
discriminator loss: 1.346079 - generator loss: 0.743092 - 1s
Epoch 5005/50000
discriminator loss: 1.351162 - generator loss: 0.747362 - 1s
Epoch 5006/50000
discriminator loss: 1.352934 - generator loss: 0.757846 - 1s
Epoch 5007/50000
discriminator loss: 1.345702 - generator loss: 0.761145 - 1s
Epoch 5008/50000
discriminator loss: 1.351896 - generator loss: 0.748957 - 1s
Epoch 5009/50000
discriminator loss: 1.373382 - generator loss: 0.718469 - 1s
Epoch 5010/50000
discriminator loss: 1.348626 - generator loss: 0.742167 - 1s
Epoch 5011/50000
discriminator loss: 1.351987 - generator loss: 0.744978 - 1s
Epoch 5012/50000
discriminator loss: 1.355081 - generator loss: 0.751283 - 1s
Epoch 5013/50000
discriminator loss: 1.361822 - generator loss: 0.754417 - 1s
Epoch 5014/50000
discriminator loss: 1.337339 - generator loss: 0.762588 - 1s
Epoch 5015/50000
discriminator loss: 1.353194 - generator loss: 0.737889 - 1s
Epoch 5016/50000
discriminator loss: 1.348427 - generator loss: 0.739389 - 1s
Epoch 5017/50000
discriminator loss: 1.351552 - generator loss: 0.738206 - 1s
Epoch 5018/50000
discriminator loss: 1.351714 - generator loss: 0.749748 - 1s
Epoch 5019/50000
discriminator loss: 1.358178 - generator loss: 0.753166 - 1s
Epoch 5020/50000
discriminator loss: 1.342575 - generator loss: 0.767942 - 1s
Epoch 5021/50000
discriminator loss: 1.357402 - generator loss: 0.742367 - 1s
Epoch 5022/50000
discriminator loss: 1.353330 - generator loss: 0.734527 - 1s
Epoch 5023/50000
discriminator loss: 1.355207 - generator loss: 0.734420 - 1s
Epoch 5024/50000
discriminator loss: 1.350230 - generator loss: 0.747880 - 1s
Epoch 5025/50000
discriminator loss: 1.367739 - generator loss: 0.734098 - 1s
Epoch 5026/50000
discriminator loss: 1.355918 - generator loss: 0.757147 - 1s
Epoch 5027/50000
discriminator loss: 1.350990 - generator loss: 0.756208 - 1s
Epoch 5028/50000
discriminator loss: 1.359264 - generator loss: 0.741845 - 1s
Epoch 5029/50000
discriminator loss: 1.360564 - generator loss: 0.728704 - 1s
Epoch 5030/50000
discriminator loss: 1.355770 - generator loss: 0.733063 - 1s
Epoch 5031/50000
discriminator loss: 1.348803 - generator loss: 0.751422 - 1s
Epoch 5032/50000
discriminator loss: 1.366173 - generator loss: 0.740297 - 1s
Epoch 5033/50000
discriminator loss: 1.360912 - generator loss: 0.755664 - 1s
Epoch 5034/50000
discriminator loss: 1.344999 - generator loss: 0.754503 - 1s
Epoch 5035/50000
discriminator loss: 1.364872 - generator loss: 0.728591 - 1s
Epoch 5036/50000
discriminator loss: 1.359321 - generator loss: 0.730062 - 1s
Epoch 5037/50000
discriminator loss: 1.346109 - generator loss: 0.740882 - 1s
Epoch 5038/50000
discriminator loss: 1.355167 - generator loss: 0.747192 - 1s
Epoch 5039/50000
discriminator loss: 1.356245 - generator loss: 0.746413 - 1s
Epoch 5040/50000
discriminator loss: 1.349296 - generator loss: 0.762343 - 1s
Epoch 5041/50000
discriminator loss: 1.348498 - generator loss: 0.753245 - 1s
Epoch 5042/50000
discriminator loss: 1.356533 - generator loss: 0.731893 - 1s
Epoch 5043/50000
discriminator loss: 1.349744 - generator loss: 0.734246 - 1s
Epoch 5044/50000
discriminator loss: 1.342008 - generator loss: 0.750309 - 1s
Epoch 5045/50000
discriminator loss: 1.353665 - generator loss: 0.744628 - 1s
Epoch 5046/50000
discriminator loss: 1.350842 - generator loss: 0.749632 - 1s
Epoch 5047/50000
discriminator loss: 1.346928 - generator loss: 0.768380 - 1s
Epoch 5048/50000
discriminator loss: 1.345768 - generator loss: 0.748832 - 1s
Epoch 5049/50000
discriminator loss: 1.358850 - generator loss: 0.730199 - 1s
Epoch 5050/50000
discriminator loss: 1.354616 - generator loss: 0.728972 - 1s
Epoch 5051/50000
discriminator loss: 1.350038 - generator loss: 0.744220 - 1s
Epoch 5052/50000
discriminator loss: 1.368519 - generator loss: 0.739619 - 1s
Epoch 5053/50000
discriminator loss: 1.356953 - generator loss: 0.751666 - 1s
Epoch 5054/50000
discriminator loss: 1.344055 - generator loss: 0.759121 - 1s
Epoch 5055/50000
discriminator loss: 1.356712 - generator loss: 0.740216 - 1s
Epoch 5056/50000
discriminator loss: 1.365865 - generator loss: 0.720335 - 1s
Epoch 5057/50000
discriminator loss: 1.348131 - generator loss: 0.738594 - 1s
Epoch 5058/50000
discriminator loss: 1.349606 - generator loss: 0.750763 - 1s
Epoch 5059/50000
discriminator loss: 1.364202 - generator loss: 0.741155 - 1s
Epoch 5060/50000
discriminator loss: 1.351576 - generator loss: 0.752280 - 1s
Epoch 5061/50000
discriminator loss: 1.341994 - generator loss: 0.758487 - 1s
Epoch 5062/50000
discriminator loss: 1.362523 - generator loss: 0.737490 - 1s
Epoch 5063/50000
discriminator loss: 1.357888 - generator loss: 0.723233 - 1s
Epoch 5064/50000
discriminator loss: 1.336333 - generator loss: 0.749411 - 1s
Epoch 5065/50000
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Epoch 5066/50000
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Epoch 5067/50000
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Epoch 5068/50000
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Epoch 5069/50000
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Epoch 5070/50000
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Epoch 5071/50000
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Epoch 5072/50000
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Epoch 5073/50000
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Epoch 5074/50000
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Epoch 5075/50000
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Epoch 5076/50000
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Epoch 5077/50000
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Epoch 5078/50000
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Epoch 5079/50000
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Epoch 5080/50000
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Epoch 5081/50000
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Epoch 5082/50000
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Epoch 5083/50000
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Epoch 5084/50000
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Epoch 5085/50000
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Epoch 5086/50000
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Epoch 5087/50000
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Epoch 5088/50000
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Epoch 5089/50000
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Epoch 5090/50000
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Epoch 5091/50000
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Epoch 5092/50000
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Epoch 5093/50000
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Epoch 5094/50000
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Epoch 5095/50000
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Epoch 5096/50000
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Epoch 5097/50000
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Epoch 5098/50000
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Epoch 5099/50000
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Epoch 5100/50000
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Epoch 5101/50000
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Epoch 5102/50000
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Epoch 5103/50000
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Epoch 5104/50000
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Epoch 5105/50000
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Epoch 5106/50000
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Epoch 5107/50000
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Epoch 5108/50000
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Epoch 5109/50000
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Epoch 5110/50000
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Epoch 5111/50000
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Epoch 5112/50000
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Epoch 5113/50000
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Epoch 5114/50000
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Epoch 5115/50000
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Epoch 5116/50000
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Epoch 5117/50000
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Epoch 5118/50000
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Epoch 5119/50000
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Epoch 5120/50000
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Epoch 5121/50000
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Epoch 5122/50000
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Epoch 5123/50000
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Epoch 5124/50000
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Epoch 5125/50000
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Epoch 5126/50000
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Epoch 5127/50000
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Epoch 5128/50000
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Epoch 5129/50000
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Epoch 5130/50000
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Epoch 5131/50000
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Epoch 5132/50000
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Epoch 5133/50000
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Epoch 5134/50000
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Epoch 5135/50000
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Epoch 5136/50000
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Epoch 5137/50000
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Epoch 5138/50000
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Epoch 5139/50000
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Epoch 5140/50000
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Epoch 5141/50000
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Epoch 5142/50000
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Epoch 5143/50000
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Epoch 5144/50000
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Epoch 5145/50000
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Epoch 5146/50000
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Epoch 5147/50000
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Epoch 5148/50000
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Epoch 5149/50000
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Epoch 5150/50000
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Epoch 5151/50000
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Epoch 5152/50000
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Epoch 5153/50000
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Epoch 5154/50000
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Epoch 5155/50000
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Epoch 5156/50000
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Epoch 5157/50000
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Epoch 5158/50000
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Epoch 5159/50000
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Epoch 5160/50000
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Epoch 5161/50000
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Epoch 5162/50000
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Epoch 5163/50000
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Epoch 5164/50000
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Epoch 5165/50000
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Epoch 5166/50000
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Epoch 5167/50000
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Epoch 5168/50000
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Epoch 5169/50000
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Epoch 5170/50000
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Epoch 5171/50000
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Epoch 5172/50000
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Epoch 5173/50000
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Epoch 5174/50000
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Epoch 5175/50000
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Epoch 5176/50000
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Epoch 5177/50000
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Epoch 5178/50000
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Epoch 5179/50000
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Epoch 5180/50000
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Epoch 5181/50000
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Epoch 5182/50000
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Epoch 5183/50000
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Epoch 5184/50000
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Epoch 5185/50000
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Epoch 5186/50000
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Epoch 5187/50000
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Epoch 5188/50000
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Epoch 5189/50000
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Epoch 5190/50000
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Epoch 5191/50000
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Epoch 5192/50000
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Epoch 5193/50000
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Epoch 5194/50000
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Epoch 5195/50000
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Epoch 5196/50000
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Epoch 5197/50000
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Epoch 5198/50000
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Epoch 5199/50000
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Epoch 5200/50000
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Epoch 5201/50000
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Epoch 5202/50000
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Epoch 5203/50000
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Epoch 5204/50000
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Epoch 5205/50000
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Epoch 5206/50000
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Epoch 5207/50000
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Epoch 5208/50000
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Epoch 5209/50000
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Epoch 5210/50000
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Epoch 5211/50000
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Epoch 5212/50000
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Epoch 5213/50000
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Epoch 5214/50000
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Epoch 5215/50000
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Epoch 5216/50000
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Epoch 5217/50000
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Epoch 5218/50000
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Epoch 5219/50000
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Epoch 5220/50000
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Epoch 5221/50000
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Epoch 5222/50000
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Epoch 5223/50000
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Epoch 5224/50000
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Epoch 5225/50000
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Epoch 5226/50000
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Epoch 5227/50000
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Epoch 5228/50000
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Epoch 5229/50000
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Epoch 5230/50000
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Epoch 5231/50000
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Epoch 5232/50000
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Epoch 5233/50000
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Epoch 5234/50000
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Epoch 5235/50000
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Epoch 5236/50000
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Epoch 5237/50000
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Epoch 5238/50000
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Epoch 5239/50000
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Epoch 5240/50000
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Epoch 5241/50000
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Epoch 5242/50000
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Epoch 5243/50000
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Epoch 5244/50000
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Epoch 5245/50000
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Epoch 5246/50000
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Epoch 5247/50000
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Epoch 5248/50000
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Epoch 5249/50000
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Epoch 5250/50000
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Epoch 5251/50000
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Epoch 5252/50000
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Epoch 5253/50000
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Epoch 5254/50000
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Epoch 5255/50000
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Epoch 5256/50000
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Epoch 5257/50000
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Epoch 5258/50000
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Epoch 5259/50000
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Epoch 5260/50000
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Epoch 5261/50000
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Epoch 5262/50000
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Epoch 5263/50000
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Epoch 5264/50000
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Epoch 5265/50000
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Epoch 5266/50000
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Epoch 5267/50000
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Epoch 5268/50000
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Epoch 5269/50000
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Epoch 5270/50000
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Epoch 5271/50000
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Epoch 5272/50000
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Epoch 5273/50000
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Epoch 5274/50000
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Epoch 5275/50000
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Epoch 5276/50000
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Epoch 5277/50000
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Epoch 5278/50000
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Epoch 5279/50000
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Epoch 5280/50000
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Epoch 5281/50000
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Epoch 5282/50000
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Epoch 5283/50000
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Epoch 5284/50000
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Epoch 5285/50000
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Epoch 5286/50000
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Epoch 5287/50000
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Epoch 5288/50000
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Epoch 5289/50000
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Epoch 5290/50000
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Epoch 5291/50000
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Epoch 5292/50000
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Epoch 5293/50000
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Epoch 5294/50000
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Epoch 5295/50000
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Epoch 5296/50000
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Epoch 5297/50000
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Epoch 5298/50000
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Epoch 5299/50000
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Epoch 5300/50000
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Epoch 5301/50000
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Epoch 5302/50000
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Epoch 5303/50000
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Epoch 5304/50000
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Epoch 5305/50000
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Epoch 5306/50000
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Epoch 5307/50000
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Epoch 5308/50000
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Epoch 5309/50000
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Epoch 5310/50000
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Epoch 5311/50000
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Epoch 5312/50000
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Epoch 5313/50000
discriminator loss: 1.355511 - generator loss: 0.740395 - 1s
Epoch 5314/50000
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Epoch 5315/50000
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Epoch 5316/50000
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Epoch 5317/50000
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Epoch 5318/50000
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Epoch 5319/50000
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Epoch 5320/50000
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Epoch 5321/50000
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Epoch 5322/50000
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Epoch 5323/50000
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Epoch 5324/50000
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Epoch 5325/50000
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Epoch 5326/50000
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Epoch 5327/50000
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Epoch 5328/50000
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Epoch 5329/50000
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Epoch 5330/50000
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Epoch 5331/50000
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Epoch 5332/50000
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Epoch 5333/50000
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Epoch 5334/50000
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Epoch 5335/50000
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Epoch 5336/50000
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Epoch 5337/50000
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Epoch 5338/50000
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Epoch 5339/50000
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Epoch 5340/50000
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Epoch 5341/50000
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Epoch 5342/50000
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Epoch 5343/50000
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Epoch 5344/50000
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Epoch 5345/50000
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Epoch 5346/50000
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Epoch 5347/50000
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Epoch 5348/50000
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Epoch 5349/50000
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Epoch 5350/50000
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Epoch 5351/50000
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Epoch 5352/50000
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Epoch 5353/50000
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Epoch 5354/50000
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Epoch 5355/50000
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Epoch 5356/50000
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Epoch 5357/50000
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Epoch 5358/50000
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Epoch 5359/50000
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Epoch 5360/50000
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Epoch 5361/50000
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Epoch 5362/50000
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Epoch 5363/50000
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Epoch 5364/50000
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Epoch 5365/50000
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Epoch 5366/50000
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Epoch 5367/50000
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Epoch 5368/50000
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Epoch 5369/50000
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Epoch 5370/50000
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Epoch 5371/50000
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Epoch 5372/50000
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Epoch 5373/50000
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Epoch 5374/50000
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Epoch 5375/50000
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Epoch 5376/50000
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Epoch 5377/50000
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Epoch 5378/50000
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Epoch 5379/50000
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Epoch 5380/50000
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Epoch 5381/50000
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Epoch 5382/50000
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Epoch 5383/50000
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Epoch 5384/50000
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Epoch 5385/50000
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Epoch 5386/50000
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Epoch 5387/50000
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Epoch 5388/50000
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Epoch 5389/50000
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Epoch 5390/50000
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Epoch 5391/50000
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Epoch 5392/50000
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Epoch 5393/50000
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Epoch 5394/50000
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Epoch 5395/50000
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Epoch 5396/50000
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Epoch 5397/50000
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Epoch 5398/50000
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Epoch 5399/50000
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Epoch 5400/50000
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Epoch 5401/50000
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Epoch 5402/50000
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Epoch 5403/50000
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Epoch 5404/50000
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Epoch 5405/50000
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Epoch 5406/50000
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Epoch 5407/50000
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Epoch 5408/50000
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Epoch 5409/50000
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Epoch 5410/50000
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Epoch 5411/50000
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Epoch 5412/50000
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Epoch 5413/50000
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Epoch 5414/50000
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Epoch 5415/50000
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Epoch 5416/50000
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Epoch 5417/50000
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Epoch 5418/50000
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Epoch 5419/50000
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Epoch 5420/50000
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Epoch 5421/50000
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Epoch 5422/50000
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Epoch 5423/50000
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Epoch 5424/50000
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Epoch 5425/50000
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Epoch 5426/50000
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Epoch 5427/50000
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Epoch 5428/50000
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Epoch 5429/50000
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Epoch 5430/50000
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Epoch 5431/50000
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Epoch 5432/50000
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Epoch 5433/50000
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Epoch 5434/50000
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Epoch 5435/50000
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Epoch 5436/50000
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Epoch 5437/50000
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Epoch 5438/50000
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Epoch 5439/50000
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Epoch 5440/50000
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Epoch 5441/50000
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Epoch 5442/50000
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Epoch 5443/50000
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Epoch 5444/50000
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Epoch 5445/50000
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Epoch 5446/50000
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Epoch 5447/50000
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Epoch 5448/50000
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Epoch 5449/50000
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Epoch 5450/50000
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Epoch 5451/50000
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Epoch 5452/50000
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Epoch 5453/50000
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Epoch 5454/50000
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Epoch 5455/50000
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Epoch 5456/50000
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Epoch 5457/50000
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Epoch 5458/50000
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Epoch 5459/50000
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Epoch 5460/50000
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Epoch 5461/50000
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Epoch 5462/50000
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Epoch 5463/50000
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Epoch 5464/50000
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Epoch 5465/50000
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Epoch 5466/50000
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Epoch 5467/50000
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Epoch 5468/50000
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Epoch 5469/50000
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Epoch 5470/50000
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Epoch 5471/50000
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Epoch 5472/50000
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Epoch 5473/50000
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Epoch 5474/50000
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Epoch 5475/50000
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Epoch 5476/50000
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Epoch 5477/50000
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Epoch 5478/50000
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Epoch 5479/50000
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Epoch 5480/50000
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Epoch 5481/50000
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Epoch 5482/50000
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Epoch 5483/50000
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Epoch 5484/50000
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Epoch 5485/50000
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Epoch 5486/50000
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Epoch 5487/50000
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Epoch 5488/50000
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Epoch 5489/50000
discriminator loss: 1.350792 - generator loss: 0.760334 - 1s
Epoch 5490/50000
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Epoch 5491/50000
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Epoch 5492/50000
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Epoch 5493/50000
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Epoch 5494/50000
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Epoch 5495/50000
discriminator loss: 1.360313 - generator loss: 0.736716 - 1s
Epoch 5496/50000
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Epoch 5497/50000
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Epoch 5498/50000
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Epoch 5499/50000
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Epoch 5500/50000
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Epoch 5501/50000
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Epoch 5502/50000
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Epoch 5503/50000
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Epoch 5504/50000
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Epoch 5505/50000
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Epoch 5506/50000
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Epoch 5507/50000
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Epoch 5508/50000
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Epoch 5509/50000
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Epoch 5510/50000
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Epoch 5511/50000
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Epoch 5512/50000
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Epoch 5513/50000
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Epoch 5514/50000
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Epoch 5515/50000
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Epoch 5516/50000
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Epoch 5517/50000
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Epoch 5518/50000
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Epoch 5519/50000
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Epoch 5520/50000
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Epoch 5521/50000
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Epoch 5522/50000
discriminator loss: 1.354984 - generator loss: 0.745184 - 1s
Epoch 5523/50000
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Epoch 5524/50000
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Epoch 5525/50000
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Epoch 5526/50000
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Epoch 5527/50000
discriminator loss: 1.351927 - generator loss: 0.735707 - 1s
Epoch 5528/50000
discriminator loss: 1.358986 - generator loss: 0.740864 - 1s
Epoch 5529/50000
discriminator loss: 1.353063 - generator loss: 0.747670 - 1s
Epoch 5530/50000
discriminator loss: 1.360574 - generator loss: 0.747585 - 1s
Epoch 5531/50000
discriminator loss: 1.359183 - generator loss: 0.747980 - 1s
Epoch 5532/50000
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Epoch 5533/50000
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Epoch 5534/50000
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Epoch 5535/50000
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Epoch 5536/50000
discriminator loss: 1.364025 - generator loss: 0.744598 - 1s
Epoch 5537/50000
discriminator loss: 1.347652 - generator loss: 0.760336 - 1s
Epoch 5538/50000
discriminator loss: 1.355175 - generator loss: 0.744552 - 1s
Epoch 5539/50000
discriminator loss: 1.356492 - generator loss: 0.739388 - 1s
Epoch 5540/50000
discriminator loss: 1.366337 - generator loss: 0.722334 - 1s
Epoch 5541/50000
discriminator loss: 1.346496 - generator loss: 0.747720 - 1s
Epoch 5542/50000
discriminator loss: 1.359962 - generator loss: 0.739928 - 1s
Epoch 5543/50000
discriminator loss: 1.359801 - generator loss: 0.751660 - 1s
Epoch 5544/50000
discriminator loss: 1.350824 - generator loss: 0.752340 - 1s
Epoch 5545/50000
discriminator loss: 1.347552 - generator loss: 0.748786 - 1s
Epoch 5546/50000
discriminator loss: 1.356034 - generator loss: 0.736753 - 1s
Epoch 5547/50000
discriminator loss: 1.350785 - generator loss: 0.736498 - 1s
Epoch 5548/50000
discriminator loss: 1.347834 - generator loss: 0.742121 - 1s
Epoch 5549/50000
discriminator loss: 1.355827 - generator loss: 0.744686 - 1s
Epoch 5550/50000
discriminator loss: 1.354698 - generator loss: 0.755639 - 1s
Epoch 5551/50000
discriminator loss: 1.343474 - generator loss: 0.762703 - 1s
Epoch 5552/50000
discriminator loss: 1.354131 - generator loss: 0.743031 - 1s
Epoch 5553/50000
discriminator loss: 1.356174 - generator loss: 0.733682 - 1s
Epoch 5554/50000
discriminator loss: 1.351619 - generator loss: 0.732235 - 1s
Epoch 5555/50000
discriminator loss: 1.355088 - generator loss: 0.743769 - 1s
Epoch 5556/50000
discriminator loss: 1.363340 - generator loss: 0.742520 - 1s
Epoch 5557/50000
discriminator loss: 1.350758 - generator loss: 0.754265 - 1s
Epoch 5558/50000
discriminator loss: 1.349706 - generator loss: 0.747945 - 1s
Epoch 5559/50000
discriminator loss: 1.353858 - generator loss: 0.748643 - 1s
Epoch 5560/50000
discriminator loss: 1.358127 - generator loss: 0.730165 - 1s
Epoch 5561/50000
discriminator loss: 1.347234 - generator loss: 0.742721 - 1s
Epoch 5562/50000
discriminator loss: 1.353505 - generator loss: 0.739747 - 1s
Epoch 5563/50000
discriminator loss: 1.357958 - generator loss: 0.747766 - 1s
Epoch 5564/50000
discriminator loss: 1.351375 - generator loss: 0.763839 - 1s
Epoch 5565/50000
discriminator loss: 1.352829 - generator loss: 0.745011 - 1s
Epoch 5566/50000
discriminator loss: 1.350980 - generator loss: 0.734114 - 1s
Epoch 5567/50000
discriminator loss: 1.363290 - generator loss: 0.730231 - 1s
Epoch 5568/50000
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Epoch 5569/50000
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Epoch 5570/50000
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Epoch 5571/50000
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Epoch 5572/50000
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Epoch 5573/50000
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Epoch 5574/50000
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Epoch 5575/50000
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Epoch 5576/50000
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Epoch 5577/50000
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Epoch 5578/50000
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Epoch 5579/50000
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Epoch 5580/50000
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Epoch 5581/50000
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Epoch 5582/50000
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Epoch 5583/50000
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Epoch 5584/50000
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Epoch 5585/50000
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Epoch 5586/50000
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Epoch 5587/50000
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Epoch 5588/50000
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Epoch 5589/50000
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Epoch 5590/50000
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Epoch 5591/50000
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Epoch 5592/50000
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Epoch 5593/50000
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Epoch 5594/50000
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Epoch 5595/50000
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Epoch 5596/50000
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Epoch 5597/50000
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Epoch 5598/50000
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Epoch 5599/50000
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Epoch 5600/50000
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Epoch 5601/50000
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Epoch 5602/50000
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Epoch 5603/50000
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Epoch 5604/50000
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Epoch 5605/50000
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Epoch 5606/50000
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Epoch 5607/50000
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Epoch 5608/50000
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Epoch 5609/50000
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Epoch 5610/50000
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Epoch 5611/50000
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Epoch 5612/50000
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Epoch 5613/50000
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Epoch 5614/50000
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Epoch 5615/50000
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Epoch 5616/50000
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Epoch 5617/50000
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Epoch 5618/50000
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Epoch 5619/50000
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Epoch 5620/50000
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Epoch 5621/50000
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Epoch 5622/50000
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Epoch 5623/50000
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Epoch 5624/50000
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Epoch 5625/50000
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Epoch 5626/50000
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Epoch 5627/50000
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Epoch 5628/50000
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Epoch 5629/50000
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Epoch 5630/50000
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Epoch 5631/50000
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Epoch 5632/50000
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Epoch 5633/50000
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Epoch 5634/50000
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Epoch 5635/50000
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Epoch 5636/50000
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Epoch 5637/50000
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Epoch 5638/50000
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Epoch 5639/50000
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Epoch 5640/50000
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Epoch 5641/50000
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Epoch 5642/50000
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Epoch 5643/50000
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Epoch 5644/50000
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Epoch 5645/50000
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Epoch 5646/50000
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Epoch 5647/50000
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Epoch 5648/50000
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Epoch 5649/50000
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Epoch 5650/50000
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Epoch 5651/50000
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Epoch 5652/50000
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Epoch 5653/50000
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Epoch 5654/50000
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Epoch 5655/50000
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Epoch 5656/50000
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Epoch 5657/50000
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Epoch 5658/50000
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Epoch 5659/50000
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Epoch 5660/50000
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Epoch 5661/50000
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Epoch 5662/50000
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Epoch 5663/50000
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Epoch 5664/50000
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Epoch 5665/50000
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Epoch 5666/50000
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Epoch 5667/50000
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Epoch 5668/50000
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Epoch 5669/50000
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Epoch 5670/50000
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Epoch 5671/50000
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Epoch 5672/50000
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Epoch 5673/50000
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Epoch 5674/50000
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Epoch 5675/50000
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Epoch 5676/50000
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Epoch 5677/50000
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Epoch 5678/50000
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Epoch 5679/50000
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Epoch 5680/50000
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Epoch 5681/50000
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Epoch 5682/50000
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Epoch 5683/50000
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Epoch 5684/50000
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Epoch 5685/50000
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Epoch 5686/50000
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Epoch 5687/50000
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Epoch 5688/50000
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Epoch 5689/50000
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Epoch 5690/50000
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Epoch 5691/50000
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Epoch 5692/50000
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Epoch 5693/50000
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Epoch 5694/50000
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Epoch 5695/50000
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Epoch 5696/50000
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Epoch 5697/50000
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Epoch 5698/50000
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Epoch 5699/50000
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Epoch 5700/50000
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Epoch 5701/50000
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Epoch 5702/50000
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Epoch 5703/50000
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Epoch 5704/50000
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Epoch 5705/50000
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Epoch 5706/50000
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Epoch 5707/50000
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Epoch 5708/50000
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Epoch 5709/50000
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Epoch 5710/50000
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Epoch 5711/50000
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Epoch 5712/50000
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Epoch 5713/50000
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Epoch 5714/50000
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Epoch 5715/50000
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Epoch 5716/50000
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Epoch 5717/50000
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Epoch 5718/50000
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Epoch 5719/50000
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Epoch 5720/50000
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Epoch 5721/50000
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Epoch 5722/50000
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Epoch 5723/50000
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Epoch 5724/50000
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Epoch 5725/50000
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Epoch 5726/50000
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Epoch 5727/50000
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Epoch 5728/50000
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Epoch 5729/50000
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Epoch 5730/50000
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Epoch 5731/50000
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Epoch 5732/50000
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Epoch 5733/50000
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Epoch 5734/50000
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Epoch 5735/50000
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Epoch 5736/50000
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Epoch 5737/50000
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Epoch 5738/50000
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Epoch 5739/50000
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Epoch 5740/50000
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Epoch 5741/50000
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Epoch 5742/50000
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Epoch 5743/50000
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Epoch 5744/50000
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Epoch 5745/50000
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Epoch 5746/50000
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Epoch 5747/50000
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Epoch 5748/50000
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Epoch 5749/50000
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Epoch 5750/50000
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Epoch 5751/50000
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Epoch 5752/50000
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Epoch 5753/50000
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Epoch 5754/50000
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Epoch 5755/50000
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Epoch 5756/50000
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Epoch 5757/50000
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Epoch 5758/50000
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Epoch 5759/50000
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Epoch 5760/50000
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Epoch 5761/50000
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Epoch 5762/50000
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Epoch 5763/50000
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Epoch 5764/50000
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Epoch 5765/50000
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Epoch 5766/50000
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Epoch 5767/50000
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Epoch 5768/50000
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Epoch 5769/50000
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Epoch 5770/50000
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Epoch 5771/50000
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Epoch 5772/50000
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Epoch 5773/50000
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Epoch 5774/50000
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Epoch 5775/50000
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Epoch 5776/50000
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Epoch 5777/50000
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Epoch 5778/50000
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Epoch 5779/50000
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Epoch 5780/50000
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Epoch 5781/50000
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Epoch 5782/50000
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Epoch 5783/50000
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Epoch 5784/50000
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Epoch 5785/50000
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Epoch 5786/50000
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Epoch 5787/50000
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Epoch 5788/50000
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Epoch 5789/50000
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Epoch 5790/50000
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Epoch 5791/50000
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Epoch 5792/50000
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Epoch 5793/50000
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Epoch 5794/50000
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Epoch 5795/50000
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Epoch 5796/50000
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Epoch 5797/50000
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Epoch 5798/50000
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Epoch 5799/50000
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Epoch 5800/50000
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Epoch 5801/50000
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Epoch 5802/50000
discriminator loss: 1.357414 - generator loss: 0.737014 - 1s
Epoch 5803/50000
discriminator loss: 1.358792 - generator loss: 0.725483 - 1s
Epoch 5804/50000
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Epoch 5805/50000
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Epoch 5806/50000
discriminator loss: 1.354807 - generator loss: 0.751160 - 1s
Epoch 5807/50000
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Epoch 5808/50000
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Epoch 5809/50000
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Epoch 5810/50000
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Epoch 5811/50000
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Epoch 5812/50000
discriminator loss: 1.354114 - generator loss: 0.742302 - 1s
Epoch 5813/50000
discriminator loss: 1.362074 - generator loss: 0.743133 - 1s
Epoch 5814/50000
discriminator loss: 1.357565 - generator loss: 0.750780 - 1s
Epoch 5815/50000
discriminator loss: 1.349612 - generator loss: 0.755957 - 1s
Epoch 5816/50000
discriminator loss: 1.352133 - generator loss: 0.732590 - 1s
Epoch 5817/50000
discriminator loss: 1.363130 - generator loss: 0.726853 - 1s
Epoch 5818/50000
discriminator loss: 1.343755 - generator loss: 0.747053 - 1s
Epoch 5819/50000
discriminator loss: 1.349730 - generator loss: 0.746427 - 1s
Epoch 5820/50000
discriminator loss: 1.368267 - generator loss: 0.736644 - 1s
Epoch 5821/50000
discriminator loss: 1.356165 - generator loss: 0.753589 - 1s
Epoch 5822/50000
discriminator loss: 1.350139 - generator loss: 0.750637 - 1s
Epoch 5823/50000
discriminator loss: 1.362014 - generator loss: 0.729777 - 1s
Epoch 5824/50000
discriminator loss: 1.351598 - generator loss: 0.733679 - 1s
Epoch 5825/50000
discriminator loss: 1.339362 - generator loss: 0.745340 - 1s
Epoch 5826/50000
discriminator loss: 1.355874 - generator loss: 0.750981 - 1s
Epoch 5827/50000
discriminator loss: 1.364714 - generator loss: 0.741323 - 1s
Epoch 5828/50000
discriminator loss: 1.345267 - generator loss: 0.757340 - 1s
Epoch 5829/50000
discriminator loss: 1.355245 - generator loss: 0.743312 - 1s
Epoch 5830/50000
discriminator loss: 1.362548 - generator loss: 0.732440 - 1s
Epoch 5831/50000
discriminator loss: 1.355485 - generator loss: 0.730739 - 1s
Epoch 5832/50000
discriminator loss: 1.348732 - generator loss: 0.741775 - 1s
Epoch 5833/50000
discriminator loss: 1.354559 - generator loss: 0.750156 - 1s
Epoch 5834/50000
discriminator loss: 1.358883 - generator loss: 0.753763 - 1s
Epoch 5835/50000
discriminator loss: 1.346095 - generator loss: 0.759730 - 1s
Epoch 5836/50000
discriminator loss: 1.354526 - generator loss: 0.739641 - 1s
Epoch 5837/50000
discriminator loss: 1.359011 - generator loss: 0.725227 - 1s
Epoch 5838/50000
discriminator loss: 1.349714 - generator loss: 0.741458 - 1s
Epoch 5839/50000
discriminator loss: 1.355921 - generator loss: 0.740753 - 1s
Epoch 5840/50000
discriminator loss: 1.368378 - generator loss: 0.742056 - 1s
Epoch 5841/50000
discriminator loss: 1.355463 - generator loss: 0.747154 - 1s
Epoch 5842/50000
discriminator loss: 1.347063 - generator loss: 0.750357 - 1s
Epoch 5843/50000
discriminator loss: 1.357102 - generator loss: 0.736263 - 1s
Epoch 5844/50000
discriminator loss: 1.363165 - generator loss: 0.732490 - 1s
Epoch 5845/50000
discriminator loss: 1.345377 - generator loss: 0.743837 - 1s
Epoch 5846/50000
discriminator loss: 1.351606 - generator loss: 0.742515 - 1s
Epoch 5847/50000
discriminator loss: 1.372581 - generator loss: 0.741730 - 1s
Epoch 5848/50000
discriminator loss: 1.342018 - generator loss: 0.766056 - 1s
Epoch 5849/50000
discriminator loss: 1.347637 - generator loss: 0.749471 - 1s
Epoch 5850/50000
discriminator loss: 1.366076 - generator loss: 0.728871 - 1s
Epoch 5851/50000
discriminator loss: 1.355220 - generator loss: 0.734318 - 1s
Epoch 5852/50000
discriminator loss: 1.355773 - generator loss: 0.738015 - 1s
Epoch 5853/50000
discriminator loss: 1.363438 - generator loss: 0.732328 - 1s
Epoch 5854/50000
discriminator loss: 1.359083 - generator loss: 0.756550 - 1s
Epoch 5855/50000
discriminator loss: 1.337591 - generator loss: 0.765730 - 1s
Epoch 5856/50000
discriminator loss: 1.352950 - generator loss: 0.741662 - 1s
Epoch 5857/50000
discriminator loss: 1.363891 - generator loss: 0.728998 - 1s
Epoch 5858/50000
discriminator loss: 1.347877 - generator loss: 0.734985 - 1s
Epoch 5859/50000
discriminator loss: 1.353356 - generator loss: 0.741656 - 1s
Epoch 5860/50000
discriminator loss: 1.362319 - generator loss: 0.735198 - 1s
Epoch 5861/50000
discriminator loss: 1.367128 - generator loss: 0.748050 - 1s
Epoch 5862/50000
discriminator loss: 1.350515 - generator loss: 0.760199 - 1s
Epoch 5863/50000
discriminator loss: 1.361040 - generator loss: 0.736968 - 1s
Epoch 5864/50000
discriminator loss: 1.364776 - generator loss: 0.720619 - 1s
Epoch 5865/50000
discriminator loss: 1.348204 - generator loss: 0.730136 - 1s
Epoch 5866/50000
discriminator loss: 1.344539 - generator loss: 0.753402 - 1s
Epoch 5867/50000
discriminator loss: 1.361621 - generator loss: 0.738251 - 1s
Epoch 5868/50000
discriminator loss: 1.358836 - generator loss: 0.757441 - 1s
Epoch 5869/50000
discriminator loss: 1.349745 - generator loss: 0.751154 - 1s
Epoch 5870/50000
discriminator loss: 1.350695 - generator loss: 0.749052 - 1s
Epoch 5871/50000
discriminator loss: 1.362409 - generator loss: 0.724989 - 1s
Epoch 5872/50000
discriminator loss: 1.347523 - generator loss: 0.732708 - 1s
Epoch 5873/50000
discriminator loss: 1.348607 - generator loss: 0.743305 - 1s
Epoch 5874/50000
discriminator loss: 1.360358 - generator loss: 0.746371 - 1s
Epoch 5875/50000
discriminator loss: 1.359967 - generator loss: 0.754085 - 1s
Epoch 5876/50000
discriminator loss: 1.351701 - generator loss: 0.748869 - 1s
Epoch 5877/50000
discriminator loss: 1.355795 - generator loss: 0.738196 - 1s
Epoch 5878/50000
discriminator loss: 1.356975 - generator loss: 0.729990 - 1s
Epoch 5879/50000
discriminator loss: 1.353111 - generator loss: 0.739247 - 1s
Epoch 5880/50000
discriminator loss: 1.356304 - generator loss: 0.737030 - 1s
Epoch 5881/50000
discriminator loss: 1.361226 - generator loss: 0.752794 - 1s
Epoch 5882/50000
discriminator loss: 1.352074 - generator loss: 0.758305 - 1s
Epoch 5883/50000
discriminator loss: 1.350830 - generator loss: 0.753748 - 1s
Epoch 5884/50000
discriminator loss: 1.362092 - generator loss: 0.727075 - 1s
Epoch 5885/50000
discriminator loss: 1.359845 - generator loss: 0.732345 - 1s
Epoch 5886/50000
discriminator loss: 1.349306 - generator loss: 0.737528 - 1s
Epoch 5887/50000
discriminator loss: 1.349369 - generator loss: 0.748669 - 1s
Epoch 5888/50000
discriminator loss: 1.358366 - generator loss: 0.751447 - 1s
Epoch 5889/50000
discriminator loss: 1.353790 - generator loss: 0.753831 - 1s
Epoch 5890/50000
discriminator loss: 1.345065 - generator loss: 0.747267 - 1s
Epoch 5891/50000
discriminator loss: 1.357847 - generator loss: 0.737933 - 1s
Epoch 5892/50000
discriminator loss: 1.362345 - generator loss: 0.731592 - 1s
Epoch 5893/50000
discriminator loss: 1.345902 - generator loss: 0.737534 - 1s
Epoch 5894/50000
discriminator loss: 1.352519 - generator loss: 0.744976 - 1s
Epoch 5895/50000
discriminator loss: 1.358068 - generator loss: 0.751046 - 1s
Epoch 5896/50000
discriminator loss: 1.348587 - generator loss: 0.752526 - 1s
Epoch 5897/50000
discriminator loss: 1.351292 - generator loss: 0.753225 - 1s
Epoch 5898/50000
discriminator loss: 1.356484 - generator loss: 0.730247 - 1s
Epoch 5899/50000
discriminator loss: 1.358408 - generator loss: 0.734602 - 1s
Epoch 5900/50000
discriminator loss: 1.346240 - generator loss: 0.749662 - 1s
Epoch 5901/50000
discriminator loss: 1.360346 - generator loss: 0.741150 - 1s
Epoch 5902/50000
discriminator loss: 1.355410 - generator loss: 0.747023 - 1s
Epoch 5903/50000
discriminator loss: 1.348722 - generator loss: 0.763688 - 1s
Epoch 5904/50000
discriminator loss: 1.352680 - generator loss: 0.746491 - 1s
Epoch 5905/50000
discriminator loss: 1.356735 - generator loss: 0.732382 - 1s
Epoch 5906/50000
discriminator loss: 1.358512 - generator loss: 0.729614 - 1s
Epoch 5907/50000
discriminator loss: 1.351975 - generator loss: 0.744194 - 1s
Epoch 5908/50000
discriminator loss: 1.361914 - generator loss: 0.746871 - 1s
Epoch 5909/50000
discriminator loss: 1.366135 - generator loss: 0.743202 - 1s
Epoch 5910/50000
discriminator loss: 1.349136 - generator loss: 0.760325 - 1s
Epoch 5911/50000
discriminator loss: 1.348528 - generator loss: 0.747444 - 1s
Epoch 5912/50000
discriminator loss: 1.369316 - generator loss: 0.725223 - 1s
Epoch 5913/50000
discriminator loss: 1.350075 - generator loss: 0.741105 - 1s
Epoch 5914/50000
discriminator loss: 1.346905 - generator loss: 0.741293 - 1s
Epoch 5915/50000
discriminator loss: 1.355340 - generator loss: 0.747003 - 1s
Epoch 5916/50000
discriminator loss: 1.359078 - generator loss: 0.750799 - 1s
Epoch 5917/50000
discriminator loss: 1.347233 - generator loss: 0.758498 - 1s
Epoch 5918/50000
discriminator loss: 1.352759 - generator loss: 0.744040 - 1s
Epoch 5919/50000
discriminator loss: 1.369079 - generator loss: 0.724159 - 1s
Epoch 5920/50000
discriminator loss: 1.350356 - generator loss: 0.733433 - 1s
Epoch 5921/50000
discriminator loss: 1.349697 - generator loss: 0.748424 - 1s
Epoch 5922/50000
discriminator loss: 1.357703 - generator loss: 0.747035 - 1s
Epoch 5923/50000
discriminator loss: 1.356421 - generator loss: 0.746089 - 1s
Epoch 5924/50000
discriminator loss: 1.355078 - generator loss: 0.754027 - 1s
Epoch 5925/50000
discriminator loss: 1.354494 - generator loss: 0.748547 - 1s
Epoch 5926/50000
discriminator loss: 1.363497 - generator loss: 0.734740 - 1s
Epoch 5927/50000
discriminator loss: 1.351930 - generator loss: 0.723901 - 1s
Epoch 5928/50000
discriminator loss: 1.357888 - generator loss: 0.741184 - 1s
Epoch 5929/50000
discriminator loss: 1.349950 - generator loss: 0.759552 - 1s
Epoch 5930/50000
discriminator loss: 1.354318 - generator loss: 0.751880 - 1s
Epoch 5931/50000
discriminator loss: 1.351537 - generator loss: 0.752007 - 1s
Epoch 5932/50000
discriminator loss: 1.350672 - generator loss: 0.746483 - 1s
Epoch 5933/50000
discriminator loss: 1.362841 - generator loss: 0.729660 - 1s
Epoch 5934/50000
discriminator loss: 1.355980 - generator loss: 0.739998 - 1s
Epoch 5935/50000
discriminator loss: 1.352393 - generator loss: 0.737682 - 1s
Epoch 5936/50000
discriminator loss: 1.351331 - generator loss: 0.753693 - 1s
Epoch 5937/50000
discriminator loss: 1.356651 - generator loss: 0.745950 - 1s
Epoch 5938/50000
discriminator loss: 1.348166 - generator loss: 0.760234 - 1s
Epoch 5939/50000
discriminator loss: 1.352479 - generator loss: 0.740104 - 1s
Epoch 5940/50000
discriminator loss: 1.357056 - generator loss: 0.734091 - 1s
Epoch 5941/50000
discriminator loss: 1.358268 - generator loss: 0.732361 - 1s
Epoch 5942/50000
discriminator loss: 1.357091 - generator loss: 0.737346 - 1s
Epoch 5943/50000
discriminator loss: 1.356767 - generator loss: 0.745667 - 1s
Epoch 5944/50000
discriminator loss: 1.360808 - generator loss: 0.746599 - 1s
Epoch 5945/50000
discriminator loss: 1.351843 - generator loss: 0.751963 - 1s
Epoch 5946/50000
discriminator loss: 1.352352 - generator loss: 0.747768 - 1s
Epoch 5947/50000
discriminator loss: 1.360562 - generator loss: 0.727187 - 1s
Epoch 5948/50000
discriminator loss: 1.343581 - generator loss: 0.743747 - 1s
Epoch 5949/50000
discriminator loss: 1.350053 - generator loss: 0.744178 - 1s
Epoch 5950/50000
discriminator loss: 1.368274 - generator loss: 0.738996 - 1s
Epoch 5951/50000
discriminator loss: 1.354755 - generator loss: 0.754025 - 1s
Epoch 5952/50000
discriminator loss: 1.349110 - generator loss: 0.751179 - 1s
Epoch 5953/50000
discriminator loss: 1.357073 - generator loss: 0.730870 - 1s
Epoch 5954/50000
discriminator loss: 1.366803 - generator loss: 0.733831 - 1s
Epoch 5955/50000
discriminator loss: 1.352417 - generator loss: 0.742283 - 1s
Epoch 5956/50000
discriminator loss: 1.355572 - generator loss: 0.740543 - 1s
Epoch 5957/50000
discriminator loss: 1.350474 - generator loss: 0.754722 - 1s
Epoch 5958/50000
discriminator loss: 1.349023 - generator loss: 0.752974 - 1s
Epoch 5959/50000
discriminator loss: 1.353916 - generator loss: 0.747272 - 1s
Epoch 5960/50000
discriminator loss: 1.353770 - generator loss: 0.736298 - 1s
Epoch 5961/50000
discriminator loss: 1.356265 - generator loss: 0.735295 - 1s
Epoch 5962/50000
discriminator loss: 1.354831 - generator loss: 0.740860 - 1s
Epoch 5963/50000
discriminator loss: 1.349877 - generator loss: 0.748331 - 1s
Epoch 5964/50000
discriminator loss: 1.359863 - generator loss: 0.744317 - 1s
Epoch 5965/50000
discriminator loss: 1.350627 - generator loss: 0.757185 - 1s
Epoch 5966/50000
discriminator loss: 1.356249 - generator loss: 0.743168 - 1s
Epoch 5967/50000
discriminator loss: 1.354595 - generator loss: 0.735053 - 1s
Epoch 5968/50000
discriminator loss: 1.350036 - generator loss: 0.733715 - 1s
Epoch 5969/50000
discriminator loss: 1.352051 - generator loss: 0.745484 - 1s
Epoch 5970/50000
discriminator loss: 1.361276 - generator loss: 0.743976 - 1s
Epoch 5971/50000
discriminator loss: 1.356562 - generator loss: 0.749630 - 1s
Epoch 5972/50000
discriminator loss: 1.347990 - generator loss: 0.761108 - 1s
Epoch 5973/50000
discriminator loss: 1.354414 - generator loss: 0.738672 - 1s
Epoch 5974/50000
discriminator loss: 1.356314 - generator loss: 0.728756 - 1s
Epoch 5975/50000
discriminator loss: 1.344207 - generator loss: 0.741444 - 1s
Epoch 5976/50000
discriminator loss: 1.348800 - generator loss: 0.746650 - 1s
Epoch 5977/50000
discriminator loss: 1.366383 - generator loss: 0.738949 - 1s
Epoch 5978/50000
discriminator loss: 1.352323 - generator loss: 0.754392 - 1s
Epoch 5979/50000
discriminator loss: 1.342326 - generator loss: 0.761783 - 1s
Epoch 5980/50000
discriminator loss: 1.352054 - generator loss: 0.742940 - 1s
Epoch 5981/50000
discriminator loss: 1.357068 - generator loss: 0.729775 - 1s
Epoch 5982/50000
discriminator loss: 1.343842 - generator loss: 0.736438 - 1s
Epoch 5983/50000
discriminator loss: 1.347009 - generator loss: 0.748933 - 1s
Epoch 5984/50000
discriminator loss: 1.363255 - generator loss: 0.749445 - 1s
Epoch 5985/50000
discriminator loss: 1.352793 - generator loss: 0.758022 - 1s
Epoch 5986/50000
discriminator loss: 1.344163 - generator loss: 0.761941 - 1s
Epoch 5987/50000
discriminator loss: 1.354804 - generator loss: 0.735997 - 1s
Epoch 5988/50000
discriminator loss: 1.364747 - generator loss: 0.724271 - 1s
Epoch 5989/50000
discriminator loss: 1.346450 - generator loss: 0.740207 - 1s
Epoch 5990/50000
discriminator loss: 1.359745 - generator loss: 0.743205 - 1s
Epoch 5991/50000
discriminator loss: 1.367285 - generator loss: 0.745901 - 1s
Epoch 5992/50000
discriminator loss: 1.347972 - generator loss: 0.755869 - 1s
Epoch 5993/50000
discriminator loss: 1.350500 - generator loss: 0.753277 - 1s
Epoch 5994/50000
discriminator loss: 1.368923 - generator loss: 0.729276 - 1s
Epoch 5995/50000
discriminator loss: 1.357006 - generator loss: 0.728406 - 1s
Epoch 5996/50000
discriminator loss: 1.342023 - generator loss: 0.745618 - 1s
Epoch 5997/50000
discriminator loss: 1.349638 - generator loss: 0.745672 - 1s
Epoch 5998/50000
discriminator loss: 1.358478 - generator loss: 0.746235 - 1s
Epoch 5999/50000
discriminator loss: 1.348630 - generator loss: 0.761735 - 1s
Epoch 6000/50000
discriminator loss: 1.346963 - generator loss: 0.754250 - 1s
Epoch 6001/50000
discriminator loss: 1.360598 - generator loss: 0.734225 - 1s

Loss: 

Epoch 6002/50000
discriminator loss: 1.360465 - generator loss: 0.725108 - 1s
Epoch 6003/50000
discriminator loss: 1.352904 - generator loss: 0.735975 - 1s
Epoch 6004/50000
discriminator loss: 1.368413 - generator loss: 0.740001 - 1s
Epoch 6005/50000
discriminator loss: 1.363670 - generator loss: 0.749747 - 1s
Epoch 6006/50000
discriminator loss: 1.357063 - generator loss: 0.751024 - 1s
Epoch 6007/50000
discriminator loss: 1.349472 - generator loss: 0.753081 - 1s
Epoch 6008/50000
discriminator loss: 1.358652 - generator loss: 0.735952 - 1s
Epoch 6009/50000
discriminator loss: 1.358443 - generator loss: 0.721008 - 1s
Epoch 6010/50000
discriminator loss: 1.346827 - generator loss: 0.747748 - 1s
Epoch 6011/50000
discriminator loss: 1.359885 - generator loss: 0.741973 - 1s
Epoch 6012/50000
discriminator loss: 1.366695 - generator loss: 0.749336 - 1s
Epoch 6013/50000
discriminator loss: 1.347516 - generator loss: 0.757366 - 1s
Epoch 6014/50000
discriminator loss: 1.341850 - generator loss: 0.756065 - 1s
Epoch 6015/50000
discriminator loss: 1.371135 - generator loss: 0.722435 - 1s
Epoch 6016/50000
discriminator loss: 1.354902 - generator loss: 0.733810 - 1s
Epoch 6017/50000
discriminator loss: 1.347082 - generator loss: 0.741512 - 1s
Epoch 6018/50000
discriminator loss: 1.361761 - generator loss: 0.742676 - 1s
Epoch 6019/50000
discriminator loss: 1.360508 - generator loss: 0.747606 - 1s
Epoch 6020/50000
discriminator loss: 1.345502 - generator loss: 0.763403 - 1s
Epoch 6021/50000
discriminator loss: 1.344702 - generator loss: 0.756716 - 1s
Epoch 6022/50000
discriminator loss: 1.359917 - generator loss: 0.724781 - 1s
Epoch 6023/50000
discriminator loss: 1.353923 - generator loss: 0.731308 - 1s
Epoch 6024/50000
discriminator loss: 1.340868 - generator loss: 0.742620 - 1s
Epoch 6025/50000
discriminator loss: 1.367005 - generator loss: 0.739396 - 1s
Epoch 6026/50000
discriminator loss: 1.363977 - generator loss: 0.747389 - 1s
Epoch 6027/50000
discriminator loss: 1.347618 - generator loss: 0.759920 - 1s
Epoch 6028/50000
discriminator loss: 1.349346 - generator loss: 0.743024 - 1s
Epoch 6029/50000
discriminator loss: 1.368150 - generator loss: 0.726301 - 1s
Epoch 6030/50000
discriminator loss: 1.361199 - generator loss: 0.726490 - 1s
Epoch 6031/50000
discriminator loss: 1.349419 - generator loss: 0.745452 - 1s
Epoch 6032/50000
discriminator loss: 1.355838 - generator loss: 0.744204 - 1s
Epoch 6033/50000
discriminator loss: 1.362078 - generator loss: 0.747941 - 1s
Epoch 6034/50000
discriminator loss: 1.347998 - generator loss: 0.756989 - 1s
Epoch 6035/50000
discriminator loss: 1.349261 - generator loss: 0.751343 - 1s
Epoch 6036/50000
discriminator loss: 1.361960 - generator loss: 0.733501 - 1s
Epoch 6037/50000
discriminator loss: 1.355303 - generator loss: 0.728429 - 1s
Epoch 6038/50000
discriminator loss: 1.340864 - generator loss: 0.747064 - 1s
Epoch 6039/50000
discriminator loss: 1.352085 - generator loss: 0.746273 - 1s
Epoch 6040/50000
discriminator loss: 1.372764 - generator loss: 0.741301 - 1s
Epoch 6041/50000
discriminator loss: 1.344865 - generator loss: 0.760617 - 1s
Epoch 6042/50000
discriminator loss: 1.348107 - generator loss: 0.753390 - 1s
Epoch 6043/50000
discriminator loss: 1.358881 - generator loss: 0.729193 - 1s
Epoch 6044/50000
discriminator loss: 1.360724 - generator loss: 0.725937 - 1s
Epoch 6045/50000
discriminator loss: 1.345704 - generator loss: 0.745830 - 1s
Epoch 6046/50000
discriminator loss: 1.357298 - generator loss: 0.740809 - 1s
Epoch 6047/50000
discriminator loss: 1.367050 - generator loss: 0.742472 - 1s
Epoch 6048/50000
discriminator loss: 1.347975 - generator loss: 0.759480 - 1s
Epoch 6049/50000
discriminator loss: 1.354153 - generator loss: 0.747327 - 1s
Epoch 6050/50000
discriminator loss: 1.363871 - generator loss: 0.727699 - 1s
Epoch 6051/50000
discriminator loss: 1.355674 - generator loss: 0.735873 - 1s
Epoch 6052/50000
discriminator loss: 1.346962 - generator loss: 0.736168 - 1s
Epoch 6053/50000
discriminator loss: 1.355775 - generator loss: 0.746058 - 1s
Epoch 6054/50000
discriminator loss: 1.360379 - generator loss: 0.749137 - 1s
Epoch 6055/50000
discriminator loss: 1.359053 - generator loss: 0.751214 - 1s
Epoch 6056/50000
discriminator loss: 1.349703 - generator loss: 0.751090 - 1s
Epoch 6057/50000
discriminator loss: 1.368621 - generator loss: 0.728197 - 1s
Epoch 6058/50000
discriminator loss: 1.363252 - generator loss: 0.728408 - 1s
Epoch 6059/50000
discriminator loss: 1.339433 - generator loss: 0.752169 - 1s
Epoch 6060/50000
discriminator loss: 1.360871 - generator loss: 0.731593 - 1s
Epoch 6061/50000
discriminator loss: 1.356878 - generator loss: 0.749541 - 1s
Epoch 6062/50000
discriminator loss: 1.348294 - generator loss: 0.766868 - 1s
Epoch 6063/50000
discriminator loss: 1.347616 - generator loss: 0.750516 - 1s
Epoch 6064/50000
discriminator loss: 1.364884 - generator loss: 0.727067 - 1s
Epoch 6065/50000
discriminator loss: 1.353467 - generator loss: 0.731106 - 1s
Epoch 6066/50000
discriminator loss: 1.343582 - generator loss: 0.746660 - 1s
Epoch 6067/50000
discriminator loss: 1.345687 - generator loss: 0.754903 - 1s
Epoch 6068/50000
discriminator loss: 1.363925 - generator loss: 0.742899 - 1s
Epoch 6069/50000
discriminator loss: 1.349660 - generator loss: 0.757748 - 1s
Epoch 6070/50000
discriminator loss: 1.343141 - generator loss: 0.753631 - 1s
Epoch 6071/50000
discriminator loss: 1.364663 - generator loss: 0.736257 - 1s
Epoch 6072/50000
discriminator loss: 1.349068 - generator loss: 0.731033 - 1s
Epoch 6073/50000
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Epoch 6074/50000
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Epoch 6075/50000
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Epoch 6076/50000
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Epoch 6077/50000
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Epoch 6078/50000
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Epoch 6079/50000
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Epoch 6080/50000
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Epoch 6081/50000
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Epoch 6082/50000
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Epoch 6083/50000
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Epoch 6084/50000
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Epoch 6085/50000
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Epoch 6086/50000
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Epoch 6087/50000
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Epoch 6088/50000
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Epoch 6089/50000
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Epoch 6090/50000
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Epoch 6091/50000
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Epoch 6092/50000
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Epoch 6093/50000
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Epoch 6094/50000
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Epoch 6095/50000
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Epoch 6096/50000
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Epoch 6097/50000
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Epoch 6098/50000
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Epoch 6099/50000
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Epoch 6100/50000
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Epoch 6101/50000
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Epoch 6102/50000
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Epoch 6103/50000
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Epoch 6104/50000
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Epoch 6105/50000
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Epoch 6106/50000
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Epoch 6107/50000
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Epoch 6108/50000
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Epoch 6109/50000
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Epoch 6110/50000
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Epoch 6111/50000
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Epoch 6112/50000
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Epoch 6113/50000
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Epoch 6114/50000
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Epoch 6115/50000
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Epoch 6116/50000
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Epoch 6117/50000
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Epoch 6118/50000
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Epoch 6119/50000
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Epoch 6120/50000
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Epoch 6121/50000
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Epoch 6122/50000
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Epoch 6123/50000
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Epoch 6124/50000
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Epoch 6125/50000
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Epoch 6126/50000
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Epoch 6127/50000
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Epoch 6128/50000
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Epoch 6129/50000
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Epoch 6130/50000
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Epoch 6131/50000
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Epoch 6132/50000
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Epoch 6133/50000
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Epoch 6134/50000
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Epoch 6135/50000
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Epoch 6136/50000
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Epoch 6137/50000
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Epoch 6138/50000
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Epoch 6139/50000
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Epoch 6140/50000
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Epoch 6141/50000
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Epoch 6142/50000
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Epoch 6143/50000
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Epoch 6144/50000
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Epoch 6145/50000
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Epoch 6146/50000
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Epoch 6147/50000
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Epoch 6148/50000
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Epoch 6149/50000
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Epoch 6150/50000
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Epoch 6151/50000
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Epoch 6152/50000
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Epoch 6153/50000
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Epoch 6154/50000
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Epoch 6155/50000
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Epoch 6156/50000
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Epoch 6157/50000
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Epoch 6158/50000
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Epoch 6159/50000
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Epoch 6160/50000
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Epoch 6161/50000
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Epoch 6162/50000
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Epoch 6163/50000
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Epoch 6164/50000
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Epoch 6165/50000
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Epoch 6166/50000
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Epoch 6167/50000
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Epoch 6168/50000
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Epoch 6169/50000
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Epoch 6170/50000
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Epoch 6171/50000
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Epoch 6172/50000
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Epoch 6173/50000
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Epoch 6174/50000
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Epoch 6175/50000
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Epoch 6176/50000
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Epoch 6177/50000
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Epoch 6178/50000
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Epoch 6179/50000
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Epoch 6180/50000
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Epoch 6181/50000
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Epoch 6182/50000
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Epoch 6183/50000
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Epoch 6184/50000
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Epoch 6185/50000
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Epoch 6186/50000
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Epoch 6187/50000
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Epoch 6188/50000
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Epoch 6189/50000
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Epoch 6190/50000
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Epoch 6191/50000
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Epoch 6192/50000
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Epoch 6193/50000
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Epoch 6194/50000
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Epoch 6195/50000
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Epoch 6196/50000
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Epoch 6197/50000
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Epoch 6198/50000
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Epoch 6199/50000
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Epoch 6200/50000
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Epoch 6201/50000
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Epoch 6202/50000
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Epoch 6203/50000
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Epoch 6204/50000
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Epoch 6205/50000
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Epoch 6206/50000
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Epoch 6207/50000
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Epoch 6208/50000
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Epoch 6209/50000
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Epoch 6210/50000
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Epoch 6211/50000
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Epoch 6212/50000
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Epoch 6213/50000
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Epoch 6214/50000
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Epoch 6215/50000
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Epoch 6216/50000
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Epoch 6217/50000
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Epoch 6218/50000
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Epoch 6219/50000
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Epoch 6220/50000
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Epoch 6221/50000
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Epoch 6222/50000
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Epoch 6223/50000
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Epoch 6224/50000
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Epoch 6225/50000
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Epoch 6226/50000
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Epoch 6227/50000
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Epoch 6228/50000
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Epoch 6229/50000
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Epoch 6230/50000
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Epoch 6231/50000
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Epoch 6232/50000
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Epoch 6233/50000
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Epoch 6234/50000
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Epoch 6235/50000
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Epoch 6236/50000
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Epoch 6237/50000
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Epoch 6238/50000
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Epoch 6239/50000
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Epoch 6240/50000
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Epoch 6241/50000
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Epoch 6242/50000
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Epoch 6243/50000
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Epoch 6244/50000
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Epoch 6245/50000
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Epoch 6246/50000
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Epoch 6247/50000
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Epoch 6248/50000
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Epoch 6249/50000
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Epoch 6250/50000
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Epoch 6251/50000
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Epoch 6252/50000
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Epoch 6253/50000
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Epoch 6254/50000
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Epoch 6255/50000
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Epoch 6256/50000
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Epoch 6257/50000
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Epoch 6258/50000
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Epoch 6259/50000
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Epoch 6260/50000
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Epoch 6261/50000
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Epoch 6262/50000
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Epoch 6263/50000
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Epoch 6264/50000
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Epoch 6265/50000
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Epoch 6266/50000
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Epoch 6267/50000
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Epoch 6268/50000
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Epoch 6269/50000
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Epoch 6270/50000
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Epoch 6271/50000
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Epoch 6272/50000
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Epoch 6273/50000
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Epoch 6274/50000
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Epoch 6275/50000
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Epoch 6276/50000
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Epoch 6277/50000
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Epoch 6278/50000
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Epoch 6279/50000
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Epoch 6280/50000
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Epoch 6281/50000
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Epoch 6282/50000
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Epoch 6283/50000
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Epoch 6284/50000
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Epoch 6285/50000
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Epoch 6286/50000
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Epoch 6287/50000
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Epoch 6288/50000
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Epoch 6289/50000
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Epoch 6290/50000
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Epoch 6291/50000
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Epoch 6292/50000
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Epoch 6293/50000
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Epoch 6294/50000
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Epoch 6295/50000
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Epoch 6296/50000
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Epoch 6297/50000
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Epoch 6298/50000
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Epoch 6299/50000
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Epoch 6300/50000
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Epoch 6301/50000
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Epoch 6302/50000
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Epoch 6303/50000
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Epoch 6304/50000
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Epoch 6305/50000
discriminator loss: 1.360175 - generator loss: 0.743020 - 1s
Epoch 6306/50000
discriminator loss: 1.357574 - generator loss: 0.726893 - 1s
Epoch 6307/50000
discriminator loss: 1.350089 - generator loss: 0.739036 - 1s
Epoch 6308/50000
discriminator loss: 1.352285 - generator loss: 0.745412 - 1s
Epoch 6309/50000
discriminator loss: 1.359210 - generator loss: 0.747284 - 1s
Epoch 6310/50000
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Epoch 6311/50000
discriminator loss: 1.347197 - generator loss: 0.758154 - 1s
Epoch 6312/50000
discriminator loss: 1.355623 - generator loss: 0.737518 - 1s
Epoch 6313/50000
discriminator loss: 1.356001 - generator loss: 0.729214 - 1s
Epoch 6314/50000
discriminator loss: 1.343132 - generator loss: 0.741448 - 1s
Epoch 6315/50000
discriminator loss: 1.355385 - generator loss: 0.741084 - 1s
Epoch 6316/50000
discriminator loss: 1.361342 - generator loss: 0.748294 - 1s
Epoch 6317/50000
discriminator loss: 1.352943 - generator loss: 0.761489 - 1s
Epoch 6318/50000
discriminator loss: 1.343138 - generator loss: 0.757593 - 1s
Epoch 6319/50000
discriminator loss: 1.366577 - generator loss: 0.724725 - 1s
Epoch 6320/50000
discriminator loss: 1.353472 - generator loss: 0.736862 - 1s
Epoch 6321/50000
discriminator loss: 1.338423 - generator loss: 0.747671 - 1s
Epoch 6322/50000
discriminator loss: 1.361523 - generator loss: 0.737004 - 1s
Epoch 6323/50000
discriminator loss: 1.356192 - generator loss: 0.757502 - 1s
Epoch 6324/50000
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Epoch 6325/50000
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Epoch 6326/50000
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Epoch 6327/50000
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Epoch 6328/50000
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Epoch 6329/50000
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Epoch 6330/50000
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Epoch 6331/50000
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Epoch 6332/50000
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Epoch 6333/50000
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Epoch 6334/50000
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Epoch 6335/50000
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Epoch 6336/50000
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Epoch 6337/50000
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Epoch 6338/50000
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Epoch 6339/50000
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Epoch 6340/50000
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Epoch 6341/50000
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Epoch 6342/50000
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Epoch 6343/50000
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Epoch 6344/50000
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Epoch 6345/50000
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Epoch 6346/50000
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Epoch 6347/50000
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Epoch 6348/50000
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Epoch 6349/50000
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Epoch 6350/50000
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Epoch 6351/50000
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Epoch 6352/50000
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Epoch 6353/50000
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Epoch 6354/50000
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Epoch 6355/50000
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Epoch 6356/50000
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Epoch 6357/50000
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Epoch 6358/50000
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Epoch 6359/50000
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Epoch 6360/50000
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Epoch 6361/50000
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Epoch 6362/50000
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Epoch 6363/50000
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Epoch 6364/50000
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Epoch 6365/50000
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Epoch 6366/50000
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Epoch 6367/50000
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Epoch 6368/50000
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Epoch 6369/50000
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Epoch 6370/50000
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Epoch 6371/50000
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Epoch 6372/50000
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Epoch 6373/50000
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Epoch 6374/50000
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Epoch 6375/50000
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Epoch 6376/50000
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Epoch 6377/50000
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Epoch 6378/50000
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Epoch 6379/50000
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Epoch 6380/50000
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Epoch 6381/50000
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Epoch 6382/50000
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Epoch 6383/50000
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Epoch 6384/50000
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Epoch 6385/50000
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Epoch 6386/50000
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Epoch 6387/50000
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Epoch 6388/50000
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Epoch 6389/50000
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Epoch 6390/50000
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Epoch 6391/50000
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Epoch 6392/50000
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Epoch 6393/50000
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Epoch 6394/50000
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Epoch 6395/50000
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Epoch 6396/50000
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Epoch 6397/50000
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Epoch 6398/50000
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Epoch 6399/50000
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Epoch 6400/50000
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Epoch 6401/50000
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Epoch 6402/50000
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Epoch 6403/50000
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Epoch 6404/50000
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Epoch 6405/50000
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Epoch 6406/50000
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Epoch 6407/50000
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Epoch 6408/50000
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Epoch 6409/50000
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Epoch 6410/50000
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Epoch 6411/50000
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Epoch 6412/50000
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Epoch 6413/50000
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Epoch 6414/50000
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Epoch 6415/50000
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Epoch 6416/50000
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Epoch 6417/50000
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Epoch 6418/50000
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Epoch 6419/50000
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Epoch 6420/50000
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Epoch 6421/50000
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Epoch 6422/50000
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Epoch 6423/50000
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Epoch 6424/50000
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Epoch 6425/50000
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Epoch 6426/50000
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Epoch 6427/50000
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Epoch 6428/50000
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Epoch 6429/50000
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Epoch 6430/50000
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Epoch 6431/50000
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Epoch 6432/50000
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Epoch 6433/50000
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Epoch 6434/50000
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Epoch 6435/50000
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Epoch 6436/50000
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Epoch 6437/50000
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Epoch 6438/50000
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Epoch 6439/50000
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Epoch 6440/50000
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Epoch 6441/50000
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Epoch 6442/50000
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Epoch 6443/50000
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Epoch 6444/50000
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Epoch 6445/50000
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Epoch 6446/50000
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Epoch 6447/50000
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Epoch 6448/50000
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Epoch 6449/50000
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Epoch 6450/50000
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Epoch 6451/50000
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Epoch 6452/50000
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Epoch 6453/50000
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Epoch 6454/50000
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Epoch 6455/50000
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Epoch 6456/50000
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Epoch 6457/50000
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Epoch 6458/50000
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Epoch 6459/50000
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Epoch 6460/50000
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Epoch 6461/50000
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Epoch 6462/50000
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Epoch 6463/50000
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Epoch 6464/50000
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Epoch 6465/50000
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Epoch 6466/50000
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Epoch 6467/50000
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Epoch 6468/50000
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Epoch 6469/50000
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Epoch 6470/50000
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Epoch 6471/50000
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Epoch 6472/50000
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Epoch 6473/50000
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Epoch 6474/50000
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Epoch 6475/50000
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Epoch 6476/50000
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Epoch 6477/50000
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Epoch 6478/50000
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Epoch 6479/50000
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Epoch 6480/50000
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Epoch 6481/50000
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Epoch 6482/50000
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Epoch 6483/50000
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Epoch 6484/50000
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Epoch 6485/50000
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Epoch 6486/50000
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Epoch 6487/50000
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Epoch 6488/50000
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Epoch 6489/50000
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Epoch 6490/50000
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Epoch 6491/50000
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Epoch 6492/50000
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Epoch 6493/50000
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Epoch 6494/50000
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Epoch 6495/50000
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Epoch 6496/50000
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Epoch 6497/50000
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Epoch 6498/50000
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Epoch 6499/50000
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Epoch 6500/50000
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Epoch 6501/50000
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Epoch 6502/50000
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Epoch 6503/50000
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Epoch 6504/50000
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Epoch 6505/50000
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Epoch 6506/50000
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Epoch 6507/50000
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Epoch 6508/50000
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Epoch 6509/50000
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Epoch 6510/50000
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Epoch 6511/50000
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Epoch 6512/50000
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Epoch 6513/50000
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Epoch 6514/50000
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Epoch 6515/50000
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Epoch 6516/50000
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Epoch 6517/50000
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Epoch 6518/50000
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Epoch 6519/50000
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Epoch 6520/50000
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Epoch 6521/50000
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Epoch 6522/50000
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Epoch 6523/50000
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Epoch 6524/50000
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Epoch 6525/50000
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Epoch 6526/50000
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Epoch 6527/50000
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Epoch 6528/50000
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Epoch 6529/50000
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Epoch 6530/50000
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Epoch 6531/50000
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Epoch 6532/50000
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Epoch 6533/50000
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Epoch 6534/50000
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Epoch 6535/50000
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Epoch 6536/50000
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Epoch 6537/50000
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Epoch 6538/50000
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Epoch 6539/50000
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Epoch 6540/50000
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Epoch 6541/50000
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Epoch 6542/50000
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Epoch 6543/50000
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Epoch 6544/50000
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Epoch 6545/50000
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Epoch 6546/50000
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Epoch 6547/50000
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Epoch 6548/50000
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Epoch 6549/50000
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Epoch 6550/50000
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Epoch 6551/50000
discriminator loss: 1.355049 - generator loss: 0.739641 - 1s
Epoch 6552/50000
discriminator loss: 1.354236 - generator loss: 0.734467 - 1s
Epoch 6553/50000
discriminator loss: 1.348470 - generator loss: 0.744289 - 1s
Epoch 6554/50000
discriminator loss: 1.357313 - generator loss: 0.739960 - 1s
Epoch 6555/50000
discriminator loss: 1.354005 - generator loss: 0.746548 - 1s
Epoch 6556/50000
discriminator loss: 1.351739 - generator loss: 0.755900 - 1s
Epoch 6557/50000
discriminator loss: 1.355977 - generator loss: 0.744721 - 1s
Epoch 6558/50000
discriminator loss: 1.356116 - generator loss: 0.732081 - 1s
Epoch 6559/50000
discriminator loss: 1.348996 - generator loss: 0.740535 - 1s
Epoch 6560/50000
discriminator loss: 1.362330 - generator loss: 0.741301 - 1s
Epoch 6561/50000
discriminator loss: 1.355976 - generator loss: 0.744251 - 1s
Epoch 6562/50000
discriminator loss: 1.357792 - generator loss: 0.745391 - 1s
Epoch 6563/50000
discriminator loss: 1.354349 - generator loss: 0.751108 - 1s
Epoch 6564/50000
discriminator loss: 1.362742 - generator loss: 0.738258 - 1s
Epoch 6565/50000
discriminator loss: 1.359560 - generator loss: 0.738636 - 1s
Epoch 6566/50000
discriminator loss: 1.350514 - generator loss: 0.731575 - 1s
Epoch 6567/50000
discriminator loss: 1.349697 - generator loss: 0.754578 - 1s
Epoch 6568/50000
discriminator loss: 1.366534 - generator loss: 0.743717 - 1s
Epoch 6569/50000
discriminator loss: 1.356663 - generator loss: 0.752646 - 1s
Epoch 6570/50000
discriminator loss: 1.351474 - generator loss: 0.749916 - 1s
Epoch 6571/50000
discriminator loss: 1.353413 - generator loss: 0.741507 - 1s
Epoch 6572/50000
discriminator loss: 1.355942 - generator loss: 0.736845 - 1s
Epoch 6573/50000
discriminator loss: 1.343259 - generator loss: 0.749570 - 1s
Epoch 6574/50000
discriminator loss: 1.359338 - generator loss: 0.730948 - 1s
Epoch 6575/50000
discriminator loss: 1.361270 - generator loss: 0.748263 - 1s
Epoch 6576/50000
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Epoch 6577/50000
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Epoch 6578/50000
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Epoch 6579/50000
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Epoch 6580/50000
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Epoch 6581/50000
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Epoch 6582/50000
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Epoch 6583/50000
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Epoch 6584/50000
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Epoch 6585/50000
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Epoch 6586/50000
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Epoch 6587/50000
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Epoch 6588/50000
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Epoch 6589/50000
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Epoch 6590/50000
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Epoch 6591/50000
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Epoch 6592/50000
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Epoch 6593/50000
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Epoch 6594/50000
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Epoch 6595/50000
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Epoch 6596/50000
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Epoch 6597/50000
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Epoch 6598/50000
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Epoch 6599/50000
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Epoch 6600/50000
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Epoch 6601/50000
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Epoch 6602/50000
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Epoch 6603/50000
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Epoch 6604/50000
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Epoch 6605/50000
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Epoch 6606/50000
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Epoch 6607/50000
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Epoch 6608/50000
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Epoch 6609/50000
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Epoch 6610/50000
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Epoch 6611/50000
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Epoch 6612/50000
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Epoch 6613/50000
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Epoch 6614/50000
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Epoch 6615/50000
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Epoch 6616/50000
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Epoch 6617/50000
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Epoch 6618/50000
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Epoch 6619/50000
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Epoch 6620/50000
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Epoch 6621/50000
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Epoch 6622/50000
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Epoch 6623/50000
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Epoch 6624/50000
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Epoch 6625/50000
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Epoch 6626/50000
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Epoch 6627/50000
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Epoch 6628/50000
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Epoch 6629/50000
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Epoch 6630/50000
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Epoch 6631/50000
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Epoch 6632/50000
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Epoch 6633/50000
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Epoch 6634/50000
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Epoch 6635/50000
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Epoch 6636/50000
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Epoch 6637/50000
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Epoch 6638/50000
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Epoch 6639/50000
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Epoch 6640/50000
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Epoch 6641/50000
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Epoch 6642/50000
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Epoch 6643/50000
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Epoch 6644/50000
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Epoch 6645/50000
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Epoch 6646/50000
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Epoch 6647/50000
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Epoch 6648/50000
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Epoch 6649/50000
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Epoch 6650/50000
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Epoch 6651/50000
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Epoch 6652/50000
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Epoch 6653/50000
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Epoch 6654/50000
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Epoch 6655/50000
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Epoch 6656/50000
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Epoch 6657/50000
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Epoch 6658/50000
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Epoch 6659/50000
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Epoch 6660/50000
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Epoch 6661/50000
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Epoch 6662/50000
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Epoch 6663/50000
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Epoch 6664/50000
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Epoch 6665/50000
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Epoch 6666/50000
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Epoch 6667/50000
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Epoch 6668/50000
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Epoch 6669/50000
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Epoch 6670/50000
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Epoch 6671/50000
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Epoch 6672/50000
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Epoch 6673/50000
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Epoch 6674/50000
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Epoch 6675/50000
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Epoch 6676/50000
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Epoch 6677/50000
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Epoch 6678/50000
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Epoch 6679/50000
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Epoch 6680/50000
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Epoch 6681/50000
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Epoch 6682/50000
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Epoch 6683/50000
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Epoch 6684/50000
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Epoch 6685/50000
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Epoch 6686/50000
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Epoch 6687/50000
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Epoch 6688/50000
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Epoch 6689/50000
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Epoch 6690/50000
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Epoch 6691/50000
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Epoch 6692/50000
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Epoch 6693/50000
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Epoch 6694/50000
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Epoch 6695/50000
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Epoch 6696/50000
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Epoch 6697/50000
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Epoch 6698/50000
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Epoch 6699/50000
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Epoch 6700/50000
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Epoch 6701/50000
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Epoch 6702/50000
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Epoch 6703/50000
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Epoch 6704/50000
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Epoch 6705/50000
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Epoch 6706/50000
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Epoch 6707/50000
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Epoch 6708/50000
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Epoch 6709/50000
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Epoch 6710/50000
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Epoch 6711/50000
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Epoch 6712/50000
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Epoch 6713/50000
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Epoch 6714/50000
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Epoch 6715/50000
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Epoch 6716/50000
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Epoch 6717/50000
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Epoch 6718/50000
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Epoch 6719/50000
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Epoch 6720/50000
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Epoch 6721/50000
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Epoch 6722/50000
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Epoch 6723/50000
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Epoch 6724/50000
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Epoch 6725/50000
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Epoch 6726/50000
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Epoch 6727/50000
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Epoch 6728/50000
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Epoch 6729/50000
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Epoch 6730/50000
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Epoch 6731/50000
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Epoch 6732/50000
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Epoch 6733/50000
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Epoch 6734/50000
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Epoch 6735/50000
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Epoch 6736/50000
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Epoch 6737/50000
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Epoch 6738/50000
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Epoch 6739/50000
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Epoch 6740/50000
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Epoch 6741/50000
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Epoch 6742/50000
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Epoch 6743/50000
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Epoch 6744/50000
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Epoch 6745/50000
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Epoch 6746/50000
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Epoch 6747/50000
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Epoch 6748/50000
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Epoch 6749/50000
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Epoch 6750/50000
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Epoch 6751/50000
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Epoch 6752/50000
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Epoch 6753/50000
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Epoch 6754/50000
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Epoch 6755/50000
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Epoch 6756/50000
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Epoch 6757/50000
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Epoch 6758/50000
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Epoch 6759/50000
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Epoch 6760/50000
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Epoch 6761/50000
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Epoch 6762/50000
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Epoch 6763/50000
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Epoch 6764/50000
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Epoch 6765/50000
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Epoch 6766/50000
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Epoch 6767/50000
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Epoch 6768/50000
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Epoch 6769/50000
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Epoch 6770/50000
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Epoch 6771/50000
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Epoch 6772/50000
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Epoch 6773/50000
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Epoch 6774/50000
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Epoch 6775/50000
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Epoch 6776/50000
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Epoch 6777/50000
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Epoch 6778/50000
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Epoch 6779/50000
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Epoch 6780/50000
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Epoch 6781/50000
discriminator loss: 1.361408 - generator loss: 0.739388 - 1s
Epoch 6782/50000
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Epoch 6783/50000
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Epoch 6784/50000
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Epoch 6785/50000
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Epoch 6786/50000
discriminator loss: 1.354397 - generator loss: 0.747657 - 1s
Epoch 6787/50000
discriminator loss: 1.354226 - generator loss: 0.753677 - 1s
Epoch 6788/50000
discriminator loss: 1.354650 - generator loss: 0.748469 - 1s
Epoch 6789/50000
discriminator loss: 1.361528 - generator loss: 0.728350 - 1s
Epoch 6790/50000
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Epoch 6791/50000
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Epoch 6792/50000
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Epoch 6793/50000
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Epoch 6794/50000
discriminator loss: 1.344519 - generator loss: 0.756087 - 1s
Epoch 6795/50000
discriminator loss: 1.354017 - generator loss: 0.744906 - 1s
Epoch 6796/50000
discriminator loss: 1.360704 - generator loss: 0.727953 - 1s
Epoch 6797/50000
discriminator loss: 1.348104 - generator loss: 0.737309 - 1s
Epoch 6798/50000
discriminator loss: 1.354013 - generator loss: 0.742713 - 1s
Epoch 6799/50000
discriminator loss: 1.362803 - generator loss: 0.740600 - 1s
Epoch 6800/50000
discriminator loss: 1.364388 - generator loss: 0.744700 - 1s
Epoch 6801/50000
discriminator loss: 1.352821 - generator loss: 0.751729 - 1s
Epoch 6802/50000
discriminator loss: 1.350570 - generator loss: 0.755982 - 1s
Epoch 6803/50000
discriminator loss: 1.361979 - generator loss: 0.728967 - 1s
Epoch 6804/50000
discriminator loss: 1.355331 - generator loss: 0.729578 - 1s
Epoch 6805/50000
discriminator loss: 1.345373 - generator loss: 0.747049 - 1s
Epoch 6806/50000
discriminator loss: 1.349237 - generator loss: 0.749617 - 1s
Epoch 6807/50000
discriminator loss: 1.364711 - generator loss: 0.745698 - 1s
Epoch 6808/50000
discriminator loss: 1.351254 - generator loss: 0.752030 - 1s
Epoch 6809/50000
discriminator loss: 1.349697 - generator loss: 0.752271 - 1s
Epoch 6810/50000
discriminator loss: 1.361315 - generator loss: 0.735951 - 1s
Epoch 6811/50000
discriminator loss: 1.359502 - generator loss: 0.724389 - 1s
Epoch 6812/50000
discriminator loss: 1.351675 - generator loss: 0.739516 - 1s
Epoch 6813/50000
discriminator loss: 1.346903 - generator loss: 0.755478 - 1s
Epoch 6814/50000
discriminator loss: 1.353372 - generator loss: 0.752994 - 1s
Epoch 6815/50000
discriminator loss: 1.356576 - generator loss: 0.747676 - 1s
Epoch 6816/50000
discriminator loss: 1.348536 - generator loss: 0.759023 - 1s
Epoch 6817/50000
discriminator loss: 1.359518 - generator loss: 0.733560 - 1s
Epoch 6818/50000
discriminator loss: 1.354278 - generator loss: 0.732851 - 1s
Epoch 6819/50000
discriminator loss: 1.344576 - generator loss: 0.741890 - 1s
Epoch 6820/50000
discriminator loss: 1.351261 - generator loss: 0.749774 - 1s
Epoch 6821/50000
discriminator loss: 1.355258 - generator loss: 0.746040 - 1s
Epoch 6822/50000
discriminator loss: 1.356466 - generator loss: 0.748980 - 1s
Epoch 6823/50000
discriminator loss: 1.347813 - generator loss: 0.761323 - 1s
Epoch 6824/50000
discriminator loss: 1.362028 - generator loss: 0.735900 - 1s
Epoch 6825/50000
discriminator loss: 1.358435 - generator loss: 0.727280 - 1s
Epoch 6826/50000
discriminator loss: 1.351866 - generator loss: 0.737320 - 1s
Epoch 6827/50000
discriminator loss: 1.347394 - generator loss: 0.752248 - 1s
Epoch 6828/50000
discriminator loss: 1.368610 - generator loss: 0.740017 - 1s
Epoch 6829/50000
discriminator loss: 1.353869 - generator loss: 0.751345 - 1s
Epoch 6830/50000
discriminator loss: 1.355405 - generator loss: 0.747600 - 1s
Epoch 6831/50000
discriminator loss: 1.352742 - generator loss: 0.747513 - 1s
Epoch 6832/50000
discriminator loss: 1.363826 - generator loss: 0.725508 - 1s
Epoch 6833/50000
discriminator loss: 1.359040 - generator loss: 0.734334 - 1s
Epoch 6834/50000
discriminator loss: 1.346058 - generator loss: 0.746030 - 1s
Epoch 6835/50000
discriminator loss: 1.364813 - generator loss: 0.743954 - 1s
Epoch 6836/50000
discriminator loss: 1.351827 - generator loss: 0.752279 - 1s
Epoch 6837/50000
discriminator loss: 1.348684 - generator loss: 0.757011 - 1s
Epoch 6838/50000
discriminator loss: 1.353819 - generator loss: 0.735397 - 1s
Epoch 6839/50000
discriminator loss: 1.363038 - generator loss: 0.730902 - 1s
Epoch 6840/50000
discriminator loss: 1.346460 - generator loss: 0.742379 - 1s
Epoch 6841/50000
discriminator loss: 1.355204 - generator loss: 0.737441 - 1s
Epoch 6842/50000
discriminator loss: 1.358588 - generator loss: 0.745679 - 1s
Epoch 6843/50000
discriminator loss: 1.362933 - generator loss: 0.747219 - 1s
Epoch 6844/50000
discriminator loss: 1.350502 - generator loss: 0.760966 - 1s
Epoch 6845/50000
discriminator loss: 1.356737 - generator loss: 0.739683 - 1s
Epoch 6846/50000
discriminator loss: 1.359480 - generator loss: 0.732291 - 1s
Epoch 6847/50000
discriminator loss: 1.352108 - generator loss: 0.736539 - 1s
Epoch 6848/50000
discriminator loss: 1.353373 - generator loss: 0.743999 - 1s
Epoch 6849/50000
discriminator loss: 1.358727 - generator loss: 0.742453 - 1s
Epoch 6850/50000
discriminator loss: 1.357328 - generator loss: 0.744079 - 1s
Epoch 6851/50000
discriminator loss: 1.350996 - generator loss: 0.754195 - 1s
Epoch 6852/50000
discriminator loss: 1.357893 - generator loss: 0.743042 - 1s
Epoch 6853/50000
discriminator loss: 1.356733 - generator loss: 0.737434 - 1s
Epoch 6854/50000
discriminator loss: 1.357660 - generator loss: 0.731609 - 1s
Epoch 6855/50000
discriminator loss: 1.357286 - generator loss: 0.736811 - 1s
Epoch 6856/50000
discriminator loss: 1.356427 - generator loss: 0.741389 - 1s
Epoch 6857/50000
discriminator loss: 1.367970 - generator loss: 0.746959 - 1s
Epoch 6858/50000
discriminator loss: 1.349326 - generator loss: 0.752734 - 1s
Epoch 6859/50000
discriminator loss: 1.352533 - generator loss: 0.748442 - 1s
Epoch 6860/50000
discriminator loss: 1.361043 - generator loss: 0.735531 - 1s
Epoch 6861/50000
discriminator loss: 1.351085 - generator loss: 0.732899 - 1s
Epoch 6862/50000
discriminator loss: 1.355942 - generator loss: 0.746282 - 1s
Epoch 6863/50000
discriminator loss: 1.356525 - generator loss: 0.739287 - 1s
Epoch 6864/50000
discriminator loss: 1.364517 - generator loss: 0.743208 - 1s
Epoch 6865/50000
discriminator loss: 1.350297 - generator loss: 0.753655 - 1s
Epoch 6866/50000
discriminator loss: 1.352305 - generator loss: 0.746159 - 1s
Epoch 6867/50000
discriminator loss: 1.352576 - generator loss: 0.745602 - 1s
Epoch 6868/50000
discriminator loss: 1.357475 - generator loss: 0.727292 - 1s
Epoch 6869/50000
discriminator loss: 1.353756 - generator loss: 0.742786 - 1s
Epoch 6870/50000
discriminator loss: 1.355389 - generator loss: 0.746773 - 1s
Epoch 6871/50000
discriminator loss: 1.350015 - generator loss: 0.756795 - 1s
Epoch 6872/50000
discriminator loss: 1.355233 - generator loss: 0.745512 - 1s
Epoch 6873/50000
discriminator loss: 1.356068 - generator loss: 0.741102 - 1s
Epoch 6874/50000
discriminator loss: 1.357872 - generator loss: 0.730830 - 1s
Epoch 6875/50000
discriminator loss: 1.354926 - generator loss: 0.741699 - 1s
Epoch 6876/50000
discriminator loss: 1.359423 - generator loss: 0.739827 - 1s
Epoch 6877/50000
discriminator loss: 1.359573 - generator loss: 0.737047 - 1s
Epoch 6878/50000
discriminator loss: 1.363327 - generator loss: 0.753140 - 1s
Epoch 6879/50000
discriminator loss: 1.352705 - generator loss: 0.752336 - 1s
Epoch 6880/50000
discriminator loss: 1.352139 - generator loss: 0.744680 - 1s
Epoch 6881/50000
discriminator loss: 1.358687 - generator loss: 0.732799 - 1s
Epoch 6882/50000
discriminator loss: 1.349245 - generator loss: 0.734834 - 1s
Epoch 6883/50000
discriminator loss: 1.347628 - generator loss: 0.742344 - 1s
Epoch 6884/50000
discriminator loss: 1.365260 - generator loss: 0.746014 - 1s
Epoch 6885/50000
discriminator loss: 1.356810 - generator loss: 0.752495 - 1s
Epoch 6886/50000
discriminator loss: 1.354452 - generator loss: 0.748352 - 1s
Epoch 6887/50000
discriminator loss: 1.354940 - generator loss: 0.739510 - 1s
Epoch 6888/50000
discriminator loss: 1.355507 - generator loss: 0.736037 - 1s
Epoch 6889/50000
discriminator loss: 1.356144 - generator loss: 0.728805 - 1s
Epoch 6890/50000
discriminator loss: 1.345592 - generator loss: 0.749663 - 1s
Epoch 6891/50000
discriminator loss: 1.359782 - generator loss: 0.742107 - 1s
Epoch 6892/50000
discriminator loss: 1.352900 - generator loss: 0.749519 - 1s
Epoch 6893/50000
discriminator loss: 1.352058 - generator loss: 0.751931 - 1s
Epoch 6894/50000
discriminator loss: 1.354585 - generator loss: 0.739908 - 1s
Epoch 6895/50000
discriminator loss: 1.361945 - generator loss: 0.727041 - 1s
Epoch 6896/50000
discriminator loss: 1.346280 - generator loss: 0.743873 - 1s
Epoch 6897/50000
discriminator loss: 1.354892 - generator loss: 0.739806 - 1s
Epoch 6898/50000
discriminator loss: 1.351206 - generator loss: 0.750594 - 1s
Epoch 6899/50000
discriminator loss: 1.344955 - generator loss: 0.749601 - 1s
Epoch 6900/50000
discriminator loss: 1.342548 - generator loss: 0.757623 - 1s
Epoch 6901/50000
discriminator loss: 1.348003 - generator loss: 0.741530 - 1s
Epoch 6902/50000
discriminator loss: 1.355705 - generator loss: 0.739377 - 1s
Epoch 6903/50000
discriminator loss: 1.346607 - generator loss: 0.739288 - 1s
Epoch 6904/50000
discriminator loss: 1.352312 - generator loss: 0.745397 - 1s
Epoch 6905/50000
discriminator loss: 1.360734 - generator loss: 0.743619 - 1s
Epoch 6906/50000
discriminator loss: 1.356146 - generator loss: 0.751617 - 1s
Epoch 6907/50000
discriminator loss: 1.350058 - generator loss: 0.749883 - 1s
Epoch 6908/50000
discriminator loss: 1.358604 - generator loss: 0.739574 - 1s
Epoch 6909/50000
discriminator loss: 1.365489 - generator loss: 0.726225 - 1s
Epoch 6910/50000
discriminator loss: 1.347715 - generator loss: 0.749312 - 1s
Epoch 6911/50000
discriminator loss: 1.359590 - generator loss: 0.735481 - 1s
Epoch 6912/50000
discriminator loss: 1.358263 - generator loss: 0.744422 - 1s
Epoch 6913/50000
discriminator loss: 1.353560 - generator loss: 0.753426 - 1s
Epoch 6914/50000
discriminator loss: 1.351543 - generator loss: 0.749975 - 1s
Epoch 6915/50000
discriminator loss: 1.357093 - generator loss: 0.741329 - 1s
Epoch 6916/50000
discriminator loss: 1.362167 - generator loss: 0.728404 - 1s
Epoch 6917/50000
discriminator loss: 1.346639 - generator loss: 0.742666 - 1s
Epoch 6918/50000
discriminator loss: 1.359939 - generator loss: 0.742177 - 1s
Epoch 6919/50000
discriminator loss: 1.360761 - generator loss: 0.740413 - 1s
Epoch 6920/50000
discriminator loss: 1.361111 - generator loss: 0.751850 - 1s
Epoch 6921/50000
discriminator loss: 1.347096 - generator loss: 0.753426 - 1s
Epoch 6922/50000
discriminator loss: 1.364952 - generator loss: 0.729566 - 1s
Epoch 6923/50000
discriminator loss: 1.363238 - generator loss: 0.734269 - 1s
Epoch 6924/50000
discriminator loss: 1.343191 - generator loss: 0.737039 - 1s
Epoch 6925/50000
discriminator loss: 1.353634 - generator loss: 0.750673 - 1s
Epoch 6926/50000
discriminator loss: 1.358834 - generator loss: 0.745767 - 1s
Epoch 6927/50000
discriminator loss: 1.360194 - generator loss: 0.751087 - 1s
Epoch 6928/50000
discriminator loss: 1.350232 - generator loss: 0.751698 - 1s
Epoch 6929/50000
discriminator loss: 1.362837 - generator loss: 0.727020 - 1s
Epoch 6930/50000
discriminator loss: 1.356228 - generator loss: 0.732736 - 1s
Epoch 6931/50000
discriminator loss: 1.351196 - generator loss: 0.742202 - 1s
Epoch 6932/50000
discriminator loss: 1.358089 - generator loss: 0.745735 - 1s
Epoch 6933/50000
discriminator loss: 1.355291 - generator loss: 0.754908 - 1s
Epoch 6934/50000
discriminator loss: 1.350256 - generator loss: 0.756922 - 1s
Epoch 6935/50000
discriminator loss: 1.343880 - generator loss: 0.748848 - 1s
Epoch 6936/50000
discriminator loss: 1.374110 - generator loss: 0.719699 - 1s
Epoch 6937/50000
discriminator loss: 1.344711 - generator loss: 0.743234 - 1s
Epoch 6938/50000
discriminator loss: 1.345037 - generator loss: 0.745854 - 1s
Epoch 6939/50000
discriminator loss: 1.355041 - generator loss: 0.747822 - 1s
Epoch 6940/50000
discriminator loss: 1.371123 - generator loss: 0.740140 - 1s
Epoch 6941/50000
discriminator loss: 1.352769 - generator loss: 0.765513 - 1s
Epoch 6942/50000
discriminator loss: 1.348604 - generator loss: 0.745319 - 1s
Epoch 6943/50000
discriminator loss: 1.368550 - generator loss: 0.725593 - 1s
Epoch 6944/50000
discriminator loss: 1.350356 - generator loss: 0.732044 - 1s
Epoch 6945/50000
discriminator loss: 1.343406 - generator loss: 0.747806 - 1s
Epoch 6946/50000
discriminator loss: 1.357664 - generator loss: 0.741592 - 1s
Epoch 6947/50000
discriminator loss: 1.367787 - generator loss: 0.748983 - 1s
Epoch 6948/50000
discriminator loss: 1.341809 - generator loss: 0.764998 - 1s
Epoch 6949/50000
discriminator loss: 1.347970 - generator loss: 0.748411 - 1s
Epoch 6950/50000
discriminator loss: 1.367112 - generator loss: 0.729573 - 1s
Epoch 6951/50000
discriminator loss: 1.356574 - generator loss: 0.724406 - 1s
Epoch 6952/50000
discriminator loss: 1.342586 - generator loss: 0.743392 - 1s
Epoch 6953/50000
discriminator loss: 1.356494 - generator loss: 0.746157 - 1s
Epoch 6954/50000
discriminator loss: 1.355312 - generator loss: 0.753094 - 1s
Epoch 6955/50000
discriminator loss: 1.348221 - generator loss: 0.765284 - 1s
Epoch 6956/50000
discriminator loss: 1.346362 - generator loss: 0.755602 - 1s
Epoch 6957/50000
discriminator loss: 1.358671 - generator loss: 0.724379 - 1s
Epoch 6958/50000
discriminator loss: 1.355098 - generator loss: 0.730206 - 1s
Epoch 6959/50000
discriminator loss: 1.348199 - generator loss: 0.743463 - 1s
Epoch 6960/50000
discriminator loss: 1.348264 - generator loss: 0.744353 - 1s
Epoch 6961/50000
discriminator loss: 1.371165 - generator loss: 0.740803 - 1s
Epoch 6962/50000
discriminator loss: 1.357526 - generator loss: 0.755425 - 1s
Epoch 6963/50000
discriminator loss: 1.342739 - generator loss: 0.764018 - 1s
Epoch 6964/50000
discriminator loss: 1.367893 - generator loss: 0.728494 - 1s
Epoch 6965/50000
discriminator loss: 1.359699 - generator loss: 0.727440 - 1s
Epoch 6966/50000
discriminator loss: 1.341540 - generator loss: 0.738951 - 1s
Epoch 6967/50000
discriminator loss: 1.352965 - generator loss: 0.743317 - 1s
Epoch 6968/50000
discriminator loss: 1.374967 - generator loss: 0.740441 - 1s
Epoch 6969/50000
discriminator loss: 1.355155 - generator loss: 0.758359 - 1s
Epoch 6970/50000
discriminator loss: 1.349788 - generator loss: 0.754676 - 1s
Epoch 6971/50000
discriminator loss: 1.358629 - generator loss: 0.737327 - 1s
Epoch 6972/50000
discriminator loss: 1.363572 - generator loss: 0.729832 - 1s
Epoch 6973/50000
discriminator loss: 1.351589 - generator loss: 0.730046 - 1s
Epoch 6974/50000
discriminator loss: 1.343934 - generator loss: 0.752035 - 1s
Epoch 6975/50000
discriminator loss: 1.361846 - generator loss: 0.741930 - 1s
Epoch 6976/50000
discriminator loss: 1.361781 - generator loss: 0.747260 - 1s
Epoch 6977/50000
discriminator loss: 1.355763 - generator loss: 0.757781 - 1s
Epoch 6978/50000
discriminator loss: 1.355508 - generator loss: 0.743026 - 1s
Epoch 6979/50000
discriminator loss: 1.363784 - generator loss: 0.725685 - 1s
Epoch 6980/50000
discriminator loss: 1.360004 - generator loss: 0.726525 - 1s
Epoch 6981/50000
discriminator loss: 1.345009 - generator loss: 0.744805 - 1s
Epoch 6982/50000
discriminator loss: 1.361959 - generator loss: 0.740945 - 1s
Epoch 6983/50000
discriminator loss: 1.357876 - generator loss: 0.750411 - 1s
Epoch 6984/50000
discriminator loss: 1.353706 - generator loss: 0.748280 - 1s
Epoch 6985/50000
discriminator loss: 1.346282 - generator loss: 0.754385 - 1s
Epoch 6986/50000
discriminator loss: 1.362055 - generator loss: 0.734470 - 1s
Epoch 6987/50000
discriminator loss: 1.358280 - generator loss: 0.736543 - 1s
Epoch 6988/50000
discriminator loss: 1.341947 - generator loss: 0.740416 - 1s
Epoch 6989/50000
discriminator loss: 1.355870 - generator loss: 0.740150 - 1s
Epoch 6990/50000
discriminator loss: 1.355772 - generator loss: 0.757163 - 1s
Epoch 6991/50000
discriminator loss: 1.350284 - generator loss: 0.762052 - 1s
Epoch 6992/50000
discriminator loss: 1.345431 - generator loss: 0.752507 - 1s
Epoch 6993/50000
discriminator loss: 1.362408 - generator loss: 0.732030 - 1s
Epoch 6994/50000
discriminator loss: 1.350025 - generator loss: 0.738231 - 1s
Epoch 6995/50000
discriminator loss: 1.353856 - generator loss: 0.738538 - 1s
Epoch 6996/50000
discriminator loss: 1.350821 - generator loss: 0.742110 - 1s
Epoch 6997/50000
discriminator loss: 1.352687 - generator loss: 0.744920 - 1s
Epoch 6998/50000
discriminator loss: 1.346392 - generator loss: 0.762417 - 1s
Epoch 6999/50000
discriminator loss: 1.346072 - generator loss: 0.755105 - 1s
Epoch 7000/50000
discriminator loss: 1.358088 - generator loss: 0.738260 - 1s
Epoch 7001/50000
discriminator loss: 1.360191 - generator loss: 0.728852 - 1s

Loss: 

Epoch 7002/50000
discriminator loss: 1.352615 - generator loss: 0.734921 - 1s
Epoch 7003/50000
discriminator loss: 1.347525 - generator loss: 0.750553 - 1s
Epoch 7004/50000
discriminator loss: 1.363540 - generator loss: 0.732764 - 1s
Epoch 7005/50000
discriminator loss: 1.346734 - generator loss: 0.762013 - 1s
Epoch 7006/50000
discriminator loss: 1.344281 - generator loss: 0.761179 - 1s
Epoch 7007/50000
discriminator loss: 1.358663 - generator loss: 0.739150 - 1s
Epoch 7008/50000
discriminator loss: 1.369527 - generator loss: 0.720240 - 1s
Epoch 7009/50000
discriminator loss: 1.364713 - generator loss: 0.729401 - 1s
Epoch 7010/50000
discriminator loss: 1.345127 - generator loss: 0.744491 - 1s
Epoch 7011/50000
discriminator loss: 1.357923 - generator loss: 0.745409 - 1s
Epoch 7012/50000
discriminator loss: 1.355028 - generator loss: 0.753202 - 1s
Epoch 7013/50000
discriminator loss: 1.347868 - generator loss: 0.758469 - 1s
Epoch 7014/50000
discriminator loss: 1.346839 - generator loss: 0.751214 - 1s
Epoch 7015/50000
discriminator loss: 1.361092 - generator loss: 0.726595 - 1s
Epoch 7016/50000
discriminator loss: 1.357767 - generator loss: 0.733574 - 1s
Epoch 7017/50000
discriminator loss: 1.344780 - generator loss: 0.741463 - 1s
Epoch 7018/50000
discriminator loss: 1.348326 - generator loss: 0.753713 - 1s
Epoch 7019/50000
discriminator loss: 1.354550 - generator loss: 0.750982 - 1s
Epoch 7020/50000
discriminator loss: 1.351551 - generator loss: 0.755509 - 1s
Epoch 7021/50000
discriminator loss: 1.347483 - generator loss: 0.750030 - 1s
Epoch 7022/50000
discriminator loss: 1.364073 - generator loss: 0.732993 - 1s
Epoch 7023/50000
discriminator loss: 1.356468 - generator loss: 0.732269 - 1s
Epoch 7024/50000
discriminator loss: 1.348944 - generator loss: 0.744671 - 1s
Epoch 7025/50000
discriminator loss: 1.347635 - generator loss: 0.742291 - 1s
Epoch 7026/50000
discriminator loss: 1.359742 - generator loss: 0.750468 - 1s
Epoch 7027/50000
discriminator loss: 1.351658 - generator loss: 0.756827 - 1s
Epoch 7028/50000
discriminator loss: 1.351444 - generator loss: 0.752007 - 1s
Epoch 7029/50000
discriminator loss: 1.358582 - generator loss: 0.735116 - 1s
Epoch 7030/50000
discriminator loss: 1.349769 - generator loss: 0.734645 - 1s
Epoch 7031/50000
discriminator loss: 1.353545 - generator loss: 0.740323 - 1s
Epoch 7032/50000
discriminator loss: 1.348560 - generator loss: 0.743562 - 1s
Epoch 7033/50000
discriminator loss: 1.356927 - generator loss: 0.748669 - 1s
Epoch 7034/50000
discriminator loss: 1.356593 - generator loss: 0.747056 - 1s
Epoch 7035/50000
discriminator loss: 1.351265 - generator loss: 0.756338 - 1s
Epoch 7036/50000
discriminator loss: 1.363185 - generator loss: 0.733224 - 1s
Epoch 7037/50000
discriminator loss: 1.352372 - generator loss: 0.739102 - 1s
Epoch 7038/50000
discriminator loss: 1.350415 - generator loss: 0.734575 - 1s
Epoch 7039/50000
discriminator loss: 1.346469 - generator loss: 0.750213 - 1s
Epoch 7040/50000
discriminator loss: 1.364157 - generator loss: 0.737421 - 1s
Epoch 7041/50000
discriminator loss: 1.353148 - generator loss: 0.758756 - 1s
Epoch 7042/50000
discriminator loss: 1.349947 - generator loss: 0.745009 - 1s
Epoch 7043/50000
discriminator loss: 1.354149 - generator loss: 0.740858 - 1s
Epoch 7044/50000
discriminator loss: 1.362809 - generator loss: 0.725816 - 1s
Epoch 7045/50000
discriminator loss: 1.352540 - generator loss: 0.741051 - 1s
Epoch 7046/50000
discriminator loss: 1.350396 - generator loss: 0.747019 - 1s
Epoch 7047/50000
discriminator loss: 1.352093 - generator loss: 0.741141 - 1s
Epoch 7048/50000
discriminator loss: 1.357008 - generator loss: 0.747303 - 1s
Epoch 7049/50000
discriminator loss: 1.355987 - generator loss: 0.750949 - 1s
Epoch 7050/50000
discriminator loss: 1.351492 - generator loss: 0.748570 - 1s
Epoch 7051/50000
discriminator loss: 1.359584 - generator loss: 0.729331 - 1s
Epoch 7052/50000
discriminator loss: 1.351632 - generator loss: 0.736477 - 1s
Epoch 7053/50000
discriminator loss: 1.348248 - generator loss: 0.746140 - 1s
Epoch 7054/50000
discriminator loss: 1.359820 - generator loss: 0.735882 - 1s
Epoch 7055/50000
discriminator loss: 1.360830 - generator loss: 0.748639 - 1s
Epoch 7056/50000
discriminator loss: 1.350565 - generator loss: 0.755756 - 1s
Epoch 7057/50000
discriminator loss: 1.351171 - generator loss: 0.745678 - 1s
Epoch 7058/50000
discriminator loss: 1.361110 - generator loss: 0.733212 - 1s
Epoch 7059/50000
discriminator loss: 1.350697 - generator loss: 0.735944 - 1s
Epoch 7060/50000
discriminator loss: 1.349481 - generator loss: 0.744165 - 1s
Epoch 7061/50000
discriminator loss: 1.361476 - generator loss: 0.739600 - 1s
Epoch 7062/50000
discriminator loss: 1.361275 - generator loss: 0.748856 - 1s
Epoch 7063/50000
discriminator loss: 1.355105 - generator loss: 0.753562 - 1s
Epoch 7064/50000
discriminator loss: 1.351979 - generator loss: 0.745115 - 1s
Epoch 7065/50000
discriminator loss: 1.366557 - generator loss: 0.730440 - 1s
Epoch 7066/50000
discriminator loss: 1.351130 - generator loss: 0.738523 - 1s
Epoch 7067/50000
discriminator loss: 1.343090 - generator loss: 0.741456 - 1s
Epoch 7068/50000
discriminator loss: 1.355021 - generator loss: 0.744390 - 1s
Epoch 7069/50000
discriminator loss: 1.353424 - generator loss: 0.752803 - 1s
Epoch 7070/50000
discriminator loss: 1.358137 - generator loss: 0.749921 - 1s
Epoch 7071/50000
discriminator loss: 1.349549 - generator loss: 0.750542 - 1s
Epoch 7072/50000
discriminator loss: 1.361702 - generator loss: 0.728584 - 1s
Epoch 7073/50000
discriminator loss: 1.361067 - generator loss: 0.727638 - 1s
Epoch 7074/50000
discriminator loss: 1.346736 - generator loss: 0.743377 - 1s
Epoch 7075/50000
discriminator loss: 1.358596 - generator loss: 0.739064 - 1s
Epoch 7076/50000
discriminator loss: 1.365931 - generator loss: 0.749337 - 1s
Epoch 7077/50000
discriminator loss: 1.356766 - generator loss: 0.750569 - 1s
Epoch 7078/50000
discriminator loss: 1.343655 - generator loss: 0.753922 - 1s
Epoch 7079/50000
discriminator loss: 1.363162 - generator loss: 0.728246 - 1s
Epoch 7080/50000
discriminator loss: 1.356467 - generator loss: 0.732271 - 1s
Epoch 7081/50000
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Epoch 7082/50000
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Epoch 7083/50000
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Epoch 7084/50000
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Epoch 7085/50000
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Epoch 7086/50000
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Epoch 7087/50000
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Epoch 7088/50000
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Epoch 7089/50000
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Epoch 7090/50000
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Epoch 7091/50000
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Epoch 7092/50000
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Epoch 7093/50000
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Epoch 7094/50000
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Epoch 7095/50000
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Epoch 7096/50000
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Epoch 7097/50000
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Epoch 7098/50000
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Epoch 7099/50000
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Epoch 7100/50000
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Epoch 7101/50000
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Epoch 7102/50000
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Epoch 7103/50000
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Epoch 7104/50000
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Epoch 7105/50000
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Epoch 7106/50000
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Epoch 7107/50000
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Epoch 7108/50000
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Epoch 7109/50000
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Epoch 7110/50000
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Epoch 7111/50000
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Epoch 7112/50000
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Epoch 7113/50000
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Epoch 7114/50000
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Epoch 7115/50000
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Epoch 7116/50000
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Epoch 7117/50000
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Epoch 7118/50000
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Epoch 7119/50000
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Epoch 7120/50000
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Epoch 7121/50000
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Epoch 7122/50000
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Epoch 7123/50000
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Epoch 7124/50000
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Epoch 7125/50000
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Epoch 7126/50000
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Epoch 7127/50000
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Epoch 7128/50000
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Epoch 7129/50000
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Epoch 7130/50000
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Epoch 7131/50000
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Epoch 7132/50000
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Epoch 7133/50000
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Epoch 7134/50000
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Epoch 7135/50000
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Epoch 7136/50000
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Epoch 7137/50000
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Epoch 7138/50000
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Epoch 7139/50000
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Epoch 7140/50000
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Epoch 7141/50000
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Epoch 7142/50000
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Epoch 7143/50000
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Epoch 7144/50000
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Epoch 7145/50000
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Epoch 7146/50000
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Epoch 7147/50000
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Epoch 7148/50000
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Epoch 7149/50000
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Epoch 7150/50000
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Epoch 7151/50000
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Epoch 7152/50000
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Epoch 7153/50000
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Epoch 7154/50000
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Epoch 7155/50000
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Epoch 7156/50000
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Epoch 7157/50000
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Epoch 7158/50000
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Epoch 7159/50000
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Epoch 7160/50000
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Epoch 7161/50000
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Epoch 7162/50000
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Epoch 7163/50000
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Epoch 7164/50000
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Epoch 7165/50000
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Epoch 7166/50000
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Epoch 7167/50000
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Epoch 7168/50000
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Epoch 7169/50000
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Epoch 7170/50000
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Epoch 7171/50000
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Epoch 7172/50000
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Epoch 7173/50000
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Epoch 7174/50000
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Epoch 7175/50000
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Epoch 7176/50000
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Epoch 7177/50000
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Epoch 7178/50000
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Epoch 7179/50000
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Epoch 7180/50000
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Epoch 7181/50000
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Epoch 7182/50000
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Epoch 7183/50000
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Epoch 7184/50000
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Epoch 7185/50000
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Epoch 7186/50000
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Epoch 7187/50000
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Epoch 7188/50000
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Epoch 7189/50000
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Epoch 7190/50000
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Epoch 7191/50000
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Epoch 7192/50000
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Epoch 7193/50000
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Epoch 7194/50000
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Epoch 7195/50000
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Epoch 7196/50000
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Epoch 7197/50000
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Epoch 7198/50000
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Epoch 7199/50000
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Epoch 7200/50000
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Epoch 7201/50000
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Epoch 7202/50000
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Epoch 7203/50000
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Epoch 7204/50000
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Epoch 7205/50000
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Epoch 7206/50000
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Epoch 7207/50000
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Epoch 7208/50000
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Epoch 7209/50000
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Epoch 7210/50000
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Epoch 7211/50000
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Epoch 7212/50000
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Epoch 7213/50000
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Epoch 7214/50000
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Epoch 7215/50000
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Epoch 7216/50000
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Epoch 7217/50000
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Epoch 7218/50000
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Epoch 7219/50000
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Epoch 7220/50000
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Epoch 7221/50000
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Epoch 7222/50000
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Epoch 7223/50000
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Epoch 7224/50000
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Epoch 7225/50000
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Epoch 7226/50000
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Epoch 7227/50000
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Epoch 7228/50000
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Epoch 7229/50000
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Epoch 7230/50000
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Epoch 7231/50000
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Epoch 7232/50000
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Epoch 7233/50000
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Epoch 7234/50000
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Epoch 7235/50000
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Epoch 7236/50000
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Epoch 7237/50000
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Epoch 7238/50000
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Epoch 7239/50000
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Epoch 7240/50000
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Epoch 7241/50000
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Epoch 7242/50000
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Epoch 7243/50000
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Epoch 7244/50000
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Epoch 7245/50000
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Epoch 7246/50000
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Epoch 7247/50000
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Epoch 7248/50000
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Epoch 7249/50000
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Epoch 7250/50000
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Epoch 7251/50000
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Epoch 7252/50000
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Epoch 7253/50000
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Epoch 7254/50000
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Epoch 7255/50000
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Epoch 7256/50000
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Epoch 7257/50000
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Epoch 7258/50000
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Epoch 7259/50000
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Epoch 7260/50000
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Epoch 7261/50000
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Epoch 7262/50000
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Epoch 7263/50000
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Epoch 7264/50000
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Epoch 7265/50000
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Epoch 7266/50000
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Epoch 7267/50000
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Epoch 7268/50000
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Epoch 7269/50000
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Epoch 7270/50000
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Epoch 7271/50000
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Epoch 7272/50000
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Epoch 7273/50000
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Epoch 7274/50000
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Epoch 7275/50000
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Epoch 7276/50000
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Epoch 7277/50000
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Epoch 7278/50000
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Epoch 7279/50000
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Epoch 7280/50000
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Epoch 7281/50000
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Epoch 7282/50000
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Epoch 7283/50000
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Epoch 7284/50000
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Epoch 7285/50000
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Epoch 7286/50000
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Epoch 7287/50000
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Epoch 7288/50000
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Epoch 7289/50000
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Epoch 7290/50000
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Epoch 7291/50000
discriminator loss: 1.356477 - generator loss: 0.729127 - 1s
Epoch 7292/50000
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Epoch 7293/50000
discriminator loss: 1.354523 - generator loss: 0.742196 - 1s
Epoch 7294/50000
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Epoch 7295/50000
discriminator loss: 1.356746 - generator loss: 0.745857 - 1s
Epoch 7296/50000
discriminator loss: 1.350628 - generator loss: 0.744560 - 1s
Epoch 7297/50000
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Epoch 7298/50000
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Epoch 7299/50000
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Epoch 7300/50000
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Epoch 7301/50000
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Epoch 7302/50000
discriminator loss: 1.350266 - generator loss: 0.752848 - 1s
Epoch 7303/50000
discriminator loss: 1.354181 - generator loss: 0.748765 - 1s
Epoch 7304/50000
discriminator loss: 1.352759 - generator loss: 0.737948 - 1s
Epoch 7305/50000
discriminator loss: 1.360637 - generator loss: 0.731765 - 1s
Epoch 7306/50000
discriminator loss: 1.349645 - generator loss: 0.742880 - 1s
Epoch 7307/50000
discriminator loss: 1.356490 - generator loss: 0.736640 - 1s
Epoch 7308/50000
discriminator loss: 1.356230 - generator loss: 0.747761 - 1s
Epoch 7309/50000
discriminator loss: 1.350942 - generator loss: 0.753672 - 1s
Epoch 7310/50000
discriminator loss: 1.350345 - generator loss: 0.748183 - 1s
Epoch 7311/50000
discriminator loss: 1.362852 - generator loss: 0.731961 - 1s
Epoch 7312/50000
discriminator loss: 1.360824 - generator loss: 0.734541 - 1s
Epoch 7313/50000
discriminator loss: 1.346057 - generator loss: 0.739254 - 1s
Epoch 7314/50000
discriminator loss: 1.357504 - generator loss: 0.746893 - 1s
Epoch 7315/50000
discriminator loss: 1.358055 - generator loss: 0.746007 - 1s
Epoch 7316/50000
discriminator loss: 1.348111 - generator loss: 0.757525 - 1s
Epoch 7317/50000
discriminator loss: 1.349711 - generator loss: 0.748910 - 1s
Epoch 7318/50000
discriminator loss: 1.366281 - generator loss: 0.731264 - 1s
Epoch 7319/50000
discriminator loss: 1.356373 - generator loss: 0.727464 - 1s
Epoch 7320/50000
discriminator loss: 1.354920 - generator loss: 0.739774 - 1s
Epoch 7321/50000
discriminator loss: 1.354731 - generator loss: 0.741871 - 1s
Epoch 7322/50000
discriminator loss: 1.362215 - generator loss: 0.744007 - 1s
Epoch 7323/50000
discriminator loss: 1.346927 - generator loss: 0.761917 - 1s
Epoch 7324/50000
discriminator loss: 1.353403 - generator loss: 0.744021 - 1s
Epoch 7325/50000
discriminator loss: 1.369113 - generator loss: 0.726968 - 1s
Epoch 7326/50000
discriminator loss: 1.355729 - generator loss: 0.737417 - 1s
Epoch 7327/50000
discriminator loss: 1.352039 - generator loss: 0.750297 - 1s
Epoch 7328/50000
discriminator loss: 1.353384 - generator loss: 0.734225 - 1s
Epoch 7329/50000
discriminator loss: 1.359093 - generator loss: 0.747924 - 1s
Epoch 7330/50000
discriminator loss: 1.346692 - generator loss: 0.768968 - 1s
Epoch 7331/50000
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Epoch 7332/50000
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Epoch 7333/50000
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Epoch 7334/50000
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Epoch 7335/50000
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Epoch 7336/50000
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Epoch 7337/50000
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Epoch 7338/50000
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Epoch 7339/50000
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Epoch 7340/50000
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Epoch 7341/50000
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Epoch 7342/50000
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Epoch 7343/50000
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Epoch 7344/50000
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Epoch 7345/50000
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Epoch 7346/50000
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Epoch 7347/50000
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Epoch 7348/50000
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Epoch 7349/50000
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Epoch 7350/50000
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Epoch 7351/50000
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Epoch 7352/50000
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Epoch 7353/50000
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Epoch 7354/50000
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Epoch 7355/50000
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Epoch 7356/50000
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Epoch 7357/50000
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Epoch 7358/50000
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Epoch 7359/50000
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Epoch 7360/50000
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Epoch 7361/50000
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Epoch 7362/50000
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Epoch 7363/50000
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Epoch 7364/50000
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Epoch 7365/50000
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Epoch 7366/50000
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Epoch 7367/50000
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Epoch 7368/50000
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Epoch 7369/50000
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Epoch 7370/50000
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Epoch 7371/50000
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Epoch 7372/50000
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Epoch 7373/50000
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Epoch 7374/50000
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Epoch 7375/50000
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Epoch 7376/50000
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Epoch 7377/50000
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Epoch 7378/50000
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Epoch 7379/50000
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Epoch 7380/50000
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Epoch 7381/50000
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Epoch 7382/50000
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Epoch 7383/50000
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Epoch 7384/50000
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Epoch 7385/50000
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Epoch 7386/50000
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Epoch 7387/50000
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Epoch 7388/50000
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Epoch 7389/50000
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Epoch 7390/50000
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Epoch 7391/50000
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Epoch 7392/50000
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Epoch 7393/50000
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Epoch 7394/50000
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Epoch 7395/50000
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Epoch 7396/50000
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Epoch 7397/50000
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Epoch 7398/50000
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Epoch 7399/50000
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Epoch 7400/50000
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Epoch 7401/50000
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Epoch 7402/50000
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Epoch 7403/50000
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Epoch 7404/50000
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Epoch 7405/50000
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Epoch 7406/50000
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Epoch 7407/50000
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Epoch 7408/50000
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Epoch 7409/50000
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Epoch 7410/50000
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Epoch 7411/50000
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Epoch 7412/50000
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Epoch 7413/50000
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Epoch 7414/50000
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Epoch 7415/50000
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Epoch 7416/50000
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Epoch 7417/50000
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Epoch 7418/50000
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Epoch 7419/50000
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Epoch 7420/50000
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Epoch 7421/50000
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Epoch 7422/50000
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Epoch 7423/50000
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Epoch 7424/50000
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Epoch 7425/50000
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Epoch 7426/50000
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Epoch 7427/50000
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Epoch 7428/50000
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Epoch 7429/50000
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Epoch 7430/50000
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Epoch 7431/50000
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Epoch 7432/50000
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Epoch 7433/50000
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Epoch 7434/50000
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Epoch 7435/50000
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Epoch 7436/50000
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Epoch 7437/50000
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Epoch 7438/50000
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Epoch 7439/50000
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Epoch 7440/50000
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Epoch 7441/50000
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Epoch 7442/50000
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Epoch 7443/50000
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Epoch 7444/50000
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Epoch 7445/50000
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Epoch 7446/50000
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Epoch 7447/50000
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Epoch 7448/50000
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Epoch 7449/50000
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Epoch 7450/50000
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Epoch 7451/50000
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Epoch 7452/50000
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Epoch 7453/50000
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Epoch 7454/50000
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Epoch 7455/50000
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Epoch 7456/50000
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Epoch 7457/50000
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Epoch 7458/50000
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Epoch 7459/50000
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Epoch 7460/50000
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Epoch 7461/50000
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Epoch 7462/50000
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Epoch 7463/50000
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Epoch 7464/50000
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Epoch 7465/50000
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Epoch 7466/50000
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Epoch 7467/50000
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Epoch 7468/50000
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Epoch 7469/50000
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Epoch 7470/50000
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Epoch 7471/50000
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Epoch 7472/50000
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Epoch 7473/50000
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Epoch 7474/50000
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Epoch 7475/50000
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Epoch 7476/50000
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Epoch 7477/50000
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Epoch 7478/50000
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Epoch 7479/50000
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Epoch 7480/50000
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Epoch 7481/50000
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Epoch 7482/50000
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Epoch 7483/50000
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Epoch 7484/50000
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Epoch 7485/50000
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Epoch 7486/50000
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Epoch 7487/50000
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Epoch 7488/50000
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Epoch 7489/50000
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Epoch 7490/50000
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Epoch 7491/50000
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Epoch 7492/50000
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Epoch 7493/50000
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Epoch 7494/50000
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Epoch 7495/50000
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Epoch 7496/50000
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Epoch 7497/50000
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Epoch 7498/50000
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Epoch 7499/50000
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Epoch 7500/50000
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Epoch 7501/50000
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Epoch 7502/50000
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Epoch 7503/50000
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Epoch 7504/50000
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Epoch 7505/50000
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Epoch 7506/50000
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Epoch 7507/50000
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Epoch 7508/50000
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Epoch 7509/50000
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Epoch 7510/50000
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Epoch 7511/50000
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Epoch 7512/50000
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Epoch 7513/50000
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Epoch 7514/50000
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Epoch 7515/50000
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Epoch 7516/50000
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Epoch 7517/50000
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Epoch 7518/50000
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Epoch 7519/50000
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Epoch 7520/50000
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Epoch 7521/50000
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Epoch 7522/50000
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Epoch 7523/50000
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Epoch 7524/50000
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Epoch 7525/50000
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Epoch 7526/50000
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Epoch 7527/50000
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Epoch 7528/50000
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Epoch 7529/50000
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Epoch 7530/50000
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Epoch 7531/50000
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Epoch 7532/50000
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Epoch 7533/50000
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Epoch 7534/50000
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Epoch 7535/50000
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Epoch 7536/50000
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Epoch 7537/50000
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Epoch 7538/50000
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Epoch 7539/50000
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Epoch 7540/50000
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Epoch 7541/50000
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Epoch 7542/50000
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Epoch 7543/50000
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Epoch 7544/50000
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Epoch 7545/50000
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Epoch 7546/50000
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Epoch 7547/50000
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Epoch 7548/50000
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Epoch 7549/50000
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Epoch 7550/50000
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Epoch 7551/50000
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Epoch 7552/50000
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Epoch 7553/50000
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Epoch 7554/50000
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Epoch 7555/50000
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Epoch 7556/50000
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Epoch 7557/50000
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Epoch 7558/50000
discriminator loss: 1.361179 - generator loss: 0.728220 - 1s
Epoch 7559/50000
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Epoch 7560/50000
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Epoch 7561/50000
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Epoch 7562/50000
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Epoch 7563/50000
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Epoch 7564/50000
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Epoch 7565/50000
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Epoch 7566/50000
discriminator loss: 1.343327 - generator loss: 0.743856 - 1s
Epoch 7567/50000
discriminator loss: 1.360957 - generator loss: 0.738578 - 1s
Epoch 7568/50000
discriminator loss: 1.361347 - generator loss: 0.744292 - 1s
Epoch 7569/50000
discriminator loss: 1.349624 - generator loss: 0.751466 - 1s
Epoch 7570/50000
discriminator loss: 1.347437 - generator loss: 0.753254 - 1s
Epoch 7571/50000
discriminator loss: 1.350050 - generator loss: 0.741366 - 1s
Epoch 7572/50000
discriminator loss: 1.358459 - generator loss: 0.730922 - 1s
Epoch 7573/50000
discriminator loss: 1.350501 - generator loss: 0.739132 - 1s
Epoch 7574/50000
discriminator loss: 1.356961 - generator loss: 0.739260 - 1s
Epoch 7575/50000
discriminator loss: 1.358370 - generator loss: 0.747840 - 1s
Epoch 7576/50000
discriminator loss: 1.351439 - generator loss: 0.756250 - 1s
Epoch 7577/50000
discriminator loss: 1.358719 - generator loss: 0.740053 - 1s
Epoch 7578/50000
discriminator loss: 1.364363 - generator loss: 0.734798 - 1s
Epoch 7579/50000
discriminator loss: 1.355963 - generator loss: 0.733770 - 1s
Epoch 7580/50000
discriminator loss: 1.352549 - generator loss: 0.741377 - 1s
Epoch 7581/50000
discriminator loss: 1.348898 - generator loss: 0.744272 - 1s
Epoch 7582/50000
discriminator loss: 1.359345 - generator loss: 0.750677 - 1s
Epoch 7583/50000
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Epoch 7584/50000
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Epoch 7585/50000
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Epoch 7586/50000
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Epoch 7587/50000
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Epoch 7588/50000
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Epoch 7589/50000
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Epoch 7590/50000
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Epoch 7591/50000
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Epoch 7592/50000
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Epoch 7593/50000
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Epoch 7594/50000
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Epoch 7595/50000
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Epoch 7596/50000
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Epoch 7597/50000
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Epoch 7598/50000
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Epoch 7599/50000
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Epoch 7600/50000
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Epoch 7601/50000
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Epoch 7602/50000
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Epoch 7603/50000
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Epoch 7604/50000
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Epoch 7605/50000
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Epoch 7606/50000
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Epoch 7607/50000
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Epoch 7608/50000
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Epoch 7609/50000
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Epoch 7610/50000
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Epoch 7611/50000
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Epoch 7612/50000
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Epoch 7613/50000
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Epoch 7614/50000
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Epoch 7615/50000
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Epoch 7616/50000
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Epoch 7617/50000
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Epoch 7618/50000
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Epoch 7619/50000
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Epoch 7620/50000
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Epoch 7621/50000
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Epoch 7622/50000
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Epoch 7623/50000
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Epoch 7624/50000
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Epoch 7625/50000
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Epoch 7626/50000
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Epoch 7627/50000
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Epoch 7628/50000
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Epoch 7629/50000
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Epoch 7630/50000
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Epoch 7631/50000
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Epoch 7632/50000
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Epoch 7633/50000
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Epoch 7634/50000
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Epoch 7635/50000
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Epoch 7636/50000
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Epoch 7637/50000
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Epoch 7638/50000
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Epoch 7639/50000
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Epoch 7640/50000
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Epoch 7641/50000
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Epoch 7642/50000
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Epoch 7643/50000
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Epoch 7644/50000
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Epoch 7645/50000
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Epoch 7646/50000
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Epoch 7647/50000
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Epoch 7648/50000
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Epoch 7649/50000
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Epoch 7650/50000
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Epoch 7651/50000
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Epoch 7652/50000
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Epoch 7653/50000
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Epoch 7654/50000
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Epoch 7655/50000
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Epoch 7656/50000
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Epoch 7657/50000
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Epoch 7658/50000
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Epoch 7659/50000
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Epoch 7660/50000
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Epoch 7661/50000
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Epoch 7662/50000
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Epoch 7663/50000
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Epoch 7664/50000
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Epoch 7665/50000
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Epoch 7666/50000
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Epoch 7667/50000
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Epoch 7668/50000
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Epoch 7669/50000
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Epoch 7670/50000
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Epoch 7671/50000
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Epoch 7672/50000
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Epoch 7673/50000
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Epoch 7674/50000
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Epoch 7675/50000
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Epoch 7676/50000
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Epoch 7677/50000
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Epoch 7678/50000
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Epoch 7679/50000
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Epoch 7680/50000
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Epoch 7681/50000
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Epoch 7682/50000
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Epoch 7683/50000
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Epoch 7684/50000
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Epoch 7685/50000
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Epoch 7686/50000
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Epoch 7687/50000
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Epoch 7688/50000
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Epoch 7689/50000
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Epoch 7690/50000
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Epoch 7691/50000
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Epoch 7692/50000
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Epoch 7693/50000
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Epoch 7694/50000
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Epoch 7695/50000
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Epoch 7696/50000
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Epoch 7697/50000
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Epoch 7698/50000
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Epoch 7699/50000
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Epoch 7700/50000
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Epoch 7701/50000
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Epoch 7702/50000
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Epoch 7703/50000
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Epoch 7704/50000
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Epoch 7705/50000
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Epoch 7706/50000
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Epoch 7707/50000
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Epoch 7708/50000
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Epoch 7709/50000
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Epoch 7710/50000
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Epoch 7711/50000
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Epoch 7712/50000
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Epoch 7713/50000
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Epoch 7714/50000
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Epoch 7715/50000
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Epoch 7716/50000
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Epoch 7717/50000
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Epoch 7718/50000
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Epoch 7719/50000
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Epoch 7720/50000
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Epoch 7721/50000
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Epoch 7722/50000
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Epoch 7723/50000
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Epoch 7724/50000
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Epoch 7725/50000
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Epoch 7726/50000
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Epoch 7727/50000
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Epoch 7728/50000
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Epoch 7729/50000
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Epoch 7730/50000
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Epoch 7731/50000
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Epoch 7732/50000
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Epoch 7733/50000
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Epoch 7734/50000
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Epoch 7735/50000
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Epoch 7736/50000
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Epoch 7737/50000
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Epoch 7738/50000
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Epoch 7739/50000
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Epoch 7740/50000
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Epoch 7741/50000
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Epoch 7742/50000
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Epoch 7743/50000
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Epoch 7744/50000
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Epoch 7745/50000
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Epoch 7746/50000
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Epoch 7747/50000
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Epoch 7748/50000
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Epoch 7749/50000
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Epoch 7750/50000
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Epoch 7751/50000
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Epoch 7752/50000
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Epoch 7753/50000
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Epoch 7754/50000
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Epoch 7755/50000
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Epoch 7756/50000
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Epoch 7757/50000
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Epoch 7758/50000
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Epoch 7759/50000
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Epoch 7760/50000
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Epoch 7761/50000
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Epoch 7762/50000
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Epoch 7763/50000
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Epoch 7764/50000
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Epoch 7765/50000
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Epoch 7766/50000
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Epoch 7767/50000
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Epoch 7768/50000
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Epoch 7769/50000
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Epoch 7770/50000
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Epoch 7771/50000
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Epoch 7772/50000
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Epoch 7773/50000
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Epoch 7774/50000
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Epoch 7775/50000
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Epoch 7776/50000
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Epoch 7777/50000
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Epoch 7778/50000
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Epoch 7779/50000
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Epoch 7780/50000
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Epoch 7781/50000
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Epoch 7782/50000
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Epoch 7783/50000
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Epoch 7784/50000
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Epoch 7785/50000
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Epoch 7786/50000
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Epoch 7787/50000
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Epoch 7788/50000
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Epoch 7789/50000
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Epoch 7790/50000
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Epoch 7791/50000
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Epoch 7792/50000
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Epoch 7793/50000
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Epoch 7794/50000
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Epoch 7795/50000
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Epoch 7796/50000
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Epoch 7797/50000
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Epoch 7798/50000
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Epoch 7799/50000
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Epoch 7800/50000
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Epoch 7801/50000
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Epoch 7802/50000
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Epoch 7803/50000
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Epoch 7804/50000
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Epoch 7805/50000
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Epoch 7806/50000
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Epoch 7807/50000
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Epoch 7808/50000
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Epoch 7809/50000
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Epoch 7810/50000
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Epoch 7811/50000
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Epoch 7812/50000
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Epoch 7813/50000
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Epoch 7814/50000
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Epoch 7815/50000
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Epoch 7816/50000
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Epoch 7817/50000
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Epoch 7818/50000
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Epoch 7819/50000
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Epoch 7820/50000
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Epoch 7821/50000
discriminator loss: 1.351712 - generator loss: 0.746080 - 1s
Epoch 7822/50000
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Epoch 7823/50000
discriminator loss: 1.356102 - generator loss: 0.733784 - 1s
Epoch 7824/50000
discriminator loss: 1.347991 - generator loss: 0.745798 - 1s
Epoch 7825/50000
discriminator loss: 1.359584 - generator loss: 0.741509 - 1s
Epoch 7826/50000
discriminator loss: 1.362507 - generator loss: 0.738223 - 1s
Epoch 7827/50000
discriminator loss: 1.354731 - generator loss: 0.755810 - 1s
Epoch 7828/50000
discriminator loss: 1.355195 - generator loss: 0.744350 - 1s
Epoch 7829/50000
discriminator loss: 1.365503 - generator loss: 0.727292 - 1s
Epoch 7830/50000
discriminator loss: 1.355260 - generator loss: 0.730582 - 1s
Epoch 7831/50000
discriminator loss: 1.353376 - generator loss: 0.741189 - 1s
Epoch 7832/50000
discriminator loss: 1.348582 - generator loss: 0.746801 - 1s
Epoch 7833/50000
discriminator loss: 1.357652 - generator loss: 0.748518 - 1s
Epoch 7834/50000
discriminator loss: 1.351830 - generator loss: 0.753887 - 1s
Epoch 7835/50000
discriminator loss: 1.350199 - generator loss: 0.749224 - 1s
Epoch 7836/50000
discriminator loss: 1.363835 - generator loss: 0.732413 - 1s
Epoch 7837/50000
discriminator loss: 1.354589 - generator loss: 0.730453 - 1s
Epoch 7838/50000
discriminator loss: 1.343864 - generator loss: 0.743008 - 1s
Epoch 7839/50000
discriminator loss: 1.350138 - generator loss: 0.747338 - 1s
Epoch 7840/50000
discriminator loss: 1.361683 - generator loss: 0.743777 - 1s
Epoch 7841/50000
discriminator loss: 1.345629 - generator loss: 0.758621 - 1s
Epoch 7842/50000
discriminator loss: 1.342147 - generator loss: 0.756786 - 1s
Epoch 7843/50000
discriminator loss: 1.368696 - generator loss: 0.726472 - 1s
Epoch 7844/50000
discriminator loss: 1.357958 - generator loss: 0.730334 - 1s
Epoch 7845/50000
discriminator loss: 1.346287 - generator loss: 0.738784 - 1s
Epoch 7846/50000
discriminator loss: 1.353595 - generator loss: 0.741378 - 1s
Epoch 7847/50000
discriminator loss: 1.354816 - generator loss: 0.755013 - 1s
Epoch 7848/50000
discriminator loss: 1.352931 - generator loss: 0.757775 - 1s
Epoch 7849/50000
discriminator loss: 1.347283 - generator loss: 0.749005 - 1s
Epoch 7850/50000
discriminator loss: 1.360439 - generator loss: 0.734583 - 1s
Epoch 7851/50000
discriminator loss: 1.351803 - generator loss: 0.733024 - 1s
Epoch 7852/50000
discriminator loss: 1.349403 - generator loss: 0.739085 - 1s
Epoch 7853/50000
discriminator loss: 1.354308 - generator loss: 0.743473 - 1s
Epoch 7854/50000
discriminator loss: 1.358694 - generator loss: 0.744038 - 1s
Epoch 7855/50000
discriminator loss: 1.352724 - generator loss: 0.750035 - 1s
Epoch 7856/50000
discriminator loss: 1.349123 - generator loss: 0.759248 - 1s
Epoch 7857/50000
discriminator loss: 1.355261 - generator loss: 0.740626 - 1s
Epoch 7858/50000
discriminator loss: 1.355785 - generator loss: 0.728265 - 1s
Epoch 7859/50000
discriminator loss: 1.341882 - generator loss: 0.741704 - 1s
Epoch 7860/50000
discriminator loss: 1.343601 - generator loss: 0.755374 - 1s
Epoch 7861/50000
discriminator loss: 1.363970 - generator loss: 0.738002 - 1s
Epoch 7862/50000
discriminator loss: 1.359562 - generator loss: 0.754880 - 1s
Epoch 7863/50000
discriminator loss: 1.341388 - generator loss: 0.756871 - 1s
Epoch 7864/50000
discriminator loss: 1.351318 - generator loss: 0.742889 - 1s
Epoch 7865/50000
discriminator loss: 1.359084 - generator loss: 0.726412 - 1s
Epoch 7866/50000
discriminator loss: 1.348465 - generator loss: 0.739400 - 1s
Epoch 7867/50000
discriminator loss: 1.344169 - generator loss: 0.752150 - 1s
Epoch 7868/50000
discriminator loss: 1.360888 - generator loss: 0.735499 - 1s
Epoch 7869/50000
discriminator loss: 1.358217 - generator loss: 0.748278 - 1s
Epoch 7870/50000
discriminator loss: 1.350475 - generator loss: 0.752608 - 1s
Epoch 7871/50000
discriminator loss: 1.349499 - generator loss: 0.752506 - 1s
Epoch 7872/50000
discriminator loss: 1.366907 - generator loss: 0.723019 - 1s
Epoch 7873/50000
discriminator loss: 1.356318 - generator loss: 0.735740 - 1s
Epoch 7874/50000
discriminator loss: 1.343892 - generator loss: 0.741776 - 1s
Epoch 7875/50000
discriminator loss: 1.361404 - generator loss: 0.744451 - 1s
Epoch 7876/50000
discriminator loss: 1.360605 - generator loss: 0.750239 - 1s
Epoch 7877/50000
discriminator loss: 1.353998 - generator loss: 0.750920 - 1s
Epoch 7878/50000
discriminator loss: 1.349566 - generator loss: 0.750448 - 1s
Epoch 7879/50000
discriminator loss: 1.356141 - generator loss: 0.731903 - 1s
Epoch 7880/50000
discriminator loss: 1.352540 - generator loss: 0.731246 - 1s
Epoch 7881/50000
discriminator loss: 1.348910 - generator loss: 0.746883 - 1s
Epoch 7882/50000
discriminator loss: 1.352408 - generator loss: 0.737242 - 1s
Epoch 7883/50000
discriminator loss: 1.365243 - generator loss: 0.744591 - 1s
Epoch 7884/50000
discriminator loss: 1.357337 - generator loss: 0.754497 - 1s
Epoch 7885/50000
discriminator loss: 1.342069 - generator loss: 0.755004 - 1s
Epoch 7886/50000
discriminator loss: 1.355814 - generator loss: 0.736911 - 1s
Epoch 7887/50000
discriminator loss: 1.356255 - generator loss: 0.733501 - 1s
Epoch 7888/50000
discriminator loss: 1.346044 - generator loss: 0.747702 - 1s
Epoch 7889/50000
discriminator loss: 1.354294 - generator loss: 0.742761 - 1s
Epoch 7890/50000
discriminator loss: 1.364785 - generator loss: 0.739441 - 1s
Epoch 7891/50000
discriminator loss: 1.355591 - generator loss: 0.750280 - 1s
Epoch 7892/50000
discriminator loss: 1.348426 - generator loss: 0.758627 - 1s
Epoch 7893/50000
discriminator loss: 1.354193 - generator loss: 0.744630 - 1s
Epoch 7894/50000
discriminator loss: 1.356632 - generator loss: 0.728773 - 1s
Epoch 7895/50000
discriminator loss: 1.362740 - generator loss: 0.742662 - 1s
Epoch 7896/50000
discriminator loss: 1.353150 - generator loss: 0.746767 - 1s
Epoch 7897/50000
discriminator loss: 1.349717 - generator loss: 0.748386 - 1s
Epoch 7898/50000
discriminator loss: 1.357740 - generator loss: 0.746171 - 1s
Epoch 7899/50000
discriminator loss: 1.353573 - generator loss: 0.756188 - 1s
Epoch 7900/50000
discriminator loss: 1.355693 - generator loss: 0.741505 - 1s
Epoch 7901/50000
discriminator loss: 1.355709 - generator loss: 0.736197 - 1s
Epoch 7902/50000
discriminator loss: 1.355100 - generator loss: 0.733600 - 1s
Epoch 7903/50000
discriminator loss: 1.338383 - generator loss: 0.752879 - 1s
Epoch 7904/50000
discriminator loss: 1.358707 - generator loss: 0.745552 - 1s
Epoch 7905/50000
discriminator loss: 1.360865 - generator loss: 0.738096 - 1s
Epoch 7906/50000
discriminator loss: 1.352202 - generator loss: 0.756013 - 1s
Epoch 7907/50000
discriminator loss: 1.350083 - generator loss: 0.752953 - 1s
Epoch 7908/50000
discriminator loss: 1.359341 - generator loss: 0.727855 - 1s
Epoch 7909/50000
discriminator loss: 1.356345 - generator loss: 0.729554 - 1s
Epoch 7910/50000
discriminator loss: 1.349686 - generator loss: 0.749951 - 1s
Epoch 7911/50000
discriminator loss: 1.358225 - generator loss: 0.742319 - 1s
Epoch 7912/50000
discriminator loss: 1.355855 - generator loss: 0.750537 - 1s
Epoch 7913/50000
discriminator loss: 1.350355 - generator loss: 0.751429 - 1s
Epoch 7914/50000
discriminator loss: 1.341539 - generator loss: 0.764232 - 1s
Epoch 7915/50000
discriminator loss: 1.373734 - generator loss: 0.727268 - 1s
Epoch 7916/50000
discriminator loss: 1.350318 - generator loss: 0.732212 - 1s
Epoch 7917/50000
discriminator loss: 1.348896 - generator loss: 0.747696 - 1s
Epoch 7918/50000
discriminator loss: 1.348508 - generator loss: 0.748167 - 1s
Epoch 7919/50000
discriminator loss: 1.368873 - generator loss: 0.740602 - 1s
Epoch 7920/50000
discriminator loss: 1.353237 - generator loss: 0.756822 - 1s
Epoch 7921/50000
discriminator loss: 1.348605 - generator loss: 0.760984 - 1s
Epoch 7922/50000
discriminator loss: 1.350463 - generator loss: 0.746633 - 1s
Epoch 7923/50000
discriminator loss: 1.359023 - generator loss: 0.733476 - 1s
Epoch 7924/50000
discriminator loss: 1.344204 - generator loss: 0.735181 - 1s
Epoch 7925/50000
discriminator loss: 1.340749 - generator loss: 0.756824 - 1s
Epoch 7926/50000
discriminator loss: 1.369517 - generator loss: 0.740041 - 1s
Epoch 7927/50000
discriminator loss: 1.345747 - generator loss: 0.764264 - 1s
Epoch 7928/50000
discriminator loss: 1.351126 - generator loss: 0.750720 - 1s
Epoch 7929/50000
discriminator loss: 1.343955 - generator loss: 0.752514 - 1s
Epoch 7930/50000
discriminator loss: 1.364727 - generator loss: 0.724972 - 1s
Epoch 7931/50000
discriminator loss: 1.353907 - generator loss: 0.736771 - 1s
Epoch 7932/50000
discriminator loss: 1.345595 - generator loss: 0.745556 - 1s
Epoch 7933/50000
discriminator loss: 1.355858 - generator loss: 0.748041 - 1s
Epoch 7934/50000
discriminator loss: 1.349226 - generator loss: 0.754402 - 1s
Epoch 7935/50000
discriminator loss: 1.355332 - generator loss: 0.755871 - 1s
Epoch 7936/50000
discriminator loss: 1.342506 - generator loss: 0.755958 - 1s
Epoch 7937/50000
discriminator loss: 1.351748 - generator loss: 0.735122 - 1s
Epoch 7938/50000
discriminator loss: 1.350186 - generator loss: 0.741062 - 1s
Epoch 7939/50000
discriminator loss: 1.345601 - generator loss: 0.736505 - 1s
Epoch 7940/50000
discriminator loss: 1.354182 - generator loss: 0.747824 - 1s
Epoch 7941/50000
discriminator loss: 1.358257 - generator loss: 0.749228 - 1s
Epoch 7942/50000
discriminator loss: 1.353426 - generator loss: 0.752669 - 1s
Epoch 7943/50000
discriminator loss: 1.344251 - generator loss: 0.757033 - 1s
Epoch 7944/50000
discriminator loss: 1.354700 - generator loss: 0.738313 - 1s
Epoch 7945/50000
discriminator loss: 1.356721 - generator loss: 0.738394 - 1s
Epoch 7946/50000
discriminator loss: 1.352352 - generator loss: 0.734033 - 1s
Epoch 7947/50000
discriminator loss: 1.350066 - generator loss: 0.745512 - 1s
Epoch 7948/50000
discriminator loss: 1.358925 - generator loss: 0.745840 - 1s
Epoch 7949/50000
discriminator loss: 1.355326 - generator loss: 0.754188 - 1s
Epoch 7950/50000
discriminator loss: 1.357543 - generator loss: 0.745896 - 1s
Epoch 7951/50000
discriminator loss: 1.357005 - generator loss: 0.741717 - 1s
Epoch 7952/50000
discriminator loss: 1.358091 - generator loss: 0.731230 - 1s
Epoch 7953/50000
discriminator loss: 1.358601 - generator loss: 0.728688 - 1s
Epoch 7954/50000
discriminator loss: 1.354628 - generator loss: 0.743081 - 1s
Epoch 7955/50000
discriminator loss: 1.356019 - generator loss: 0.746349 - 1s
Epoch 7956/50000
discriminator loss: 1.357706 - generator loss: 0.737917 - 1s
Epoch 7957/50000
discriminator loss: 1.352425 - generator loss: 0.755203 - 1s
Epoch 7958/50000
discriminator loss: 1.354533 - generator loss: 0.746220 - 1s
Epoch 7959/50000
discriminator loss: 1.354704 - generator loss: 0.741299 - 1s
Epoch 7960/50000
discriminator loss: 1.368001 - generator loss: 0.725109 - 1s
Epoch 7961/50000
discriminator loss: 1.359757 - generator loss: 0.734030 - 1s
Epoch 7962/50000
discriminator loss: 1.355085 - generator loss: 0.741436 - 1s
Epoch 7963/50000
discriminator loss: 1.360163 - generator loss: 0.747102 - 1s
Epoch 7964/50000
discriminator loss: 1.364387 - generator loss: 0.746555 - 1s
Epoch 7965/50000
discriminator loss: 1.356874 - generator loss: 0.741941 - 1s
Epoch 7966/50000
discriminator loss: 1.357353 - generator loss: 0.739044 - 1s
Epoch 7967/50000
discriminator loss: 1.361539 - generator loss: 0.736714 - 1s
Epoch 7968/50000
discriminator loss: 1.355407 - generator loss: 0.731632 - 1s
Epoch 7969/50000
discriminator loss: 1.346087 - generator loss: 0.751787 - 1s
Epoch 7970/50000
discriminator loss: 1.347333 - generator loss: 0.751868 - 1s
Epoch 7971/50000
discriminator loss: 1.358486 - generator loss: 0.743526 - 1s
Epoch 7972/50000
discriminator loss: 1.350418 - generator loss: 0.756137 - 1s
Epoch 7973/50000
discriminator loss: 1.345178 - generator loss: 0.749937 - 1s
Epoch 7974/50000
discriminator loss: 1.349759 - generator loss: 0.734227 - 1s
Epoch 7975/50000
discriminator loss: 1.352991 - generator loss: 0.733098 - 1s
Epoch 7976/50000
discriminator loss: 1.352708 - generator loss: 0.745149 - 1s
Epoch 7977/50000
discriminator loss: 1.355552 - generator loss: 0.745617 - 1s
Epoch 7978/50000
discriminator loss: 1.357446 - generator loss: 0.748824 - 1s
Epoch 7979/50000
discriminator loss: 1.347696 - generator loss: 0.749702 - 1s
Epoch 7980/50000
discriminator loss: 1.356146 - generator loss: 0.738763 - 1s
Epoch 7981/50000
discriminator loss: 1.360713 - generator loss: 0.735804 - 1s
Epoch 7982/50000
discriminator loss: 1.350778 - generator loss: 0.738194 - 1s
Epoch 7983/50000
discriminator loss: 1.354956 - generator loss: 0.742492 - 1s
Epoch 7984/50000
discriminator loss: 1.361638 - generator loss: 0.738662 - 1s
Epoch 7985/50000
discriminator loss: 1.353497 - generator loss: 0.753819 - 1s
Epoch 7986/50000
discriminator loss: 1.343297 - generator loss: 0.759407 - 1s
Epoch 7987/50000
discriminator loss: 1.357218 - generator loss: 0.739598 - 1s
Epoch 7988/50000
discriminator loss: 1.362035 - generator loss: 0.729457 - 1s
Epoch 7989/50000
discriminator loss: 1.355963 - generator loss: 0.731838 - 1s
Epoch 7990/50000
discriminator loss: 1.350886 - generator loss: 0.744143 - 1s
Epoch 7991/50000
discriminator loss: 1.364377 - generator loss: 0.735922 - 1s
Epoch 7992/50000
discriminator loss: 1.362557 - generator loss: 0.748417 - 1s
Epoch 7993/50000
discriminator loss: 1.352132 - generator loss: 0.752453 - 1s
Epoch 7994/50000
discriminator loss: 1.343539 - generator loss: 0.747746 - 1s
Epoch 7995/50000
discriminator loss: 1.357128 - generator loss: 0.737166 - 1s
Epoch 7996/50000
discriminator loss: 1.351991 - generator loss: 0.732272 - 1s
Epoch 7997/50000
discriminator loss: 1.358018 - generator loss: 0.743462 - 1s
Epoch 7998/50000
discriminator loss: 1.354183 - generator loss: 0.739726 - 1s
Epoch 7999/50000
discriminator loss: 1.360308 - generator loss: 0.744666 - 1s
Epoch 8000/50000
discriminator loss: 1.353913 - generator loss: 0.756399 - 1s
Epoch 8001/50000
discriminator loss: 1.341628 - generator loss: 0.760472 - 1s

Loss: 

Epoch 8002/50000
discriminator loss: 1.361305 - generator loss: 0.729865 - 1s
Epoch 8003/50000
discriminator loss: 1.354217 - generator loss: 0.731881 - 1s
Epoch 8004/50000
discriminator loss: 1.349954 - generator loss: 0.745784 - 1s
Epoch 8005/50000
discriminator loss: 1.356423 - generator loss: 0.746770 - 1s
Epoch 8006/50000
discriminator loss: 1.360252 - generator loss: 0.740358 - 1s
Epoch 8007/50000
discriminator loss: 1.353544 - generator loss: 0.753870 - 1s
Epoch 8008/50000
discriminator loss: 1.341336 - generator loss: 0.754569 - 1s
Epoch 8009/50000
discriminator loss: 1.364568 - generator loss: 0.736408 - 1s
Epoch 8010/50000
discriminator loss: 1.354573 - generator loss: 0.731453 - 1s
Epoch 8011/50000
discriminator loss: 1.348807 - generator loss: 0.736408 - 1s
Epoch 8012/50000
discriminator loss: 1.354019 - generator loss: 0.749041 - 1s
Epoch 8013/50000
discriminator loss: 1.349886 - generator loss: 0.754723 - 1s
Epoch 8014/50000
discriminator loss: 1.350578 - generator loss: 0.746871 - 1s
Epoch 8015/50000
discriminator loss: 1.342089 - generator loss: 0.754369 - 1s
Epoch 8016/50000
discriminator loss: 1.356386 - generator loss: 0.736279 - 1s
Epoch 8017/50000
discriminator loss: 1.363492 - generator loss: 0.730837 - 1s
Epoch 8018/50000
discriminator loss: 1.340185 - generator loss: 0.746099 - 1s
Epoch 8019/50000
discriminator loss: 1.350164 - generator loss: 0.746279 - 1s
Epoch 8020/50000
discriminator loss: 1.364684 - generator loss: 0.742321 - 1s
Epoch 8021/50000
discriminator loss: 1.353724 - generator loss: 0.751601 - 1s
Epoch 8022/50000
discriminator loss: 1.351053 - generator loss: 0.753295 - 1s
Epoch 8023/50000
discriminator loss: 1.355540 - generator loss: 0.739176 - 1s
Epoch 8024/50000
discriminator loss: 1.358554 - generator loss: 0.734959 - 1s
Epoch 8025/50000
discriminator loss: 1.348627 - generator loss: 0.736694 - 1s
Epoch 8026/50000
discriminator loss: 1.348867 - generator loss: 0.748074 - 1s
Epoch 8027/50000
discriminator loss: 1.357098 - generator loss: 0.744321 - 1s
Epoch 8028/50000
discriminator loss: 1.362478 - generator loss: 0.751072 - 1s
Epoch 8029/50000
discriminator loss: 1.354985 - generator loss: 0.750187 - 1s
Epoch 8030/50000
discriminator loss: 1.354288 - generator loss: 0.746499 - 1s
Epoch 8031/50000
discriminator loss: 1.355611 - generator loss: 0.729605 - 1s
Epoch 8032/50000
discriminator loss: 1.351959 - generator loss: 0.738892 - 1s
Epoch 8033/50000
discriminator loss: 1.345228 - generator loss: 0.747655 - 1s
Epoch 8034/50000
discriminator loss: 1.368859 - generator loss: 0.735751 - 1s
Epoch 8035/50000
discriminator loss: 1.357576 - generator loss: 0.753508 - 1s
Epoch 8036/50000
discriminator loss: 1.351855 - generator loss: 0.757818 - 1s
Epoch 8037/50000
discriminator loss: 1.351383 - generator loss: 0.739476 - 1s
Epoch 8038/50000
discriminator loss: 1.365407 - generator loss: 0.725654 - 1s
Epoch 8039/50000
discriminator loss: 1.356273 - generator loss: 0.735573 - 1s
Epoch 8040/50000
discriminator loss: 1.350302 - generator loss: 0.739156 - 1s
Epoch 8041/50000
discriminator loss: 1.362293 - generator loss: 0.747116 - 1s
Epoch 8042/50000
discriminator loss: 1.360286 - generator loss: 0.749113 - 1s
Epoch 8043/50000
discriminator loss: 1.347620 - generator loss: 0.757015 - 1s
Epoch 8044/50000
discriminator loss: 1.359170 - generator loss: 0.737082 - 1s
Epoch 8045/50000
discriminator loss: 1.358382 - generator loss: 0.733100 - 1s
Epoch 8046/50000
discriminator loss: 1.360028 - generator loss: 0.728310 - 1s
Epoch 8047/50000
discriminator loss: 1.347581 - generator loss: 0.749249 - 1s
Epoch 8048/50000
discriminator loss: 1.351638 - generator loss: 0.743433 - 1s
Epoch 8049/50000
discriminator loss: 1.358426 - generator loss: 0.747951 - 1s
Epoch 8050/50000
discriminator loss: 1.359775 - generator loss: 0.754830 - 1s
Epoch 8051/50000
discriminator loss: 1.345289 - generator loss: 0.748358 - 1s
Epoch 8052/50000
discriminator loss: 1.358220 - generator loss: 0.732568 - 1s
Epoch 8053/50000
discriminator loss: 1.363602 - generator loss: 0.735549 - 1s
Epoch 8054/50000
discriminator loss: 1.346387 - generator loss: 0.737950 - 1s
Epoch 8055/50000
discriminator loss: 1.352052 - generator loss: 0.746881 - 1s
Epoch 8056/50000
discriminator loss: 1.359073 - generator loss: 0.747203 - 1s
Epoch 8057/50000
discriminator loss: 1.348502 - generator loss: 0.753351 - 1s
Epoch 8058/50000
discriminator loss: 1.351648 - generator loss: 0.747913 - 1s
Epoch 8059/50000
discriminator loss: 1.357402 - generator loss: 0.740893 - 1s
Epoch 8060/50000
discriminator loss: 1.360699 - generator loss: 0.725756 - 1s
Epoch 8061/50000
discriminator loss: 1.352629 - generator loss: 0.738673 - 1s
Epoch 8062/50000
discriminator loss: 1.348520 - generator loss: 0.751090 - 1s
Epoch 8063/50000
discriminator loss: 1.359770 - generator loss: 0.739829 - 1s
Epoch 8064/50000
discriminator loss: 1.349925 - generator loss: 0.747345 - 1s
Epoch 8065/50000
discriminator loss: 1.340286 - generator loss: 0.766994 - 1s
Epoch 8066/50000
discriminator loss: 1.349834 - generator loss: 0.750773 - 1s
Epoch 8067/50000
discriminator loss: 1.365580 - generator loss: 0.721317 - 1s
Epoch 8068/50000
discriminator loss: 1.350837 - generator loss: 0.733038 - 1s
Epoch 8069/50000
discriminator loss: 1.355681 - generator loss: 0.743363 - 1s
Epoch 8070/50000
discriminator loss: 1.358455 - generator loss: 0.740520 - 1s
Epoch 8071/50000
discriminator loss: 1.354868 - generator loss: 0.745637 - 1s
Epoch 8072/50000
discriminator loss: 1.355859 - generator loss: 0.753873 - 1s
Epoch 8073/50000
discriminator loss: 1.354089 - generator loss: 0.743583 - 1s
Epoch 8074/50000
discriminator loss: 1.356352 - generator loss: 0.732324 - 1s
Epoch 8075/50000
discriminator loss: 1.357530 - generator loss: 0.738397 - 1s
Epoch 8076/50000
discriminator loss: 1.355524 - generator loss: 0.727891 - 1s
Epoch 8077/50000
discriminator loss: 1.355326 - generator loss: 0.749939 - 1s
Epoch 8078/50000
discriminator loss: 1.355840 - generator loss: 0.743028 - 1s
Epoch 8079/50000
discriminator loss: 1.345329 - generator loss: 0.755518 - 1s
Epoch 8080/50000
discriminator loss: 1.358281 - generator loss: 0.743687 - 1s
Epoch 8081/50000
discriminator loss: 1.355560 - generator loss: 0.736892 - 1s
Epoch 8082/50000
discriminator loss: 1.360358 - generator loss: 0.737445 - 1s
Epoch 8083/50000
discriminator loss: 1.349495 - generator loss: 0.742335 - 1s
Epoch 8084/50000
discriminator loss: 1.360203 - generator loss: 0.734725 - 1s
Epoch 8085/50000
discriminator loss: 1.355047 - generator loss: 0.749301 - 1s
Epoch 8086/50000
discriminator loss: 1.352131 - generator loss: 0.748091 - 1s
Epoch 8087/50000
discriminator loss: 1.360641 - generator loss: 0.751390 - 1s
Epoch 8088/50000
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Epoch 8089/50000
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Epoch 8090/50000
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Epoch 8091/50000
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Epoch 8092/50000
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Epoch 8093/50000
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Epoch 8094/50000
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Epoch 8095/50000
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Epoch 8096/50000
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Epoch 8097/50000
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Epoch 8098/50000
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Epoch 8099/50000
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Epoch 8100/50000
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Epoch 8101/50000
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Epoch 8102/50000
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Epoch 8103/50000
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Epoch 8104/50000
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Epoch 8105/50000
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Epoch 8106/50000
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Epoch 8107/50000
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Epoch 8108/50000
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Epoch 8109/50000
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Epoch 8110/50000
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Epoch 8111/50000
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Epoch 8112/50000
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Epoch 8113/50000
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Epoch 8114/50000
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Epoch 8115/50000
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Epoch 8116/50000
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Epoch 8117/50000
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Epoch 8118/50000
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Epoch 8119/50000
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Epoch 8120/50000
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Epoch 8121/50000
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Epoch 8122/50000
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Epoch 8123/50000
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Epoch 8124/50000
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Epoch 8125/50000
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Epoch 8126/50000
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Epoch 8127/50000
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Epoch 8128/50000
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Epoch 8129/50000
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Epoch 8130/50000
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Epoch 8131/50000
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Epoch 8132/50000
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Epoch 8133/50000
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Epoch 8134/50000
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Epoch 8135/50000
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Epoch 8136/50000
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Epoch 8137/50000
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Epoch 8138/50000
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Epoch 8139/50000
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Epoch 8140/50000
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Epoch 8141/50000
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Epoch 8142/50000
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Epoch 8143/50000
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Epoch 8144/50000
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Epoch 8145/50000
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Epoch 8146/50000
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Epoch 8147/50000
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Epoch 8148/50000
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Epoch 8149/50000
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Epoch 8150/50000
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Epoch 8151/50000
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Epoch 8152/50000
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Epoch 8153/50000
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Epoch 8154/50000
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Epoch 8155/50000
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Epoch 8156/50000
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Epoch 8157/50000
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Epoch 8158/50000
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Epoch 8159/50000
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Epoch 8160/50000
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Epoch 8161/50000
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Epoch 8162/50000
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Epoch 8163/50000
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Epoch 8164/50000
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Epoch 8165/50000
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Epoch 8166/50000
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Epoch 8167/50000
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Epoch 8168/50000
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Epoch 8169/50000
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Epoch 8170/50000
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Epoch 8171/50000
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Epoch 8172/50000
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Epoch 8173/50000
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Epoch 8174/50000
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Epoch 8175/50000
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Epoch 8176/50000
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Epoch 8177/50000
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Epoch 8178/50000
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Epoch 8179/50000
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Epoch 8180/50000
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Epoch 8181/50000
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Epoch 8182/50000
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Epoch 8183/50000
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Epoch 8184/50000
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Epoch 8185/50000
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Epoch 8186/50000
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Epoch 8187/50000
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Epoch 8188/50000
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Epoch 8189/50000
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Epoch 8190/50000
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Epoch 8191/50000
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Epoch 8192/50000
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Epoch 8193/50000
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Epoch 8194/50000
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Epoch 8195/50000
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Epoch 8196/50000
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Epoch 8197/50000
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Epoch 8198/50000
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Epoch 8199/50000
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Epoch 8200/50000
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Epoch 8201/50000
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Epoch 8202/50000
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Epoch 8203/50000
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Epoch 8204/50000
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Epoch 8205/50000
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Epoch 8206/50000
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Epoch 8207/50000
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Epoch 8208/50000
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Epoch 8209/50000
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Epoch 8210/50000
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Epoch 8211/50000
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Epoch 8212/50000
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Epoch 8213/50000
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Epoch 8214/50000
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Epoch 8215/50000
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Epoch 8216/50000
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Epoch 8217/50000
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Epoch 8218/50000
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Epoch 8219/50000
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Epoch 8220/50000
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Epoch 8221/50000
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Epoch 8222/50000
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Epoch 8223/50000
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Epoch 8224/50000
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Epoch 8225/50000
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Epoch 8226/50000
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Epoch 8227/50000
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Epoch 8228/50000
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Epoch 8229/50000
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Epoch 8230/50000
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Epoch 8231/50000
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Epoch 8232/50000
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Epoch 8233/50000
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Epoch 8234/50000
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Epoch 8235/50000
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Epoch 8236/50000
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Epoch 8237/50000
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Epoch 8238/50000
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Epoch 8239/50000
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Epoch 8240/50000
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Epoch 8241/50000
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Epoch 8242/50000
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Epoch 8243/50000
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Epoch 8244/50000
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Epoch 8245/50000
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Epoch 8246/50000
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Epoch 8247/50000
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Epoch 8248/50000
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Epoch 8249/50000
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Epoch 8250/50000
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Epoch 8251/50000
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Epoch 8252/50000
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Epoch 8253/50000
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Epoch 8254/50000
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Epoch 8255/50000
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Epoch 8256/50000
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Epoch 8257/50000
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Epoch 8258/50000
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Epoch 8259/50000
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Epoch 8260/50000
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Epoch 8261/50000
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Epoch 8262/50000
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Epoch 8263/50000
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Epoch 8264/50000
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Epoch 8265/50000
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Epoch 8266/50000
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Epoch 8267/50000
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Epoch 8268/50000
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Epoch 8269/50000
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Epoch 8270/50000
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Epoch 8271/50000
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Epoch 8272/50000
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Epoch 8273/50000
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Epoch 8274/50000
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Epoch 8275/50000
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Epoch 8276/50000
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Epoch 8277/50000
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Epoch 8278/50000
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Epoch 8279/50000
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Epoch 8280/50000
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Epoch 8281/50000
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Epoch 8282/50000
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Epoch 8283/50000
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Epoch 8284/50000
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Epoch 8285/50000
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Epoch 8286/50000
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Epoch 8287/50000
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Epoch 8288/50000
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Epoch 8289/50000
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Epoch 8290/50000
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Epoch 8291/50000
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Epoch 8292/50000
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Epoch 8293/50000
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Epoch 8294/50000
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Epoch 8295/50000
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Epoch 8296/50000
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Epoch 8297/50000
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Epoch 8298/50000
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Epoch 8299/50000
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Epoch 8300/50000
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Epoch 8301/50000
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Epoch 8302/50000
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Epoch 8303/50000
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Epoch 8304/50000
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Epoch 8305/50000
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Epoch 8306/50000
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Epoch 8307/50000
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Epoch 8308/50000
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Epoch 8309/50000
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Epoch 8310/50000
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Epoch 8311/50000
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Epoch 8312/50000
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Epoch 8313/50000
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Epoch 8314/50000
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Epoch 8315/50000
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Epoch 8316/50000
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Epoch 8317/50000
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Epoch 8318/50000
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Epoch 8319/50000
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Epoch 8320/50000
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Epoch 8321/50000
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Epoch 8322/50000
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Epoch 8323/50000
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Epoch 8324/50000
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Epoch 8325/50000
discriminator loss: 1.349084 - generator loss: 0.752994 - 1s
Epoch 8326/50000
discriminator loss: 1.350761 - generator loss: 0.745231 - 1s
Epoch 8327/50000
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Epoch 8328/50000
discriminator loss: 1.351182 - generator loss: 0.738659 - 1s
Epoch 8329/50000
discriminator loss: 1.349449 - generator loss: 0.743375 - 1s
Epoch 8330/50000
discriminator loss: 1.359198 - generator loss: 0.750869 - 1s
Epoch 8331/50000
discriminator loss: 1.358819 - generator loss: 0.740139 - 1s
Epoch 8332/50000
discriminator loss: 1.345310 - generator loss: 0.767074 - 1s
Epoch 8333/50000
discriminator loss: 1.344759 - generator loss: 0.747631 - 1s
Epoch 8334/50000
discriminator loss: 1.358117 - generator loss: 0.737765 - 1s
Epoch 8335/50000
discriminator loss: 1.357732 - generator loss: 0.728211 - 1s
Epoch 8336/50000
discriminator loss: 1.338159 - generator loss: 0.748846 - 1s
Epoch 8337/50000
discriminator loss: 1.359881 - generator loss: 0.745337 - 1s
Epoch 8338/50000
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Epoch 8339/50000
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Epoch 8340/50000
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Epoch 8341/50000
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Epoch 8342/50000
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Epoch 8343/50000
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Epoch 8344/50000
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Epoch 8345/50000
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Epoch 8346/50000
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Epoch 8347/50000
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Epoch 8348/50000
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Epoch 8349/50000
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Epoch 8350/50000
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Epoch 8351/50000
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Epoch 8352/50000
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Epoch 8353/50000
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Epoch 8354/50000
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Epoch 8355/50000
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Epoch 8356/50000
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Epoch 8357/50000
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Epoch 8358/50000
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Epoch 8359/50000
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Epoch 8360/50000
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Epoch 8361/50000
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Epoch 8362/50000
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Epoch 8363/50000
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Epoch 8364/50000
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Epoch 8365/50000
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Epoch 8366/50000
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Epoch 8367/50000
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Epoch 8368/50000
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Epoch 8369/50000
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Epoch 8370/50000
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Epoch 8371/50000
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Epoch 8372/50000
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Epoch 8373/50000
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Epoch 8374/50000
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Epoch 8375/50000
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Epoch 8376/50000
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Epoch 8377/50000
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Epoch 8378/50000
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Epoch 8379/50000
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Epoch 8380/50000
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Epoch 8381/50000
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Epoch 8382/50000
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Epoch 8383/50000
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Epoch 8384/50000
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Epoch 8385/50000
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Epoch 8386/50000
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Epoch 8387/50000
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Epoch 8388/50000
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Epoch 8389/50000
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Epoch 8390/50000
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Epoch 8391/50000
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Epoch 8392/50000
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Epoch 8393/50000
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Epoch 8394/50000
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Epoch 8395/50000
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Epoch 8396/50000
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Epoch 8397/50000
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Epoch 8398/50000
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Epoch 8399/50000
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Epoch 8400/50000
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Epoch 8401/50000
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Epoch 8402/50000
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Epoch 8403/50000
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Epoch 8404/50000
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Epoch 8405/50000
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Epoch 8406/50000
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Epoch 8407/50000
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Epoch 8408/50000
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Epoch 8409/50000
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Epoch 8410/50000
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Epoch 8411/50000
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Epoch 8412/50000
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Epoch 8413/50000
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Epoch 8414/50000
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Epoch 8415/50000
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Epoch 8416/50000
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Epoch 8417/50000
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Epoch 8418/50000
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Epoch 8419/50000
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Epoch 8420/50000
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Epoch 8421/50000
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Epoch 8422/50000
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Epoch 8423/50000
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Epoch 8424/50000
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Epoch 8425/50000
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Epoch 8426/50000
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Epoch 8427/50000
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Epoch 8428/50000
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Epoch 8429/50000
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Epoch 8430/50000
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Epoch 8431/50000
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Epoch 8432/50000
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Epoch 8433/50000
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Epoch 8434/50000
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Epoch 8435/50000
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Epoch 8436/50000
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Epoch 8437/50000
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Epoch 8438/50000
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Epoch 8439/50000
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Epoch 8440/50000
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Epoch 8441/50000
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Epoch 8442/50000
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Epoch 8443/50000
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Epoch 8444/50000
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Epoch 8445/50000
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Epoch 8446/50000
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Epoch 8447/50000
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Epoch 8448/50000
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Epoch 8449/50000
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Epoch 8450/50000
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Epoch 8451/50000
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Epoch 8452/50000
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Epoch 8453/50000
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Epoch 8454/50000
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Epoch 8455/50000
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Epoch 8456/50000
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Epoch 8457/50000
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Epoch 8458/50000
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Epoch 8459/50000
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Epoch 8460/50000
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Epoch 8461/50000
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Epoch 8462/50000
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Epoch 8463/50000
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Epoch 8464/50000
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Epoch 8465/50000
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Epoch 8466/50000
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Epoch 8467/50000
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Epoch 8468/50000
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Epoch 8469/50000
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Epoch 8470/50000
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Epoch 8471/50000
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Epoch 8472/50000
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Epoch 8473/50000
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Epoch 8474/50000
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Epoch 8475/50000
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Epoch 8476/50000
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Epoch 8477/50000
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Epoch 8478/50000
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Epoch 8479/50000
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Epoch 8480/50000
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Epoch 8481/50000
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Epoch 8482/50000
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Epoch 8483/50000
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Epoch 8484/50000
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Epoch 8485/50000
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Epoch 8486/50000
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Epoch 8487/50000
discriminator loss: 1.350020 - generator loss: 0.743185 - 1s
Epoch 8488/50000
discriminator loss: 1.358703 - generator loss: 0.731190 - 1s
Epoch 8489/50000
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Epoch 8490/50000
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Epoch 8491/50000
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Epoch 8492/50000
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Epoch 8493/50000
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Epoch 8494/50000
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Epoch 8495/50000
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Epoch 8496/50000
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Epoch 8497/50000
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Epoch 8498/50000
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Epoch 8499/50000
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Epoch 8500/50000
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Epoch 8501/50000
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Epoch 8502/50000
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Epoch 8503/50000
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Epoch 8504/50000
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Epoch 8505/50000
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Epoch 8506/50000
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Epoch 8507/50000
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Epoch 8508/50000
discriminator loss: 1.354001 - generator loss: 0.749382 - 1s
Epoch 8509/50000
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Epoch 8510/50000
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Epoch 8511/50000
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Epoch 8512/50000
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Epoch 8513/50000
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Epoch 8514/50000
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Epoch 8515/50000
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Epoch 8516/50000
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Epoch 8517/50000
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Epoch 8518/50000
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Epoch 8519/50000
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Epoch 8520/50000
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Epoch 8521/50000
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Epoch 8522/50000
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Epoch 8523/50000
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Epoch 8524/50000
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Epoch 8525/50000
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Epoch 8526/50000
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Epoch 8527/50000
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Epoch 8528/50000
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Epoch 8529/50000
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Epoch 8530/50000
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Epoch 8531/50000
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Epoch 8532/50000
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Epoch 8533/50000
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Epoch 8534/50000
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Epoch 8535/50000
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Epoch 8536/50000
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Epoch 8537/50000
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Epoch 8538/50000
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Epoch 8539/50000
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Epoch 8540/50000
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Epoch 8541/50000
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Epoch 8542/50000
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Epoch 8543/50000
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Epoch 8544/50000
discriminator loss: 1.352039 - generator loss: 0.747231 - 1s
Epoch 8545/50000
discriminator loss: 1.360122 - generator loss: 0.732017 - 1s
Epoch 8546/50000
discriminator loss: 1.358505 - generator loss: 0.726208 - 1s
Epoch 8547/50000
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Epoch 8548/50000
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Epoch 8549/50000
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Epoch 8550/50000
discriminator loss: 1.355523 - generator loss: 0.759173 - 1s
Epoch 8551/50000
discriminator loss: 1.350098 - generator loss: 0.755196 - 1s
Epoch 8552/50000
discriminator loss: 1.357341 - generator loss: 0.739115 - 1s
Epoch 8553/50000
discriminator loss: 1.368800 - generator loss: 0.717024 - 1s
Epoch 8554/50000
discriminator loss: 1.353966 - generator loss: 0.735035 - 1s
Epoch 8555/50000
discriminator loss: 1.344979 - generator loss: 0.749908 - 1s
Epoch 8556/50000
discriminator loss: 1.366801 - generator loss: 0.738253 - 1s
Epoch 8557/50000
discriminator loss: 1.359007 - generator loss: 0.749418 - 1s
Epoch 8558/50000
discriminator loss: 1.346962 - generator loss: 0.759460 - 1s
Epoch 8559/50000
discriminator loss: 1.358183 - generator loss: 0.745096 - 1s
Epoch 8560/50000
discriminator loss: 1.361604 - generator loss: 0.730131 - 1s
Epoch 8561/50000
discriminator loss: 1.357403 - generator loss: 0.729990 - 1s
Epoch 8562/50000
discriminator loss: 1.351502 - generator loss: 0.743514 - 1s
Epoch 8563/50000
discriminator loss: 1.349418 - generator loss: 0.741124 - 1s
Epoch 8564/50000
discriminator loss: 1.369933 - generator loss: 0.739184 - 1s
Epoch 8565/50000
discriminator loss: 1.356299 - generator loss: 0.755036 - 1s
Epoch 8566/50000
discriminator loss: 1.346851 - generator loss: 0.769158 - 1s
Epoch 8567/50000
discriminator loss: 1.357208 - generator loss: 0.734486 - 1s
Epoch 8568/50000
discriminator loss: 1.357517 - generator loss: 0.725084 - 1s
Epoch 8569/50000
discriminator loss: 1.353184 - generator loss: 0.735562 - 1s
Epoch 8570/50000
discriminator loss: 1.350841 - generator loss: 0.740113 - 1s
Epoch 8571/50000
discriminator loss: 1.363825 - generator loss: 0.745860 - 1s
Epoch 8572/50000
discriminator loss: 1.362870 - generator loss: 0.744257 - 1s
Epoch 8573/50000
discriminator loss: 1.342231 - generator loss: 0.758384 - 1s
Epoch 8574/50000
discriminator loss: 1.357865 - generator loss: 0.741235 - 1s
Epoch 8575/50000
discriminator loss: 1.359329 - generator loss: 0.736159 - 1s
Epoch 8576/50000
discriminator loss: 1.354685 - generator loss: 0.734022 - 1s
Epoch 8577/50000
discriminator loss: 1.351081 - generator loss: 0.740092 - 1s
Epoch 8578/50000
discriminator loss: 1.350922 - generator loss: 0.747132 - 1s
Epoch 8579/50000
discriminator loss: 1.359539 - generator loss: 0.744056 - 1s
Epoch 8580/50000
discriminator loss: 1.347342 - generator loss: 0.759192 - 1s
Epoch 8581/50000
discriminator loss: 1.353727 - generator loss: 0.747484 - 1s
Epoch 8582/50000
discriminator loss: 1.351988 - generator loss: 0.739241 - 1s
Epoch 8583/50000
discriminator loss: 1.364561 - generator loss: 0.734694 - 1s
Epoch 8584/50000
discriminator loss: 1.349715 - generator loss: 0.743594 - 1s
Epoch 8585/50000
discriminator loss: 1.356020 - generator loss: 0.738351 - 1s
Epoch 8586/50000
discriminator loss: 1.360784 - generator loss: 0.740624 - 1s
Epoch 8587/50000
discriminator loss: 1.355906 - generator loss: 0.754469 - 1s
Epoch 8588/50000
discriminator loss: 1.359365 - generator loss: 0.743810 - 1s
Epoch 8589/50000
discriminator loss: 1.348151 - generator loss: 0.750086 - 1s
Epoch 8590/50000
discriminator loss: 1.364343 - generator loss: 0.730875 - 1s
Epoch 8591/50000
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Epoch 8592/50000
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Epoch 8593/50000
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Epoch 8594/50000
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Epoch 8595/50000
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Epoch 8596/50000
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Epoch 8597/50000
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Epoch 8598/50000
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Epoch 8599/50000
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Epoch 8600/50000
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Epoch 8601/50000
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Epoch 8602/50000
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Epoch 8603/50000
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Epoch 8604/50000
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Epoch 8605/50000
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Epoch 8606/50000
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Epoch 8607/50000
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Epoch 8608/50000
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Epoch 8609/50000
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Epoch 8610/50000
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Epoch 8611/50000
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Epoch 8612/50000
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Epoch 8613/50000
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Epoch 8614/50000
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Epoch 8615/50000
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Epoch 8616/50000
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Epoch 8617/50000
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Epoch 8618/50000
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Epoch 8619/50000
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Epoch 8620/50000
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Epoch 8621/50000
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Epoch 8622/50000
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Epoch 8623/50000
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Epoch 8624/50000
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Epoch 8625/50000
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Epoch 8626/50000
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Epoch 8627/50000
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Epoch 8628/50000
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Epoch 8629/50000
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Epoch 8630/50000
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Epoch 8631/50000
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Epoch 8632/50000
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Epoch 8633/50000
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Epoch 8634/50000
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Epoch 8635/50000
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Epoch 8636/50000
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Epoch 8637/50000
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Epoch 8638/50000
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Epoch 8639/50000
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Epoch 8640/50000
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Epoch 8641/50000
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Epoch 8642/50000
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Epoch 8643/50000
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Epoch 8644/50000
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Epoch 8645/50000
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Epoch 8646/50000
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Epoch 8647/50000
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Epoch 8648/50000
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Epoch 8649/50000
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Epoch 8650/50000
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Epoch 8651/50000
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Epoch 8652/50000
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Epoch 8653/50000
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Epoch 8654/50000
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Epoch 8655/50000
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Epoch 8656/50000
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Epoch 8657/50000
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Epoch 8658/50000
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Epoch 8659/50000
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Epoch 8660/50000
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Epoch 8661/50000
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Epoch 8662/50000
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Epoch 8663/50000
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Epoch 8664/50000
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Epoch 8665/50000
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Epoch 8666/50000
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Epoch 8667/50000
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Epoch 8668/50000
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Epoch 8669/50000
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Epoch 8670/50000
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Epoch 8671/50000
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Epoch 8672/50000
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Epoch 8673/50000
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Epoch 8674/50000
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Epoch 8675/50000
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Epoch 8676/50000
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Epoch 8677/50000
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Epoch 8678/50000
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Epoch 8679/50000
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Epoch 8680/50000
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Epoch 8681/50000
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Epoch 8682/50000
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Epoch 8683/50000
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Epoch 8684/50000
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Epoch 8685/50000
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Epoch 8686/50000
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Epoch 8687/50000
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Epoch 8688/50000
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Epoch 8689/50000
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Epoch 8690/50000
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Epoch 8691/50000
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Epoch 8692/50000
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Epoch 8693/50000
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Epoch 8694/50000
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Epoch 8695/50000
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Epoch 8696/50000
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Epoch 8697/50000
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Epoch 8698/50000
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Epoch 8699/50000
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Epoch 8700/50000
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Epoch 8701/50000
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Epoch 8702/50000
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Epoch 8703/50000
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Epoch 8704/50000
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Epoch 8705/50000
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Epoch 8706/50000
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Epoch 8707/50000
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Epoch 8708/50000
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Epoch 8709/50000
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Epoch 8710/50000
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Epoch 8711/50000
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Epoch 8712/50000
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Epoch 8713/50000
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Epoch 8714/50000
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Epoch 8715/50000
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Epoch 8716/50000
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Epoch 8717/50000
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Epoch 8718/50000
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Epoch 8719/50000
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Epoch 8720/50000
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Epoch 8721/50000
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Epoch 8722/50000
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Epoch 8723/50000
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Epoch 8724/50000
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Epoch 8725/50000
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Epoch 8726/50000
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Epoch 8727/50000
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Epoch 8728/50000
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Epoch 8729/50000
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Epoch 8730/50000
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Epoch 8731/50000
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Epoch 8732/50000
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Epoch 8733/50000
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Epoch 8734/50000
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Epoch 8735/50000
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Epoch 8736/50000
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Epoch 8737/50000
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Epoch 8738/50000
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Epoch 8739/50000
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Epoch 8740/50000
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Epoch 8741/50000
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Epoch 8742/50000
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Epoch 8743/50000
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Epoch 8744/50000
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Epoch 8745/50000
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Epoch 8746/50000
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Epoch 8747/50000
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Epoch 8748/50000
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Epoch 8749/50000
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Epoch 8750/50000
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Epoch 8751/50000
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Epoch 8752/50000
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Epoch 8753/50000
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Epoch 8754/50000
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Epoch 8755/50000
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Epoch 8756/50000
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Epoch 8757/50000
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Epoch 8758/50000
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Epoch 8759/50000
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Epoch 8760/50000
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Epoch 8761/50000
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Epoch 8762/50000
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Epoch 8763/50000
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Epoch 8764/50000
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Epoch 8765/50000
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Epoch 8766/50000
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Epoch 8767/50000
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Epoch 8768/50000
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Epoch 8769/50000
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Epoch 8770/50000
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Epoch 8771/50000
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Epoch 8772/50000
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Epoch 8773/50000
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Epoch 8774/50000
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Epoch 8775/50000
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Epoch 8776/50000
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Epoch 8777/50000
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Epoch 8778/50000
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Epoch 8779/50000
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Epoch 8780/50000
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Epoch 8781/50000
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Epoch 8782/50000
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Epoch 8783/50000
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Epoch 8784/50000
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Epoch 8785/50000
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Epoch 8786/50000
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Epoch 8787/50000
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Epoch 8788/50000
discriminator loss: 1.350923 - generator loss: 0.749988 - 1s
Epoch 8789/50000
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Epoch 8790/50000
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Epoch 8791/50000
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Epoch 8792/50000
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Epoch 8793/50000
discriminator loss: 1.355523 - generator loss: 0.755282 - 1s
Epoch 8794/50000
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Epoch 8795/50000
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Epoch 8796/50000
discriminator loss: 1.352100 - generator loss: 0.736369 - 1s
Epoch 8797/50000
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Epoch 8798/50000
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Epoch 8799/50000
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Epoch 8800/50000
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Epoch 8801/50000
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Epoch 8802/50000
discriminator loss: 1.344285 - generator loss: 0.758938 - 1s
Epoch 8803/50000
discriminator loss: 1.353367 - generator loss: 0.735851 - 1s
Epoch 8804/50000
discriminator loss: 1.363164 - generator loss: 0.728006 - 1s
Epoch 8805/50000
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Epoch 8806/50000
discriminator loss: 1.354937 - generator loss: 0.741472 - 1s
Epoch 8807/50000
discriminator loss: 1.360401 - generator loss: 0.745250 - 1s
Epoch 8808/50000
discriminator loss: 1.354516 - generator loss: 0.750745 - 1s
Epoch 8809/50000
discriminator loss: 1.349545 - generator loss: 0.753684 - 1s
Epoch 8810/50000
discriminator loss: 1.349753 - generator loss: 0.742359 - 1s
Epoch 8811/50000
discriminator loss: 1.360986 - generator loss: 0.731599 - 1s
Epoch 8812/50000
discriminator loss: 1.352961 - generator loss: 0.732108 - 1s
Epoch 8813/50000
discriminator loss: 1.344808 - generator loss: 0.745677 - 1s
Epoch 8814/50000
discriminator loss: 1.357630 - generator loss: 0.742669 - 1s
Epoch 8815/50000
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Epoch 8816/50000
discriminator loss: 1.352829 - generator loss: 0.753963 - 1s
Epoch 8817/50000
discriminator loss: 1.340517 - generator loss: 0.755494 - 1s
Epoch 8818/50000
discriminator loss: 1.360550 - generator loss: 0.733024 - 1s
Epoch 8819/50000
discriminator loss: 1.354648 - generator loss: 0.735028 - 1s
Epoch 8820/50000
discriminator loss: 1.339508 - generator loss: 0.747640 - 1s
Epoch 8821/50000
discriminator loss: 1.349311 - generator loss: 0.746361 - 1s
Epoch 8822/50000
discriminator loss: 1.366594 - generator loss: 0.739969 - 1s
Epoch 8823/50000
discriminator loss: 1.357419 - generator loss: 0.750788 - 1s
Epoch 8824/50000
discriminator loss: 1.343411 - generator loss: 0.756078 - 1s
Epoch 8825/50000
discriminator loss: 1.364406 - generator loss: 0.736436 - 1s
Epoch 8826/50000
discriminator loss: 1.363201 - generator loss: 0.728757 - 1s
Epoch 8827/50000
discriminator loss: 1.359766 - generator loss: 0.733469 - 1s
Epoch 8828/50000
discriminator loss: 1.351275 - generator loss: 0.745890 - 1s
Epoch 8829/50000
discriminator loss: 1.348518 - generator loss: 0.745093 - 1s
Epoch 8830/50000
discriminator loss: 1.363185 - generator loss: 0.742289 - 1s
Epoch 8831/50000
discriminator loss: 1.352585 - generator loss: 0.752058 - 1s
Epoch 8832/50000
discriminator loss: 1.351904 - generator loss: 0.751163 - 1s
Epoch 8833/50000
discriminator loss: 1.358187 - generator loss: 0.736310 - 1s
Epoch 8834/50000
discriminator loss: 1.362976 - generator loss: 0.729649 - 1s
Epoch 8835/50000
discriminator loss: 1.356972 - generator loss: 0.729648 - 1s
Epoch 8836/50000
discriminator loss: 1.354048 - generator loss: 0.749250 - 1s
Epoch 8837/50000
discriminator loss: 1.367525 - generator loss: 0.739981 - 1s
Epoch 8838/50000
discriminator loss: 1.355915 - generator loss: 0.751595 - 1s
Epoch 8839/50000
discriminator loss: 1.343861 - generator loss: 0.757661 - 1s
Epoch 8840/50000
discriminator loss: 1.353452 - generator loss: 0.748159 - 1s
Epoch 8841/50000
discriminator loss: 1.362482 - generator loss: 0.724667 - 1s
Epoch 8842/50000
discriminator loss: 1.348997 - generator loss: 0.738265 - 1s
Epoch 8843/50000
discriminator loss: 1.350578 - generator loss: 0.747529 - 1s
Epoch 8844/50000
discriminator loss: 1.360153 - generator loss: 0.737964 - 1s
Epoch 8845/50000
discriminator loss: 1.364065 - generator loss: 0.746180 - 1s
Epoch 8846/50000
discriminator loss: 1.348057 - generator loss: 0.762537 - 1s
Epoch 8847/50000
discriminator loss: 1.347153 - generator loss: 0.748860 - 1s
Epoch 8848/50000
discriminator loss: 1.363801 - generator loss: 0.725290 - 1s
Epoch 8849/50000
discriminator loss: 1.360022 - generator loss: 0.734922 - 1s
Epoch 8850/50000
discriminator loss: 1.349470 - generator loss: 0.743705 - 1s
Epoch 8851/50000
discriminator loss: 1.350359 - generator loss: 0.745615 - 1s
Epoch 8852/50000
discriminator loss: 1.356191 - generator loss: 0.746604 - 1s
Epoch 8853/50000
discriminator loss: 1.357342 - generator loss: 0.750770 - 1s
Epoch 8854/50000
discriminator loss: 1.347675 - generator loss: 0.750800 - 1s
Epoch 8855/50000
discriminator loss: 1.354578 - generator loss: 0.746274 - 1s
Epoch 8856/50000
discriminator loss: 1.360477 - generator loss: 0.730502 - 1s
Epoch 8857/50000
discriminator loss: 1.348930 - generator loss: 0.733835 - 1s
Epoch 8858/50000
discriminator loss: 1.359184 - generator loss: 0.736552 - 1s
Epoch 8859/50000
discriminator loss: 1.367040 - generator loss: 0.745381 - 1s
Epoch 8860/50000
discriminator loss: 1.356843 - generator loss: 0.751148 - 1s
Epoch 8861/50000
discriminator loss: 1.354085 - generator loss: 0.756937 - 1s
Epoch 8862/50000
discriminator loss: 1.355652 - generator loss: 0.738880 - 1s
Epoch 8863/50000
discriminator loss: 1.363487 - generator loss: 0.728706 - 1s
Epoch 8864/50000
discriminator loss: 1.355305 - generator loss: 0.728961 - 1s
Epoch 8865/50000
discriminator loss: 1.340681 - generator loss: 0.753989 - 1s
Epoch 8866/50000
discriminator loss: 1.344386 - generator loss: 0.748256 - 1s
Epoch 8867/50000
discriminator loss: 1.362010 - generator loss: 0.747679 - 1s
Epoch 8868/50000
discriminator loss: 1.356622 - generator loss: 0.748845 - 1s
Epoch 8869/50000
discriminator loss: 1.341527 - generator loss: 0.757155 - 1s
Epoch 8870/50000
discriminator loss: 1.359630 - generator loss: 0.732069 - 1s
Epoch 8871/50000
discriminator loss: 1.356443 - generator loss: 0.741213 - 1s
Epoch 8872/50000
discriminator loss: 1.344882 - generator loss: 0.737986 - 1s
Epoch 8873/50000
discriminator loss: 1.345396 - generator loss: 0.745357 - 1s
Epoch 8874/50000
discriminator loss: 1.357449 - generator loss: 0.748636 - 1s
Epoch 8875/50000
discriminator loss: 1.345795 - generator loss: 0.761558 - 1s
Epoch 8876/50000
discriminator loss: 1.344783 - generator loss: 0.756720 - 1s
Epoch 8877/50000
discriminator loss: 1.353477 - generator loss: 0.742278 - 1s
Epoch 8878/50000
discriminator loss: 1.366429 - generator loss: 0.734716 - 1s
Epoch 8879/50000
discriminator loss: 1.356840 - generator loss: 0.735820 - 1s
Epoch 8880/50000
discriminator loss: 1.345862 - generator loss: 0.742985 - 1s
Epoch 8881/50000
discriminator loss: 1.362242 - generator loss: 0.730589 - 1s
Epoch 8882/50000
discriminator loss: 1.361539 - generator loss: 0.756653 - 1s
Epoch 8883/50000
discriminator loss: 1.355572 - generator loss: 0.761136 - 1s
Epoch 8884/50000
discriminator loss: 1.349616 - generator loss: 0.752939 - 1s
Epoch 8885/50000
discriminator loss: 1.365378 - generator loss: 0.725764 - 1s
Epoch 8886/50000
discriminator loss: 1.357366 - generator loss: 0.731364 - 1s
Epoch 8887/50000
discriminator loss: 1.354619 - generator loss: 0.743297 - 1s
Epoch 8888/50000
discriminator loss: 1.350365 - generator loss: 0.738641 - 1s
Epoch 8889/50000
discriminator loss: 1.358974 - generator loss: 0.744651 - 1s
Epoch 8890/50000
discriminator loss: 1.364263 - generator loss: 0.745030 - 1s
Epoch 8891/50000
discriminator loss: 1.348527 - generator loss: 0.757980 - 1s
Epoch 8892/50000
discriminator loss: 1.354132 - generator loss: 0.742057 - 1s
Epoch 8893/50000
discriminator loss: 1.358129 - generator loss: 0.739935 - 1s
Epoch 8894/50000
discriminator loss: 1.358018 - generator loss: 0.733076 - 1s
Epoch 8895/50000
discriminator loss: 1.344887 - generator loss: 0.744515 - 1s
Epoch 8896/50000
discriminator loss: 1.355031 - generator loss: 0.749285 - 1s
Epoch 8897/50000
discriminator loss: 1.348209 - generator loss: 0.758045 - 1s
Epoch 8898/50000
discriminator loss: 1.359399 - generator loss: 0.742449 - 1s
Epoch 8899/50000
discriminator loss: 1.346050 - generator loss: 0.756482 - 1s
Epoch 8900/50000
discriminator loss: 1.358155 - generator loss: 0.742021 - 1s
Epoch 8901/50000
discriminator loss: 1.359719 - generator loss: 0.733583 - 1s
Epoch 8902/50000
discriminator loss: 1.343843 - generator loss: 0.746519 - 1s
Epoch 8903/50000
discriminator loss: 1.349775 - generator loss: 0.745204 - 1s
Epoch 8904/50000
discriminator loss: 1.353907 - generator loss: 0.742751 - 1s
Epoch 8905/50000
discriminator loss: 1.360189 - generator loss: 0.747346 - 1s
Epoch 8906/50000
discriminator loss: 1.359247 - generator loss: 0.747699 - 1s
Epoch 8907/50000
discriminator loss: 1.351413 - generator loss: 0.746296 - 1s
Epoch 8908/50000
discriminator loss: 1.361496 - generator loss: 0.731481 - 1s
Epoch 8909/50000
discriminator loss: 1.360952 - generator loss: 0.739173 - 1s
Epoch 8910/50000
discriminator loss: 1.343258 - generator loss: 0.746143 - 1s
Epoch 8911/50000
discriminator loss: 1.350471 - generator loss: 0.732284 - 1s
Epoch 8912/50000
discriminator loss: 1.364301 - generator loss: 0.746421 - 1s
Epoch 8913/50000
discriminator loss: 1.346273 - generator loss: 0.766774 - 1s
Epoch 8914/50000
discriminator loss: 1.353342 - generator loss: 0.746646 - 1s
Epoch 8915/50000
discriminator loss: 1.358854 - generator loss: 0.732805 - 1s
Epoch 8916/50000
discriminator loss: 1.360300 - generator loss: 0.729326 - 1s
Epoch 8917/50000
discriminator loss: 1.351070 - generator loss: 0.740162 - 1s
Epoch 8918/50000
discriminator loss: 1.347214 - generator loss: 0.750712 - 1s
Epoch 8919/50000
discriminator loss: 1.354916 - generator loss: 0.745694 - 1s
Epoch 8920/50000
discriminator loss: 1.358485 - generator loss: 0.745267 - 1s
Epoch 8921/50000
discriminator loss: 1.350621 - generator loss: 0.751488 - 1s
Epoch 8922/50000
discriminator loss: 1.355021 - generator loss: 0.744197 - 1s
Epoch 8923/50000
discriminator loss: 1.360662 - generator loss: 0.730691 - 1s
Epoch 8924/50000
discriminator loss: 1.351881 - generator loss: 0.737484 - 1s
Epoch 8925/50000
discriminator loss: 1.360399 - generator loss: 0.732961 - 1s
Epoch 8926/50000
discriminator loss: 1.358288 - generator loss: 0.741210 - 1s
Epoch 8927/50000
discriminator loss: 1.352527 - generator loss: 0.753997 - 1s
Epoch 8928/50000
discriminator loss: 1.354860 - generator loss: 0.750856 - 1s
Epoch 8929/50000
discriminator loss: 1.342171 - generator loss: 0.753961 - 1s
Epoch 8930/50000
discriminator loss: 1.358089 - generator loss: 0.733390 - 1s
Epoch 8931/50000
discriminator loss: 1.354450 - generator loss: 0.737970 - 1s
Epoch 8932/50000
discriminator loss: 1.354223 - generator loss: 0.736544 - 1s
Epoch 8933/50000
discriminator loss: 1.352016 - generator loss: 0.743319 - 1s
Epoch 8934/50000
discriminator loss: 1.365380 - generator loss: 0.738707 - 1s
Epoch 8935/50000
discriminator loss: 1.354764 - generator loss: 0.747681 - 1s
Epoch 8936/50000
discriminator loss: 1.351826 - generator loss: 0.749367 - 1s
Epoch 8937/50000
discriminator loss: 1.346853 - generator loss: 0.745931 - 1s
Epoch 8938/50000
discriminator loss: 1.353392 - generator loss: 0.739586 - 1s
Epoch 8939/50000
discriminator loss: 1.347977 - generator loss: 0.738139 - 1s
Epoch 8940/50000
discriminator loss: 1.352980 - generator loss: 0.740141 - 1s
Epoch 8941/50000
discriminator loss: 1.354868 - generator loss: 0.744380 - 1s
Epoch 8942/50000
discriminator loss: 1.349634 - generator loss: 0.752295 - 1s
Epoch 8943/50000
discriminator loss: 1.345708 - generator loss: 0.755139 - 1s
Epoch 8944/50000
discriminator loss: 1.350514 - generator loss: 0.747542 - 1s
Epoch 8945/50000
discriminator loss: 1.353426 - generator loss: 0.733980 - 1s
Epoch 8946/50000
discriminator loss: 1.360413 - generator loss: 0.733859 - 1s
Epoch 8947/50000
discriminator loss: 1.344755 - generator loss: 0.742056 - 1s
Epoch 8948/50000
discriminator loss: 1.349092 - generator loss: 0.752505 - 1s
Epoch 8949/50000
discriminator loss: 1.359165 - generator loss: 0.739760 - 1s
Epoch 8950/50000
discriminator loss: 1.357161 - generator loss: 0.749324 - 1s
Epoch 8951/50000
discriminator loss: 1.351760 - generator loss: 0.750049 - 1s
Epoch 8952/50000
discriminator loss: 1.350374 - generator loss: 0.742221 - 1s
Epoch 8953/50000
discriminator loss: 1.365469 - generator loss: 0.727884 - 1s
Epoch 8954/50000
discriminator loss: 1.353347 - generator loss: 0.739994 - 1s
Epoch 8955/50000
discriminator loss: 1.346991 - generator loss: 0.744402 - 1s
Epoch 8956/50000
discriminator loss: 1.357438 - generator loss: 0.744365 - 1s
Epoch 8957/50000
discriminator loss: 1.352353 - generator loss: 0.749632 - 1s
Epoch 8958/50000
discriminator loss: 1.349893 - generator loss: 0.751745 - 1s
Epoch 8959/50000
discriminator loss: 1.349895 - generator loss: 0.747708 - 1s
Epoch 8960/50000
discriminator loss: 1.358019 - generator loss: 0.729317 - 1s
Epoch 8961/50000
discriminator loss: 1.351730 - generator loss: 0.741786 - 1s
Epoch 8962/50000
discriminator loss: 1.346658 - generator loss: 0.741356 - 1s
Epoch 8963/50000
discriminator loss: 1.361474 - generator loss: 0.736902 - 1s
Epoch 8964/50000
discriminator loss: 1.354269 - generator loss: 0.758315 - 1s
Epoch 8965/50000
discriminator loss: 1.354858 - generator loss: 0.750996 - 1s
Epoch 8966/50000
discriminator loss: 1.354757 - generator loss: 0.747407 - 1s
Epoch 8967/50000
discriminator loss: 1.358941 - generator loss: 0.733859 - 1s
Epoch 8968/50000
discriminator loss: 1.363470 - generator loss: 0.733414 - 1s
Epoch 8969/50000
discriminator loss: 1.351060 - generator loss: 0.739438 - 1s
Epoch 8970/50000
discriminator loss: 1.350487 - generator loss: 0.744898 - 1s
Epoch 8971/50000
discriminator loss: 1.367410 - generator loss: 0.738481 - 1s
Epoch 8972/50000
discriminator loss: 1.348016 - generator loss: 0.757605 - 1s
Epoch 8973/50000
discriminator loss: 1.342823 - generator loss: 0.758550 - 1s
Epoch 8974/50000
discriminator loss: 1.354791 - generator loss: 0.744038 - 1s
Epoch 8975/50000
discriminator loss: 1.356047 - generator loss: 0.732866 - 1s
Epoch 8976/50000
discriminator loss: 1.350027 - generator loss: 0.732555 - 1s
Epoch 8977/50000
discriminator loss: 1.353099 - generator loss: 0.745920 - 1s
Epoch 8978/50000
discriminator loss: 1.357094 - generator loss: 0.746004 - 1s
Epoch 8979/50000
discriminator loss: 1.360356 - generator loss: 0.751368 - 1s
Epoch 8980/50000
discriminator loss: 1.346889 - generator loss: 0.757806 - 1s
Epoch 8981/50000
discriminator loss: 1.349621 - generator loss: 0.747455 - 1s
Epoch 8982/50000
discriminator loss: 1.361429 - generator loss: 0.729030 - 1s
Epoch 8983/50000
discriminator loss: 1.361010 - generator loss: 0.730800 - 1s
Epoch 8984/50000
discriminator loss: 1.348879 - generator loss: 0.738665 - 1s
Epoch 8985/50000
discriminator loss: 1.355101 - generator loss: 0.751390 - 1s
Epoch 8986/50000
discriminator loss: 1.364563 - generator loss: 0.740436 - 1s
Epoch 8987/50000
discriminator loss: 1.350037 - generator loss: 0.757941 - 1s
Epoch 8988/50000
discriminator loss: 1.332643 - generator loss: 0.766754 - 1s
Epoch 8989/50000
discriminator loss: 1.365548 - generator loss: 0.726736 - 1s
Epoch 8990/50000
discriminator loss: 1.367311 - generator loss: 0.729108 - 1s
Epoch 8991/50000
discriminator loss: 1.346223 - generator loss: 0.744403 - 1s
Epoch 8992/50000
discriminator loss: 1.346254 - generator loss: 0.751253 - 1s
Epoch 8993/50000
discriminator loss: 1.364340 - generator loss: 0.736807 - 1s
Epoch 8994/50000
discriminator loss: 1.365345 - generator loss: 0.744360 - 1s
Epoch 8995/50000
discriminator loss: 1.348072 - generator loss: 0.762889 - 1s
Epoch 8996/50000
discriminator loss: 1.358343 - generator loss: 0.742465 - 1s
Epoch 8997/50000
discriminator loss: 1.359051 - generator loss: 0.734196 - 1s
Epoch 8998/50000
discriminator loss: 1.359024 - generator loss: 0.721477 - 1s
Epoch 8999/50000
discriminator loss: 1.347820 - generator loss: 0.745246 - 1s
Epoch 9000/50000
discriminator loss: 1.353190 - generator loss: 0.745623 - 1s
Epoch 9001/50000
discriminator loss: 1.350295 - generator loss: 0.760008 - 1s

Loss: 

Epoch 9002/50000
discriminator loss: 1.360763 - generator loss: 0.747857 - 1s
Epoch 9003/50000
discriminator loss: 1.334107 - generator loss: 0.757750 - 1s
Epoch 9004/50000
discriminator loss: 1.357755 - generator loss: 0.739702 - 1s
Epoch 9005/50000
discriminator loss: 1.362284 - generator loss: 0.730221 - 1s
Epoch 9006/50000
discriminator loss: 1.348251 - generator loss: 0.737198 - 1s
Epoch 9007/50000
discriminator loss: 1.348812 - generator loss: 0.742671 - 1s
Epoch 9008/50000
discriminator loss: 1.358850 - generator loss: 0.750939 - 1s
Epoch 9009/50000
discriminator loss: 1.363460 - generator loss: 0.738923 - 1s
Epoch 9010/50000
discriminator loss: 1.357789 - generator loss: 0.758878 - 1s
Epoch 9011/50000
discriminator loss: 1.349701 - generator loss: 0.747911 - 1s
Epoch 9012/50000
discriminator loss: 1.357061 - generator loss: 0.735922 - 1s
Epoch 9013/50000
discriminator loss: 1.358503 - generator loss: 0.729121 - 1s
Epoch 9014/50000
discriminator loss: 1.352860 - generator loss: 0.736879 - 1s
Epoch 9015/50000
discriminator loss: 1.348967 - generator loss: 0.743784 - 1s
Epoch 9016/50000
discriminator loss: 1.369974 - generator loss: 0.746218 - 1s
Epoch 9017/50000
discriminator loss: 1.358229 - generator loss: 0.748254 - 1s
Epoch 9018/50000
discriminator loss: 1.346465 - generator loss: 0.758018 - 1s
Epoch 9019/50000
discriminator loss: 1.352436 - generator loss: 0.741759 - 1s
Epoch 9020/50000
discriminator loss: 1.355832 - generator loss: 0.741144 - 1s
Epoch 9021/50000
discriminator loss: 1.357352 - generator loss: 0.728938 - 1s
Epoch 9022/50000
discriminator loss: 1.345909 - generator loss: 0.733923 - 1s
Epoch 9023/50000
discriminator loss: 1.359146 - generator loss: 0.752269 - 1s
Epoch 9024/50000
discriminator loss: 1.357994 - generator loss: 0.744409 - 1s
Epoch 9025/50000
discriminator loss: 1.353436 - generator loss: 0.754842 - 1s
Epoch 9026/50000
discriminator loss: 1.349390 - generator loss: 0.755221 - 1s
Epoch 9027/50000
discriminator loss: 1.359210 - generator loss: 0.733486 - 1s
Epoch 9028/50000
discriminator loss: 1.362208 - generator loss: 0.722372 - 1s
Epoch 9029/50000
discriminator loss: 1.348232 - generator loss: 0.743616 - 1s
Epoch 9030/50000
discriminator loss: 1.347052 - generator loss: 0.749360 - 1s
Epoch 9031/50000
discriminator loss: 1.367510 - generator loss: 0.732156 - 1s
Epoch 9032/50000
discriminator loss: 1.365075 - generator loss: 0.746141 - 1s
Epoch 9033/50000
discriminator loss: 1.342380 - generator loss: 0.763147 - 1s
Epoch 9034/50000
discriminator loss: 1.353423 - generator loss: 0.744464 - 1s
Epoch 9035/50000
discriminator loss: 1.360328 - generator loss: 0.730150 - 1s
Epoch 9036/50000
discriminator loss: 1.353571 - generator loss: 0.732662 - 1s
Epoch 9037/50000
discriminator loss: 1.340999 - generator loss: 0.746610 - 1s
Epoch 9038/50000
discriminator loss: 1.357757 - generator loss: 0.746368 - 1s
Epoch 9039/50000
discriminator loss: 1.358887 - generator loss: 0.747769 - 1s
Epoch 9040/50000
discriminator loss: 1.353401 - generator loss: 0.747989 - 1s
Epoch 9041/50000
discriminator loss: 1.342362 - generator loss: 0.757015 - 1s
Epoch 9042/50000
discriminator loss: 1.357863 - generator loss: 0.742431 - 1s
Epoch 9043/50000
discriminator loss: 1.361814 - generator loss: 0.734303 - 1s
Epoch 9044/50000
discriminator loss: 1.342417 - generator loss: 0.735800 - 1s
Epoch 9045/50000
discriminator loss: 1.357586 - generator loss: 0.739195 - 1s
Epoch 9046/50000
discriminator loss: 1.360790 - generator loss: 0.742169 - 1s
Epoch 9047/50000
discriminator loss: 1.361999 - generator loss: 0.754381 - 1s
Epoch 9048/50000
discriminator loss: 1.349732 - generator loss: 0.755348 - 1s
Epoch 9049/50000
discriminator loss: 1.355574 - generator loss: 0.745966 - 1s
Epoch 9050/50000
discriminator loss: 1.359888 - generator loss: 0.728047 - 1s
Epoch 9051/50000
discriminator loss: 1.358946 - generator loss: 0.734817 - 1s
Epoch 9052/50000
discriminator loss: 1.350729 - generator loss: 0.742476 - 1s
Epoch 9053/50000
discriminator loss: 1.353609 - generator loss: 0.742658 - 1s
Epoch 9054/50000
discriminator loss: 1.359652 - generator loss: 0.740752 - 1s
Epoch 9055/50000
discriminator loss: 1.361131 - generator loss: 0.752656 - 1s
Epoch 9056/50000
discriminator loss: 1.351120 - generator loss: 0.747162 - 1s
Epoch 9057/50000
discriminator loss: 1.361439 - generator loss: 0.734402 - 1s
Epoch 9058/50000
discriminator loss: 1.354173 - generator loss: 0.736808 - 1s
Epoch 9059/50000
discriminator loss: 1.352601 - generator loss: 0.740112 - 1s
Epoch 9060/50000
discriminator loss: 1.343456 - generator loss: 0.744774 - 1s
Epoch 9061/50000
discriminator loss: 1.352780 - generator loss: 0.746434 - 1s
Epoch 9062/50000
discriminator loss: 1.363978 - generator loss: 0.743125 - 1s
Epoch 9063/50000
discriminator loss: 1.345719 - generator loss: 0.754373 - 1s
Epoch 9064/50000
discriminator loss: 1.352988 - generator loss: 0.749555 - 1s
Epoch 9065/50000
discriminator loss: 1.353899 - generator loss: 0.738510 - 1s
Epoch 9066/50000
discriminator loss: 1.364059 - generator loss: 0.731081 - 1s
Epoch 9067/50000
discriminator loss: 1.349830 - generator loss: 0.737034 - 1s
Epoch 9068/50000
discriminator loss: 1.354656 - generator loss: 0.747156 - 1s
Epoch 9069/50000
discriminator loss: 1.365810 - generator loss: 0.733960 - 1s
Epoch 9070/50000
discriminator loss: 1.354807 - generator loss: 0.748747 - 1s
Epoch 9071/50000
discriminator loss: 1.359599 - generator loss: 0.746901 - 1s
Epoch 9072/50000
discriminator loss: 1.348724 - generator loss: 0.747647 - 1s
Epoch 9073/50000
discriminator loss: 1.356797 - generator loss: 0.733324 - 1s
Epoch 9074/50000
discriminator loss: 1.357884 - generator loss: 0.728816 - 1s
Epoch 9075/50000
discriminator loss: 1.355269 - generator loss: 0.740073 - 1s
Epoch 9076/50000
discriminator loss: 1.361303 - generator loss: 0.743208 - 1s
Epoch 9077/50000
discriminator loss: 1.353635 - generator loss: 0.746171 - 1s
Epoch 9078/50000
discriminator loss: 1.353608 - generator loss: 0.746604 - 1s
Epoch 9079/50000
discriminator loss: 1.348087 - generator loss: 0.752484 - 1s
Epoch 9080/50000
discriminator loss: 1.355883 - generator loss: 0.735936 - 1s
Epoch 9081/50000
discriminator loss: 1.353076 - generator loss: 0.739232 - 1s
Epoch 9082/50000
discriminator loss: 1.356394 - generator loss: 0.731437 - 1s
Epoch 9083/50000
discriminator loss: 1.351287 - generator loss: 0.746579 - 1s
Epoch 9084/50000
discriminator loss: 1.352381 - generator loss: 0.750276 - 1s
Epoch 9085/50000
discriminator loss: 1.349523 - generator loss: 0.754501 - 1s
Epoch 9086/50000
discriminator loss: 1.349678 - generator loss: 0.747868 - 1s
Epoch 9087/50000
discriminator loss: 1.355040 - generator loss: 0.732525 - 1s
Epoch 9088/50000
discriminator loss: 1.353585 - generator loss: 0.739710 - 1s
Epoch 9089/50000
discriminator loss: 1.357973 - generator loss: 0.737738 - 1s
Epoch 9090/50000
discriminator loss: 1.349126 - generator loss: 0.756254 - 1s
Epoch 9091/50000
discriminator loss: 1.353764 - generator loss: 0.741492 - 1s
Epoch 9092/50000
discriminator loss: 1.348759 - generator loss: 0.749296 - 1s
Epoch 9093/50000
discriminator loss: 1.337489 - generator loss: 0.756027 - 1s
Epoch 9094/50000
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Epoch 9095/50000
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Epoch 9096/50000
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Epoch 9097/50000
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Epoch 9098/50000
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Epoch 9099/50000
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Epoch 9100/50000
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Epoch 9101/50000
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Epoch 9102/50000
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Epoch 9103/50000
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Epoch 9104/50000
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Epoch 9105/50000
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Epoch 9106/50000
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Epoch 9107/50000
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Epoch 9108/50000
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Epoch 9109/50000
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Epoch 9110/50000
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Epoch 9111/50000
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Epoch 9112/50000
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Epoch 9113/50000
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Epoch 9114/50000
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Epoch 9115/50000
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Epoch 9116/50000
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Epoch 9117/50000
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Epoch 9118/50000
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Epoch 9119/50000
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Epoch 9120/50000
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Epoch 9121/50000
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Epoch 9122/50000
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Epoch 9123/50000
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Epoch 9124/50000
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Epoch 9125/50000
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Epoch 9126/50000
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Epoch 9127/50000
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Epoch 9128/50000
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Epoch 9129/50000
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Epoch 9130/50000
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Epoch 9131/50000
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Epoch 9132/50000
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Epoch 9133/50000
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Epoch 9134/50000
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Epoch 9135/50000
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Epoch 9136/50000
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Epoch 9137/50000
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Epoch 9138/50000
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Epoch 9139/50000
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Epoch 9140/50000
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Epoch 9141/50000
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Epoch 9142/50000
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Epoch 9143/50000
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Epoch 9144/50000
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Epoch 9145/50000
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Epoch 9146/50000
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Epoch 9147/50000
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Epoch 9148/50000
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Epoch 9149/50000
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Epoch 9150/50000
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Epoch 9151/50000
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Epoch 9152/50000
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Epoch 9153/50000
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Epoch 9154/50000
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Epoch 9155/50000
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Epoch 9156/50000
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Epoch 9157/50000
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Epoch 9158/50000
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Epoch 9159/50000
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Epoch 9160/50000
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Epoch 9161/50000
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Epoch 9162/50000
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Epoch 9163/50000
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Epoch 9164/50000
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Epoch 9165/50000
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Epoch 9166/50000
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Epoch 9167/50000
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Epoch 9168/50000
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Epoch 9169/50000
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Epoch 9170/50000
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Epoch 9171/50000
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Epoch 9172/50000
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Epoch 9173/50000
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Epoch 9174/50000
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Epoch 9175/50000
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Epoch 9176/50000
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Epoch 9177/50000
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Epoch 9178/50000
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Epoch 9179/50000
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Epoch 9180/50000
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Epoch 9181/50000
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Epoch 9182/50000
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Epoch 9183/50000
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Epoch 9184/50000
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Epoch 9185/50000
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Epoch 9186/50000
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Epoch 9187/50000
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Epoch 9188/50000
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Epoch 9189/50000
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Epoch 9190/50000
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Epoch 9191/50000
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Epoch 9192/50000
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Epoch 9193/50000
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Epoch 9194/50000
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Epoch 9195/50000
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Epoch 9196/50000
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Epoch 9197/50000
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Epoch 9198/50000
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Epoch 9199/50000
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Epoch 9200/50000
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Epoch 9201/50000
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Epoch 9202/50000
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Epoch 9203/50000
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Epoch 9204/50000
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Epoch 9205/50000
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Epoch 9206/50000
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Epoch 9207/50000
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Epoch 9208/50000
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Epoch 9209/50000
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Epoch 9210/50000
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Epoch 9211/50000
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Epoch 9212/50000
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Epoch 9213/50000
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Epoch 9214/50000
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Epoch 9215/50000
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Epoch 9216/50000
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Epoch 9217/50000
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Epoch 9218/50000
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Epoch 9219/50000
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Epoch 9220/50000
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Epoch 9221/50000
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Epoch 9222/50000
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Epoch 9223/50000
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Epoch 9224/50000
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Epoch 9225/50000
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Epoch 9226/50000
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Epoch 9227/50000
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Epoch 9228/50000
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Epoch 9229/50000
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Epoch 9230/50000
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Epoch 9231/50000
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Epoch 9232/50000
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Epoch 9233/50000
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Epoch 9234/50000
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Epoch 9235/50000
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Epoch 9236/50000
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Epoch 9237/50000
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Epoch 9238/50000
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Epoch 9239/50000
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Epoch 9240/50000
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Epoch 9241/50000
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Epoch 9242/50000
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Epoch 9243/50000
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Epoch 9244/50000
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Epoch 9245/50000
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Epoch 9246/50000
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Epoch 9247/50000
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Epoch 9248/50000
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Epoch 9249/50000
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Epoch 9250/50000
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Epoch 9251/50000
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Epoch 9252/50000
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Epoch 9253/50000
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Epoch 9254/50000
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Epoch 9255/50000
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Epoch 9256/50000
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Epoch 9257/50000
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Epoch 9258/50000
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Epoch 9259/50000
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Epoch 9260/50000
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Epoch 9261/50000
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Epoch 9262/50000
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Epoch 9263/50000
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Epoch 9264/50000
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Epoch 9265/50000
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Epoch 9266/50000
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Epoch 9267/50000
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Epoch 9268/50000
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Epoch 9269/50000
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Epoch 9270/50000
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Epoch 9271/50000
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Epoch 9272/50000
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Epoch 9273/50000
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Epoch 9274/50000
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Epoch 9275/50000
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Epoch 9276/50000
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Epoch 9277/50000
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Epoch 9278/50000
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Epoch 9279/50000
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Epoch 9280/50000
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Epoch 9281/50000
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Epoch 9282/50000
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Epoch 9283/50000
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Epoch 9284/50000
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Epoch 9285/50000
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Epoch 9286/50000
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Epoch 9287/50000
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Epoch 9288/50000
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Epoch 9289/50000
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Epoch 9290/50000
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Epoch 9291/50000
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Epoch 9292/50000
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Epoch 9293/50000
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Epoch 9294/50000
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Epoch 9295/50000
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Epoch 9296/50000
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Epoch 9297/50000
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Epoch 9298/50000
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Epoch 9299/50000
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Epoch 9300/50000
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Epoch 9301/50000
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Epoch 9302/50000
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Epoch 9303/50000
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Epoch 9304/50000
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Epoch 9305/50000
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Epoch 9306/50000
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Epoch 9307/50000
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Epoch 9308/50000
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Epoch 9309/50000
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Epoch 9310/50000
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Epoch 9311/50000
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Epoch 9312/50000
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Epoch 9313/50000
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Epoch 9314/50000
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Epoch 9315/50000
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Epoch 9316/50000
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Epoch 9317/50000
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Epoch 9318/50000
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Epoch 9319/50000
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Epoch 9320/50000
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Epoch 9321/50000
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Epoch 9322/50000
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Epoch 9323/50000
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Epoch 9324/50000
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Epoch 9325/50000
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Epoch 9326/50000
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Epoch 9327/50000
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Epoch 9328/50000
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Epoch 9329/50000
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Epoch 9330/50000
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Epoch 9331/50000
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Epoch 9332/50000
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Epoch 9333/50000
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Epoch 9334/50000
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Epoch 9335/50000
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Epoch 9336/50000
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Epoch 9337/50000
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Epoch 9338/50000
discriminator loss: 1.353157 - generator loss: 0.748301 - 1s
Epoch 9339/50000
discriminator loss: 1.364761 - generator loss: 0.745344 - 1s
Epoch 9340/50000
discriminator loss: 1.351512 - generator loss: 0.754180 - 1s
Epoch 9341/50000
discriminator loss: 1.356616 - generator loss: 0.745094 - 1s
Epoch 9342/50000
discriminator loss: 1.360860 - generator loss: 0.729269 - 1s
Epoch 9343/50000
discriminator loss: 1.353186 - generator loss: 0.730266 - 1s
Epoch 9344/50000
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Epoch 9345/50000
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Epoch 9346/50000
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Epoch 9347/50000
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Epoch 9348/50000
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Epoch 9349/50000
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Epoch 9350/50000
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Epoch 9351/50000
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Epoch 9352/50000
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Epoch 9353/50000
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Epoch 9354/50000
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Epoch 9355/50000
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Epoch 9356/50000
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Epoch 9357/50000
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Epoch 9358/50000
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Epoch 9359/50000
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Epoch 9360/50000
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Epoch 9361/50000
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Epoch 9362/50000
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Epoch 9363/50000
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Epoch 9364/50000
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Epoch 9365/50000
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Epoch 9366/50000
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Epoch 9367/50000
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Epoch 9368/50000
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Epoch 9369/50000
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Epoch 9370/50000
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Epoch 9371/50000
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Epoch 9372/50000
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Epoch 9373/50000
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Epoch 9374/50000
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Epoch 9375/50000
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Epoch 9376/50000
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Epoch 9377/50000
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Epoch 9378/50000
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Epoch 9379/50000
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Epoch 9380/50000
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Epoch 9381/50000
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Epoch 9382/50000
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Epoch 9383/50000
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Epoch 9384/50000
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Epoch 9385/50000
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Epoch 9386/50000
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Epoch 9387/50000
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Epoch 9388/50000
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Epoch 9389/50000
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Epoch 9390/50000
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Epoch 9391/50000
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Epoch 9392/50000
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Epoch 9393/50000
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Epoch 9394/50000
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Epoch 9395/50000
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Epoch 9396/50000
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Epoch 9397/50000
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Epoch 9398/50000
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Epoch 9399/50000
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Epoch 9400/50000
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Epoch 9401/50000
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Epoch 9402/50000
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Epoch 9403/50000
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Epoch 9404/50000
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Epoch 9405/50000
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Epoch 9406/50000
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Epoch 9407/50000
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Epoch 9408/50000
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Epoch 9409/50000
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Epoch 9410/50000
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Epoch 9411/50000
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Epoch 9412/50000
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Epoch 9413/50000
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Epoch 9414/50000
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Epoch 9415/50000
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Epoch 9416/50000
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Epoch 9417/50000
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Epoch 9418/50000
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Epoch 9419/50000
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Epoch 9420/50000
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Epoch 9421/50000
discriminator loss: 1.353027 - generator loss: 0.747109 - 1s
Epoch 9422/50000
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Epoch 9423/50000
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Epoch 9424/50000
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Epoch 9425/50000
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Epoch 9426/50000
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Epoch 9427/50000
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Epoch 9428/50000
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Epoch 9429/50000
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Epoch 9430/50000
discriminator loss: 1.346322 - generator loss: 0.757455 - 1s
Epoch 9431/50000
discriminator loss: 1.356300 - generator loss: 0.740905 - 1s
Epoch 9432/50000
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Epoch 9433/50000
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Epoch 9434/50000
discriminator loss: 1.353945 - generator loss: 0.745711 - 1s
Epoch 9435/50000
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Epoch 9436/50000
discriminator loss: 1.353613 - generator loss: 0.749190 - 1s
Epoch 9437/50000
discriminator loss: 1.347731 - generator loss: 0.755557 - 1s
Epoch 9438/50000
discriminator loss: 1.351064 - generator loss: 0.747530 - 1s
Epoch 9439/50000
discriminator loss: 1.360619 - generator loss: 0.728602 - 1s
Epoch 9440/50000
discriminator loss: 1.356895 - generator loss: 0.727708 - 1s
Epoch 9441/50000
discriminator loss: 1.347521 - generator loss: 0.743254 - 1s
Epoch 9442/50000
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Epoch 9443/50000
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Epoch 9444/50000
discriminator loss: 1.353078 - generator loss: 0.750148 - 1s
Epoch 9445/50000
discriminator loss: 1.355249 - generator loss: 0.754124 - 1s
Epoch 9446/50000
discriminator loss: 1.364488 - generator loss: 0.727776 - 1s
Epoch 9447/50000
discriminator loss: 1.358174 - generator loss: 0.728982 - 1s
Epoch 9448/50000
discriminator loss: 1.347746 - generator loss: 0.738372 - 1s
Epoch 9449/50000
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Epoch 9450/50000
discriminator loss: 1.361987 - generator loss: 0.739157 - 1s
Epoch 9451/50000
discriminator loss: 1.359463 - generator loss: 0.749140 - 1s
Epoch 9452/50000
discriminator loss: 1.352804 - generator loss: 0.750288 - 1s
Epoch 9453/50000
discriminator loss: 1.351974 - generator loss: 0.744086 - 1s
Epoch 9454/50000
discriminator loss: 1.363261 - generator loss: 0.732240 - 1s
Epoch 9455/50000
discriminator loss: 1.347888 - generator loss: 0.733711 - 1s
Epoch 9456/50000
discriminator loss: 1.350781 - generator loss: 0.742045 - 1s
Epoch 9457/50000
discriminator loss: 1.354293 - generator loss: 0.748071 - 1s
Epoch 9458/50000
discriminator loss: 1.366634 - generator loss: 0.742639 - 1s
Epoch 9459/50000
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Epoch 9460/50000
discriminator loss: 1.347373 - generator loss: 0.757865 - 1s
Epoch 9461/50000
discriminator loss: 1.359740 - generator loss: 0.728481 - 1s
Epoch 9462/50000
discriminator loss: 1.356044 - generator loss: 0.729734 - 1s
Epoch 9463/50000
discriminator loss: 1.340883 - generator loss: 0.756257 - 1s
Epoch 9464/50000
discriminator loss: 1.350613 - generator loss: 0.739645 - 1s
Epoch 9465/50000
discriminator loss: 1.355784 - generator loss: 0.745061 - 1s
Epoch 9466/50000
discriminator loss: 1.362129 - generator loss: 0.746021 - 1s
Epoch 9467/50000
discriminator loss: 1.342296 - generator loss: 0.763869 - 1s
Epoch 9468/50000
discriminator loss: 1.344620 - generator loss: 0.756715 - 1s
Epoch 9469/50000
discriminator loss: 1.356958 - generator loss: 0.727361 - 1s
Epoch 9470/50000
discriminator loss: 1.358781 - generator loss: 0.729416 - 1s
Epoch 9471/50000
discriminator loss: 1.346323 - generator loss: 0.743879 - 1s
Epoch 9472/50000
discriminator loss: 1.361934 - generator loss: 0.740302 - 1s
Epoch 9473/50000
discriminator loss: 1.365052 - generator loss: 0.740791 - 1s
Epoch 9474/50000
discriminator loss: 1.352064 - generator loss: 0.762604 - 1s
Epoch 9475/50000
discriminator loss: 1.345815 - generator loss: 0.758255 - 1s
Epoch 9476/50000
discriminator loss: 1.353844 - generator loss: 0.733532 - 1s
Epoch 9477/50000
discriminator loss: 1.360385 - generator loss: 0.732479 - 1s
Epoch 9478/50000
discriminator loss: 1.345041 - generator loss: 0.739847 - 1s
Epoch 9479/50000
discriminator loss: 1.341919 - generator loss: 0.752083 - 1s
Epoch 9480/50000
discriminator loss: 1.360229 - generator loss: 0.736347 - 1s
Epoch 9481/50000
discriminator loss: 1.353342 - generator loss: 0.756142 - 1s
Epoch 9482/50000
discriminator loss: 1.353273 - generator loss: 0.760970 - 1s
Epoch 9483/50000
discriminator loss: 1.350631 - generator loss: 0.749985 - 1s
Epoch 9484/50000
discriminator loss: 1.359827 - generator loss: 0.729591 - 1s
Epoch 9485/50000
discriminator loss: 1.360284 - generator loss: 0.723429 - 1s
Epoch 9486/50000
discriminator loss: 1.346897 - generator loss: 0.740174 - 1s
Epoch 9487/50000
discriminator loss: 1.359327 - generator loss: 0.748357 - 1s
Epoch 9488/50000
discriminator loss: 1.362184 - generator loss: 0.739294 - 1s
Epoch 9489/50000
discriminator loss: 1.359997 - generator loss: 0.746772 - 1s
Epoch 9490/50000
discriminator loss: 1.352390 - generator loss: 0.759590 - 1s
Epoch 9491/50000
discriminator loss: 1.353342 - generator loss: 0.748008 - 1s
Epoch 9492/50000
discriminator loss: 1.362486 - generator loss: 0.723955 - 1s
Epoch 9493/50000
discriminator loss: 1.353180 - generator loss: 0.731287 - 1s
Epoch 9494/50000
discriminator loss: 1.346804 - generator loss: 0.740891 - 1s
Epoch 9495/50000
discriminator loss: 1.350628 - generator loss: 0.753456 - 1s
Epoch 9496/50000
discriminator loss: 1.357927 - generator loss: 0.746929 - 1s
Epoch 9497/50000
discriminator loss: 1.358576 - generator loss: 0.753079 - 1s
Epoch 9498/50000
discriminator loss: 1.344395 - generator loss: 0.754518 - 1s
Epoch 9499/50000
discriminator loss: 1.355529 - generator loss: 0.738549 - 1s
Epoch 9500/50000
discriminator loss: 1.367813 - generator loss: 0.731667 - 1s
Epoch 9501/50000
discriminator loss: 1.354769 - generator loss: 0.732421 - 1s
Epoch 9502/50000
discriminator loss: 1.350635 - generator loss: 0.740945 - 1s
Epoch 9503/50000
discriminator loss: 1.356703 - generator loss: 0.737062 - 1s
Epoch 9504/50000
discriminator loss: 1.365942 - generator loss: 0.745745 - 1s
Epoch 9505/50000
discriminator loss: 1.349663 - generator loss: 0.760742 - 1s
Epoch 9506/50000
discriminator loss: 1.349544 - generator loss: 0.755391 - 1s
Epoch 9507/50000
discriminator loss: 1.349447 - generator loss: 0.746757 - 1s
Epoch 9508/50000
discriminator loss: 1.366130 - generator loss: 0.719926 - 1s
Epoch 9509/50000
discriminator loss: 1.351920 - generator loss: 0.733849 - 1s
Epoch 9510/50000
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Epoch 9511/50000
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Epoch 9512/50000
discriminator loss: 1.355989 - generator loss: 0.749569 - 1s
Epoch 9513/50000
discriminator loss: 1.350900 - generator loss: 0.756253 - 1s
Epoch 9514/50000
discriminator loss: 1.352703 - generator loss: 0.743975 - 1s
Epoch 9515/50000
discriminator loss: 1.361804 - generator loss: 0.736312 - 1s
Epoch 9516/50000
discriminator loss: 1.363878 - generator loss: 0.724574 - 1s
Epoch 9517/50000
discriminator loss: 1.348147 - generator loss: 0.736776 - 1s
Epoch 9518/50000
discriminator loss: 1.352307 - generator loss: 0.744787 - 1s
Epoch 9519/50000
discriminator loss: 1.360884 - generator loss: 0.744790 - 1s
Epoch 9520/50000
discriminator loss: 1.357235 - generator loss: 0.756692 - 1s
Epoch 9521/50000
discriminator loss: 1.346299 - generator loss: 0.755134 - 1s
Epoch 9522/50000
discriminator loss: 1.350060 - generator loss: 0.743944 - 1s
Epoch 9523/50000
discriminator loss: 1.362661 - generator loss: 0.732227 - 1s
Epoch 9524/50000
discriminator loss: 1.361352 - generator loss: 0.732364 - 1s
Epoch 9525/50000
discriminator loss: 1.354475 - generator loss: 0.741072 - 1s
Epoch 9526/50000
discriminator loss: 1.357638 - generator loss: 0.739425 - 1s
Epoch 9527/50000
discriminator loss: 1.361129 - generator loss: 0.745524 - 1s
Epoch 9528/50000
discriminator loss: 1.351115 - generator loss: 0.755394 - 1s
Epoch 9529/50000
discriminator loss: 1.348396 - generator loss: 0.755802 - 1s
Epoch 9530/50000
discriminator loss: 1.353964 - generator loss: 0.746266 - 1s
Epoch 9531/50000
discriminator loss: 1.360464 - generator loss: 0.730306 - 1s
Epoch 9532/50000
discriminator loss: 1.349498 - generator loss: 0.734288 - 1s
Epoch 9533/50000
discriminator loss: 1.354331 - generator loss: 0.743802 - 1s
Epoch 9534/50000
discriminator loss: 1.349855 - generator loss: 0.743058 - 1s
Epoch 9535/50000
discriminator loss: 1.360321 - generator loss: 0.749712 - 1s
Epoch 9536/50000
discriminator loss: 1.355384 - generator loss: 0.753396 - 1s
Epoch 9537/50000
discriminator loss: 1.352035 - generator loss: 0.741959 - 1s
Epoch 9538/50000
discriminator loss: 1.349853 - generator loss: 0.746500 - 1s
Epoch 9539/50000
discriminator loss: 1.350800 - generator loss: 0.737040 - 1s
Epoch 9540/50000
discriminator loss: 1.346177 - generator loss: 0.736348 - 1s
Epoch 9541/50000
discriminator loss: 1.353964 - generator loss: 0.750150 - 1s
Epoch 9542/50000
discriminator loss: 1.358955 - generator loss: 0.749162 - 1s
Epoch 9543/50000
discriminator loss: 1.365271 - generator loss: 0.743588 - 1s
Epoch 9544/50000
discriminator loss: 1.361565 - generator loss: 0.741762 - 1s
Epoch 9545/50000
discriminator loss: 1.353698 - generator loss: 0.748679 - 1s
Epoch 9546/50000
discriminator loss: 1.355175 - generator loss: 0.736960 - 1s
Epoch 9547/50000
discriminator loss: 1.356802 - generator loss: 0.734620 - 1s
Epoch 9548/50000
discriminator loss: 1.356505 - generator loss: 0.730593 - 1s
Epoch 9549/50000
discriminator loss: 1.345764 - generator loss: 0.753947 - 1s
Epoch 9550/50000
discriminator loss: 1.357732 - generator loss: 0.753354 - 1s
Epoch 9551/50000
discriminator loss: 1.357457 - generator loss: 0.741150 - 1s
Epoch 9552/50000
discriminator loss: 1.359068 - generator loss: 0.744561 - 1s
Epoch 9553/50000
discriminator loss: 1.352793 - generator loss: 0.748681 - 1s
Epoch 9554/50000
discriminator loss: 1.361063 - generator loss: 0.737804 - 1s
Epoch 9555/50000
discriminator loss: 1.360195 - generator loss: 0.724359 - 1s
Epoch 9556/50000
discriminator loss: 1.351215 - generator loss: 0.741648 - 1s
Epoch 9557/50000
discriminator loss: 1.348117 - generator loss: 0.745070 - 1s
Epoch 9558/50000
discriminator loss: 1.360286 - generator loss: 0.743753 - 1s
Epoch 9559/50000
discriminator loss: 1.349375 - generator loss: 0.754799 - 1s
Epoch 9560/50000
discriminator loss: 1.357103 - generator loss: 0.749005 - 1s
Epoch 9561/50000
discriminator loss: 1.352324 - generator loss: 0.752003 - 1s
Epoch 9562/50000
discriminator loss: 1.357803 - generator loss: 0.729982 - 1s
Epoch 9563/50000
discriminator loss: 1.353535 - generator loss: 0.737399 - 1s
Epoch 9564/50000
discriminator loss: 1.355361 - generator loss: 0.741018 - 1s
Epoch 9565/50000
discriminator loss: 1.357927 - generator loss: 0.746932 - 1s
Epoch 9566/50000
discriminator loss: 1.357166 - generator loss: 0.739791 - 1s
Epoch 9567/50000
discriminator loss: 1.355123 - generator loss: 0.760029 - 1s
Epoch 9568/50000
discriminator loss: 1.352305 - generator loss: 0.744919 - 1s
Epoch 9569/50000
discriminator loss: 1.355630 - generator loss: 0.742279 - 1s
Epoch 9570/50000
discriminator loss: 1.360355 - generator loss: 0.724037 - 1s
Epoch 9571/50000
discriminator loss: 1.358389 - generator loss: 0.732837 - 1s
Epoch 9572/50000
discriminator loss: 1.359030 - generator loss: 0.745024 - 1s
Epoch 9573/50000
discriminator loss: 1.357606 - generator loss: 0.756668 - 1s
Epoch 9574/50000
discriminator loss: 1.361127 - generator loss: 0.738017 - 1s
Epoch 9575/50000
discriminator loss: 1.356401 - generator loss: 0.745232 - 1s
Epoch 9576/50000
discriminator loss: 1.356220 - generator loss: 0.744426 - 1s
Epoch 9577/50000
discriminator loss: 1.356701 - generator loss: 0.741853 - 1s
Epoch 9578/50000
discriminator loss: 1.345323 - generator loss: 0.737686 - 1s
Epoch 9579/50000
discriminator loss: 1.349009 - generator loss: 0.744921 - 1s
Epoch 9580/50000
discriminator loss: 1.349239 - generator loss: 0.750795 - 1s
Epoch 9581/50000
discriminator loss: 1.364961 - generator loss: 0.740251 - 1s
Epoch 9582/50000
discriminator loss: 1.351411 - generator loss: 0.753142 - 1s
Epoch 9583/50000
discriminator loss: 1.349461 - generator loss: 0.752475 - 1s
Epoch 9584/50000
discriminator loss: 1.356619 - generator loss: 0.734665 - 1s
Epoch 9585/50000
discriminator loss: 1.361598 - generator loss: 0.733983 - 1s
Epoch 9586/50000
discriminator loss: 1.356421 - generator loss: 0.734051 - 1s
Epoch 9587/50000
discriminator loss: 1.354626 - generator loss: 0.744274 - 1s
Epoch 9588/50000
discriminator loss: 1.362987 - generator loss: 0.735183 - 1s
Epoch 9589/50000
discriminator loss: 1.361053 - generator loss: 0.743252 - 1s
Epoch 9590/50000
discriminator loss: 1.349667 - generator loss: 0.758592 - 1s
Epoch 9591/50000
discriminator loss: 1.348791 - generator loss: 0.745072 - 1s
Epoch 9592/50000
discriminator loss: 1.362288 - generator loss: 0.734792 - 1s
Epoch 9593/50000
discriminator loss: 1.357868 - generator loss: 0.732992 - 1s
Epoch 9594/50000
discriminator loss: 1.349207 - generator loss: 0.736905 - 1s
Epoch 9595/50000
discriminator loss: 1.348249 - generator loss: 0.747317 - 1s
Epoch 9596/50000
discriminator loss: 1.359673 - generator loss: 0.744436 - 1s
Epoch 9597/50000
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Epoch 9598/50000
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Epoch 9599/50000
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Epoch 9600/50000
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Epoch 9601/50000
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Epoch 9602/50000
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Epoch 9603/50000
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Epoch 9604/50000
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Epoch 9605/50000
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Epoch 9606/50000
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Epoch 9607/50000
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Epoch 9608/50000
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Epoch 9609/50000
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Epoch 9610/50000
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Epoch 9611/50000
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Epoch 9612/50000
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Epoch 9613/50000
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Epoch 9614/50000
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Epoch 9615/50000
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Epoch 9616/50000
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Epoch 9617/50000
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Epoch 9618/50000
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Epoch 9619/50000
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Epoch 9620/50000
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Epoch 9621/50000
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Epoch 9622/50000
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Epoch 9623/50000
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Epoch 9624/50000
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Epoch 9625/50000
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Epoch 9626/50000
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Epoch 9627/50000
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Epoch 9628/50000
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Epoch 9629/50000
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Epoch 9630/50000
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Epoch 9631/50000
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Epoch 9632/50000
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Epoch 9633/50000
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Epoch 9634/50000
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Epoch 9635/50000
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Epoch 9636/50000
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Epoch 9637/50000
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Epoch 9638/50000
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Epoch 9639/50000
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Epoch 9640/50000
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Epoch 9641/50000
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Epoch 9642/50000
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Epoch 9643/50000
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Epoch 9644/50000
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Epoch 9645/50000
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Epoch 9646/50000
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Epoch 9647/50000
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Epoch 9648/50000
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Epoch 9649/50000
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Epoch 9650/50000
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Epoch 9651/50000
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Epoch 9652/50000
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Epoch 9653/50000
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Epoch 9654/50000
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Epoch 9655/50000
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Epoch 9656/50000
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Epoch 9657/50000
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Epoch 9658/50000
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Epoch 9659/50000
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Epoch 9660/50000
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Epoch 9661/50000
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Epoch 9662/50000
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Epoch 9663/50000
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Epoch 9664/50000
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Epoch 9665/50000
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Epoch 9666/50000
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Epoch 9667/50000
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Epoch 9668/50000
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Epoch 9669/50000
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Epoch 9670/50000
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Epoch 9671/50000
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Epoch 9672/50000
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Epoch 9673/50000
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Epoch 9674/50000
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Epoch 9675/50000
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Epoch 9676/50000
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Epoch 9677/50000
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Epoch 9678/50000
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Epoch 9679/50000
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Epoch 9680/50000
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Epoch 9681/50000
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Epoch 9682/50000
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Epoch 9683/50000
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Epoch 9684/50000
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Epoch 9685/50000
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Epoch 9686/50000
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Epoch 9687/50000
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Epoch 9688/50000
discriminator loss: 1.350581 - generator loss: 0.757203 - 1s
Epoch 9689/50000
discriminator loss: 1.354281 - generator loss: 0.735593 - 1s
Epoch 9690/50000
discriminator loss: 1.363606 - generator loss: 0.726709 - 1s
Epoch 9691/50000
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Epoch 9692/50000
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Epoch 9693/50000
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Epoch 9694/50000
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Epoch 9695/50000
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Epoch 9696/50000
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Epoch 9697/50000
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Epoch 9698/50000
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Epoch 9699/50000
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Epoch 9700/50000
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Epoch 9701/50000
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Epoch 9702/50000
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Epoch 9703/50000
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Epoch 9704/50000
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Epoch 9705/50000
discriminator loss: 1.363225 - generator loss: 0.730694 - 1s
Epoch 9706/50000
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Epoch 9707/50000
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Epoch 9708/50000
discriminator loss: 1.355230 - generator loss: 0.743269 - 1s
Epoch 9709/50000
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Epoch 9710/50000
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Epoch 9711/50000
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Epoch 9712/50000
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Epoch 9713/50000
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Epoch 9714/50000
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Epoch 9715/50000
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Epoch 9716/50000
discriminator loss: 1.359512 - generator loss: 0.740687 - 1s
Epoch 9717/50000
discriminator loss: 1.362300 - generator loss: 0.740591 - 1s
Epoch 9718/50000
discriminator loss: 1.348175 - generator loss: 0.762413 - 1s
Epoch 9719/50000
discriminator loss: 1.363806 - generator loss: 0.735239 - 1s
Epoch 9720/50000
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Epoch 9721/50000
discriminator loss: 1.351360 - generator loss: 0.740082 - 1s
Epoch 9722/50000
discriminator loss: 1.343983 - generator loss: 0.746595 - 1s
Epoch 9723/50000
discriminator loss: 1.361350 - generator loss: 0.745758 - 1s
Epoch 9724/50000
discriminator loss: 1.360950 - generator loss: 0.748934 - 1s
Epoch 9725/50000
discriminator loss: 1.348007 - generator loss: 0.755939 - 1s
Epoch 9726/50000
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Epoch 9727/50000
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Epoch 9728/50000
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Epoch 9729/50000
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Epoch 9730/50000
discriminator loss: 1.354444 - generator loss: 0.740739 - 1s
Epoch 9731/50000
discriminator loss: 1.364673 - generator loss: 0.737379 - 1s
Epoch 9732/50000
discriminator loss: 1.347754 - generator loss: 0.762466 - 1s
Epoch 9733/50000
discriminator loss: 1.355061 - generator loss: 0.747608 - 1s
Epoch 9734/50000
discriminator loss: 1.350648 - generator loss: 0.750479 - 1s
Epoch 9735/50000
discriminator loss: 1.360987 - generator loss: 0.724393 - 1s
Epoch 9736/50000
discriminator loss: 1.359560 - generator loss: 0.733374 - 1s
Epoch 9737/50000
discriminator loss: 1.350202 - generator loss: 0.744800 - 1s
Epoch 9738/50000
discriminator loss: 1.365312 - generator loss: 0.742645 - 1s
Epoch 9739/50000
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Epoch 9740/50000
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Epoch 9741/50000
discriminator loss: 1.353723 - generator loss: 0.747676 - 1s
Epoch 9742/50000
discriminator loss: 1.367325 - generator loss: 0.724688 - 1s
Epoch 9743/50000
discriminator loss: 1.351197 - generator loss: 0.741808 - 1s
Epoch 9744/50000
discriminator loss: 1.343112 - generator loss: 0.742624 - 1s
Epoch 9745/50000
discriminator loss: 1.351638 - generator loss: 0.748018 - 1s
Epoch 9746/50000
discriminator loss: 1.355980 - generator loss: 0.744682 - 1s
Epoch 9747/50000
discriminator loss: 1.351291 - generator loss: 0.756987 - 1s
Epoch 9748/50000
discriminator loss: 1.347629 - generator loss: 0.757768 - 1s
Epoch 9749/50000
discriminator loss: 1.353335 - generator loss: 0.738141 - 1s
Epoch 9750/50000
discriminator loss: 1.355664 - generator loss: 0.728769 - 1s
Epoch 9751/50000
discriminator loss: 1.341297 - generator loss: 0.745704 - 1s
Epoch 9752/50000
discriminator loss: 1.351146 - generator loss: 0.755981 - 1s
Epoch 9753/50000
discriminator loss: 1.355409 - generator loss: 0.742932 - 1s
Epoch 9754/50000
discriminator loss: 1.363148 - generator loss: 0.737924 - 1s
Epoch 9755/50000
discriminator loss: 1.352790 - generator loss: 0.763034 - 1s
Epoch 9756/50000
discriminator loss: 1.356953 - generator loss: 0.741822 - 1s
Epoch 9757/50000
discriminator loss: 1.359613 - generator loss: 0.732374 - 1s
Epoch 9758/50000
discriminator loss: 1.358417 - generator loss: 0.731624 - 1s
Epoch 9759/50000
discriminator loss: 1.348735 - generator loss: 0.742126 - 1s
Epoch 9760/50000
discriminator loss: 1.349910 - generator loss: 0.749301 - 1s
Epoch 9761/50000
discriminator loss: 1.366178 - generator loss: 0.736154 - 1s
Epoch 9762/50000
discriminator loss: 1.357368 - generator loss: 0.754249 - 1s
Epoch 9763/50000
discriminator loss: 1.338535 - generator loss: 0.763447 - 1s
Epoch 9764/50000
discriminator loss: 1.349818 - generator loss: 0.741685 - 1s
Epoch 9765/50000
discriminator loss: 1.363026 - generator loss: 0.726899 - 1s
Epoch 9766/50000
discriminator loss: 1.345040 - generator loss: 0.738835 - 1s
Epoch 9767/50000
discriminator loss: 1.349246 - generator loss: 0.742385 - 1s
Epoch 9768/50000
discriminator loss: 1.362025 - generator loss: 0.747628 - 1s
Epoch 9769/50000
discriminator loss: 1.357809 - generator loss: 0.746858 - 1s
Epoch 9770/50000
discriminator loss: 1.352292 - generator loss: 0.753555 - 1s
Epoch 9771/50000
discriminator loss: 1.346685 - generator loss: 0.752044 - 1s
Epoch 9772/50000
discriminator loss: 1.365943 - generator loss: 0.732072 - 1s
Epoch 9773/50000
discriminator loss: 1.353755 - generator loss: 0.733325 - 1s
Epoch 9774/50000
discriminator loss: 1.347658 - generator loss: 0.739334 - 1s
Epoch 9775/50000
discriminator loss: 1.351172 - generator loss: 0.743730 - 1s
Epoch 9776/50000
discriminator loss: 1.361585 - generator loss: 0.741564 - 1s
Epoch 9777/50000
discriminator loss: 1.356773 - generator loss: 0.760691 - 1s
Epoch 9778/50000
discriminator loss: 1.342908 - generator loss: 0.755944 - 1s
Epoch 9779/50000
discriminator loss: 1.348159 - generator loss: 0.744446 - 1s
Epoch 9780/50000
discriminator loss: 1.362558 - generator loss: 0.725348 - 1s
Epoch 9781/50000
discriminator loss: 1.357802 - generator loss: 0.734983 - 1s
Epoch 9782/50000
discriminator loss: 1.350305 - generator loss: 0.742903 - 1s
Epoch 9783/50000
discriminator loss: 1.358562 - generator loss: 0.745646 - 1s
Epoch 9784/50000
discriminator loss: 1.364823 - generator loss: 0.739148 - 1s
Epoch 9785/50000
discriminator loss: 1.350960 - generator loss: 0.753024 - 1s
Epoch 9786/50000
discriminator loss: 1.351383 - generator loss: 0.756360 - 1s
Epoch 9787/50000
discriminator loss: 1.356715 - generator loss: 0.737359 - 1s
Epoch 9788/50000
discriminator loss: 1.362666 - generator loss: 0.725975 - 1s
Epoch 9789/50000
discriminator loss: 1.345053 - generator loss: 0.740654 - 1s
Epoch 9790/50000
discriminator loss: 1.356907 - generator loss: 0.746434 - 1s
Epoch 9791/50000
discriminator loss: 1.359356 - generator loss: 0.748183 - 1s
Epoch 9792/50000
discriminator loss: 1.356327 - generator loss: 0.751409 - 1s
Epoch 9793/50000
discriminator loss: 1.351389 - generator loss: 0.752382 - 1s
Epoch 9794/50000
discriminator loss: 1.353956 - generator loss: 0.738103 - 1s
Epoch 9795/50000
discriminator loss: 1.360675 - generator loss: 0.729737 - 1s
Epoch 9796/50000
discriminator loss: 1.355619 - generator loss: 0.736710 - 1s
Epoch 9797/50000
discriminator loss: 1.346205 - generator loss: 0.740390 - 1s
Epoch 9798/50000
discriminator loss: 1.355306 - generator loss: 0.746587 - 1s
Epoch 9799/50000
discriminator loss: 1.363550 - generator loss: 0.750278 - 1s
Epoch 9800/50000
discriminator loss: 1.359700 - generator loss: 0.750378 - 1s
Epoch 9801/50000
discriminator loss: 1.347992 - generator loss: 0.752046 - 1s
Epoch 9802/50000
discriminator loss: 1.359997 - generator loss: 0.737033 - 1s
Epoch 9803/50000
discriminator loss: 1.351768 - generator loss: 0.732368 - 1s
Epoch 9804/50000
discriminator loss: 1.354697 - generator loss: 0.739766 - 1s
Epoch 9805/50000
discriminator loss: 1.352014 - generator loss: 0.743045 - 1s
Epoch 9806/50000
discriminator loss: 1.364824 - generator loss: 0.739459 - 1s
Epoch 9807/50000
discriminator loss: 1.360218 - generator loss: 0.747744 - 1s
Epoch 9808/50000
discriminator loss: 1.348137 - generator loss: 0.751718 - 1s
Epoch 9809/50000
discriminator loss: 1.351153 - generator loss: 0.746330 - 1s
Epoch 9810/50000
discriminator loss: 1.360011 - generator loss: 0.736008 - 1s
Epoch 9811/50000
discriminator loss: 1.349499 - generator loss: 0.733630 - 1s
Epoch 9812/50000
discriminator loss: 1.344509 - generator loss: 0.750780 - 1s
Epoch 9813/50000
discriminator loss: 1.348735 - generator loss: 0.747052 - 1s
Epoch 9814/50000
discriminator loss: 1.354666 - generator loss: 0.744115 - 1s
Epoch 9815/50000
discriminator loss: 1.357034 - generator loss: 0.746309 - 1s
Epoch 9816/50000
discriminator loss: 1.351680 - generator loss: 0.751088 - 1s
Epoch 9817/50000
discriminator loss: 1.353698 - generator loss: 0.744088 - 1s
Epoch 9818/50000
discriminator loss: 1.364955 - generator loss: 0.723498 - 1s
Epoch 9819/50000
discriminator loss: 1.351493 - generator loss: 0.742273 - 1s
Epoch 9820/50000
discriminator loss: 1.349638 - generator loss: 0.747689 - 1s
Epoch 9821/50000
discriminator loss: 1.353574 - generator loss: 0.747293 - 1s
Epoch 9822/50000
discriminator loss: 1.358496 - generator loss: 0.747056 - 1s
Epoch 9823/50000
discriminator loss: 1.346137 - generator loss: 0.754799 - 1s
Epoch 9824/50000
discriminator loss: 1.347880 - generator loss: 0.748236 - 1s
Epoch 9825/50000
discriminator loss: 1.358283 - generator loss: 0.727144 - 1s
Epoch 9826/50000
discriminator loss: 1.348909 - generator loss: 0.742333 - 1s
Epoch 9827/50000
discriminator loss: 1.347314 - generator loss: 0.744782 - 1s
Epoch 9828/50000
discriminator loss: 1.359273 - generator loss: 0.744335 - 1s
Epoch 9829/50000
discriminator loss: 1.347579 - generator loss: 0.751869 - 1s
Epoch 9830/50000
discriminator loss: 1.345792 - generator loss: 0.758391 - 1s
Epoch 9831/50000
discriminator loss: 1.354952 - generator loss: 0.743946 - 1s
Epoch 9832/50000
discriminator loss: 1.355738 - generator loss: 0.732186 - 1s
Epoch 9833/50000
discriminator loss: 1.356639 - generator loss: 0.736785 - 1s
Epoch 9834/50000
discriminator loss: 1.344403 - generator loss: 0.742959 - 1s
Epoch 9835/50000
discriminator loss: 1.355973 - generator loss: 0.737613 - 1s
Epoch 9836/50000
discriminator loss: 1.364836 - generator loss: 0.743347 - 1s
Epoch 9837/50000
discriminator loss: 1.352792 - generator loss: 0.751342 - 1s
Epoch 9838/50000
discriminator loss: 1.340439 - generator loss: 0.755809 - 1s
Epoch 9839/50000
discriminator loss: 1.356417 - generator loss: 0.742766 - 1s
Epoch 9840/50000
discriminator loss: 1.362386 - generator loss: 0.731253 - 1s
Epoch 9841/50000
discriminator loss: 1.358105 - generator loss: 0.732033 - 1s
Epoch 9842/50000
discriminator loss: 1.355236 - generator loss: 0.744194 - 1s
Epoch 9843/50000
discriminator loss: 1.364156 - generator loss: 0.734624 - 1s
Epoch 9844/50000
discriminator loss: 1.360730 - generator loss: 0.743038 - 1s
Epoch 9845/50000
discriminator loss: 1.353815 - generator loss: 0.755550 - 1s
Epoch 9846/50000
discriminator loss: 1.340062 - generator loss: 0.756223 - 1s
Epoch 9847/50000
discriminator loss: 1.356592 - generator loss: 0.738133 - 1s
Epoch 9848/50000
discriminator loss: 1.356047 - generator loss: 0.734037 - 1s
Epoch 9849/50000
discriminator loss: 1.351965 - generator loss: 0.733242 - 1s
Epoch 9850/50000
discriminator loss: 1.360504 - generator loss: 0.740158 - 1s
Epoch 9851/50000
discriminator loss: 1.355978 - generator loss: 0.749438 - 1s
Epoch 9852/50000
discriminator loss: 1.350656 - generator loss: 0.752686 - 1s
Epoch 9853/50000
discriminator loss: 1.338191 - generator loss: 0.758141 - 1s
Epoch 9854/50000
discriminator loss: 1.354900 - generator loss: 0.742927 - 1s
Epoch 9855/50000
discriminator loss: 1.367299 - generator loss: 0.727675 - 1s
Epoch 9856/50000
discriminator loss: 1.359786 - generator loss: 0.730366 - 1s
Epoch 9857/50000
discriminator loss: 1.345366 - generator loss: 0.745865 - 1s
Epoch 9858/50000
discriminator loss: 1.362381 - generator loss: 0.737536 - 1s
Epoch 9859/50000
discriminator loss: 1.368896 - generator loss: 0.738881 - 1s
Epoch 9860/50000
discriminator loss: 1.347080 - generator loss: 0.760277 - 1s
Epoch 9861/50000
discriminator loss: 1.346618 - generator loss: 0.759875 - 1s
Epoch 9862/50000
discriminator loss: 1.356115 - generator loss: 0.734438 - 1s
Epoch 9863/50000
discriminator loss: 1.358934 - generator loss: 0.729743 - 1s
Epoch 9864/50000
discriminator loss: 1.342018 - generator loss: 0.747321 - 1s
Epoch 9865/50000
discriminator loss: 1.348126 - generator loss: 0.748517 - 1s
Epoch 9866/50000
discriminator loss: 1.357597 - generator loss: 0.741962 - 1s
Epoch 9867/50000
discriminator loss: 1.356806 - generator loss: 0.750188 - 1s
Epoch 9868/50000
discriminator loss: 1.345512 - generator loss: 0.758731 - 1s
Epoch 9869/50000
discriminator loss: 1.354084 - generator loss: 0.744910 - 1s
Epoch 9870/50000
discriminator loss: 1.356753 - generator loss: 0.731639 - 1s
Epoch 9871/50000
discriminator loss: 1.357744 - generator loss: 0.735523 - 1s
Epoch 9872/50000
discriminator loss: 1.349554 - generator loss: 0.746651 - 1s
Epoch 9873/50000
discriminator loss: 1.352372 - generator loss: 0.743650 - 1s
Epoch 9874/50000
discriminator loss: 1.364880 - generator loss: 0.737854 - 1s
Epoch 9875/50000
discriminator loss: 1.354496 - generator loss: 0.751981 - 1s
Epoch 9876/50000
discriminator loss: 1.352767 - generator loss: 0.752692 - 1s
Epoch 9877/50000
discriminator loss: 1.361699 - generator loss: 0.737788 - 1s
Epoch 9878/50000
discriminator loss: 1.362923 - generator loss: 0.725140 - 1s
Epoch 9879/50000
discriminator loss: 1.357280 - generator loss: 0.736641 - 1s
Epoch 9880/50000
discriminator loss: 1.352592 - generator loss: 0.743436 - 1s
Epoch 9881/50000
discriminator loss: 1.359303 - generator loss: 0.743716 - 1s
Epoch 9882/50000
discriminator loss: 1.355714 - generator loss: 0.749807 - 1s
Epoch 9883/50000
discriminator loss: 1.348647 - generator loss: 0.759981 - 1s
Epoch 9884/50000
discriminator loss: 1.347945 - generator loss: 0.751193 - 1s
Epoch 9885/50000
discriminator loss: 1.355623 - generator loss: 0.739141 - 1s
Epoch 9886/50000
discriminator loss: 1.350801 - generator loss: 0.734782 - 1s
Epoch 9887/50000
discriminator loss: 1.349295 - generator loss: 0.737030 - 1s
Epoch 9888/50000
discriminator loss: 1.351573 - generator loss: 0.744487 - 1s
Epoch 9889/50000
discriminator loss: 1.357211 - generator loss: 0.752664 - 1s
Epoch 9890/50000
discriminator loss: 1.353377 - generator loss: 0.753522 - 1s
Epoch 9891/50000
discriminator loss: 1.352892 - generator loss: 0.745246 - 1s
Epoch 9892/50000
discriminator loss: 1.349271 - generator loss: 0.741283 - 1s
Epoch 9893/50000
discriminator loss: 1.363822 - generator loss: 0.725975 - 1s
Epoch 9894/50000
discriminator loss: 1.357153 - generator loss: 0.743438 - 1s
Epoch 9895/50000
discriminator loss: 1.347048 - generator loss: 0.743512 - 1s
Epoch 9896/50000
discriminator loss: 1.352120 - generator loss: 0.745154 - 1s
Epoch 9897/50000
discriminator loss: 1.353242 - generator loss: 0.752489 - 1s
Epoch 9898/50000
discriminator loss: 1.350356 - generator loss: 0.751979 - 1s
Epoch 9899/50000
discriminator loss: 1.351915 - generator loss: 0.744115 - 1s
Epoch 9900/50000
discriminator loss: 1.362383 - generator loss: 0.738789 - 1s
Epoch 9901/50000
discriminator loss: 1.354160 - generator loss: 0.735135 - 1s
Epoch 9902/50000
discriminator loss: 1.350374 - generator loss: 0.743370 - 1s
Epoch 9903/50000
discriminator loss: 1.359926 - generator loss: 0.733064 - 1s
Epoch 9904/50000
discriminator loss: 1.358430 - generator loss: 0.749591 - 1s
Epoch 9905/50000
discriminator loss: 1.355784 - generator loss: 0.749219 - 1s
Epoch 9906/50000
discriminator loss: 1.356960 - generator loss: 0.745598 - 1s
Epoch 9907/50000
discriminator loss: 1.360753 - generator loss: 0.736456 - 1s
Epoch 9908/50000
discriminator loss: 1.351384 - generator loss: 0.736010 - 1s
Epoch 9909/50000
discriminator loss: 1.349153 - generator loss: 0.747451 - 1s
Epoch 9910/50000
discriminator loss: 1.358306 - generator loss: 0.740107 - 1s
Epoch 9911/50000
discriminator loss: 1.360355 - generator loss: 0.741457 - 1s
Epoch 9912/50000
discriminator loss: 1.357341 - generator loss: 0.747461 - 1s
Epoch 9913/50000
discriminator loss: 1.354382 - generator loss: 0.740923 - 1s
Epoch 9914/50000
discriminator loss: 1.351954 - generator loss: 0.749223 - 1s
Epoch 9915/50000
discriminator loss: 1.361661 - generator loss: 0.733276 - 1s
Epoch 9916/50000
discriminator loss: 1.352013 - generator loss: 0.743060 - 1s
Epoch 9917/50000
discriminator loss: 1.358694 - generator loss: 0.731237 - 1s
Epoch 9918/50000
discriminator loss: 1.351868 - generator loss: 0.746114 - 1s
Epoch 9919/50000
discriminator loss: 1.363531 - generator loss: 0.740468 - 1s
Epoch 9920/50000
discriminator loss: 1.354006 - generator loss: 0.750948 - 1s
Epoch 9921/50000
discriminator loss: 1.345976 - generator loss: 0.752558 - 1s
Epoch 9922/50000
discriminator loss: 1.353839 - generator loss: 0.740860 - 1s
Epoch 9923/50000
discriminator loss: 1.358103 - generator loss: 0.734547 - 1s
Epoch 9924/50000
discriminator loss: 1.354312 - generator loss: 0.733464 - 1s
Epoch 9925/50000
discriminator loss: 1.349261 - generator loss: 0.750860 - 1s
Epoch 9926/50000
discriminator loss: 1.359550 - generator loss: 0.735195 - 1s
Epoch 9927/50000
discriminator loss: 1.353548 - generator loss: 0.746428 - 1s
Epoch 9928/50000
discriminator loss: 1.355547 - generator loss: 0.752113 - 1s
Epoch 9929/50000
discriminator loss: 1.351524 - generator loss: 0.753329 - 1s
Epoch 9930/50000
discriminator loss: 1.361463 - generator loss: 0.728094 - 1s
Epoch 9931/50000
discriminator loss: 1.355910 - generator loss: 0.740114 - 1s
Epoch 9932/50000
discriminator loss: 1.351474 - generator loss: 0.740370 - 1s
Epoch 9933/50000
discriminator loss: 1.348125 - generator loss: 0.747057 - 1s
Epoch 9934/50000
discriminator loss: 1.356742 - generator loss: 0.746905 - 1s
Epoch 9935/50000
discriminator loss: 1.350906 - generator loss: 0.754763 - 1s
Epoch 9936/50000
discriminator loss: 1.334000 - generator loss: 0.762592 - 1s
Epoch 9937/50000
discriminator loss: 1.353932 - generator loss: 0.741686 - 1s
Epoch 9938/50000
discriminator loss: 1.363970 - generator loss: 0.730183 - 1s
Epoch 9939/50000
discriminator loss: 1.354277 - generator loss: 0.738857 - 1s
Epoch 9940/50000
discriminator loss: 1.356904 - generator loss: 0.738554 - 1s
Epoch 9941/50000
discriminator loss: 1.356483 - generator loss: 0.743267 - 1s
Epoch 9942/50000
discriminator loss: 1.348567 - generator loss: 0.756220 - 1s
Epoch 9943/50000
discriminator loss: 1.353454 - generator loss: 0.751682 - 1s
Epoch 9944/50000
discriminator loss: 1.350527 - generator loss: 0.752123 - 1s
Epoch 9945/50000
discriminator loss: 1.358095 - generator loss: 0.737397 - 1s
Epoch 9946/50000
discriminator loss: 1.356300 - generator loss: 0.733720 - 1s
Epoch 9947/50000
discriminator loss: 1.347300 - generator loss: 0.743083 - 1s
Epoch 9948/50000
discriminator loss: 1.358227 - generator loss: 0.738977 - 1s
Epoch 9949/50000
discriminator loss: 1.359226 - generator loss: 0.747577 - 1s
Epoch 9950/50000
discriminator loss: 1.359770 - generator loss: 0.751772 - 1s
Epoch 9951/50000
discriminator loss: 1.337949 - generator loss: 0.764240 - 1s
Epoch 9952/50000
discriminator loss: 1.347556 - generator loss: 0.742227 - 1s
Epoch 9953/50000
discriminator loss: 1.367417 - generator loss: 0.725147 - 1s
Epoch 9954/50000
discriminator loss: 1.351527 - generator loss: 0.741229 - 1s
Epoch 9955/50000
discriminator loss: 1.350548 - generator loss: 0.743181 - 1s
Epoch 9956/50000
discriminator loss: 1.359412 - generator loss: 0.740682 - 1s
Epoch 9957/50000
discriminator loss: 1.362449 - generator loss: 0.752007 - 1s
Epoch 9958/50000
discriminator loss: 1.350468 - generator loss: 0.752222 - 1s
Epoch 9959/50000
discriminator loss: 1.346463 - generator loss: 0.749495 - 1s
Epoch 9960/50000
discriminator loss: 1.353203 - generator loss: 0.742357 - 1s
Epoch 9961/50000
discriminator loss: 1.353670 - generator loss: 0.734099 - 1s
Epoch 9962/50000
discriminator loss: 1.348010 - generator loss: 0.745002 - 1s
Epoch 9963/50000
discriminator loss: 1.358038 - generator loss: 0.742729 - 1s
Epoch 9964/50000
discriminator loss: 1.359944 - generator loss: 0.743489 - 1s
Epoch 9965/50000
discriminator loss: 1.366392 - generator loss: 0.743557 - 1s
Epoch 9966/50000
discriminator loss: 1.348288 - generator loss: 0.747660 - 1s
Epoch 9967/50000
discriminator loss: 1.347896 - generator loss: 0.748680 - 1s
Epoch 9968/50000
discriminator loss: 1.359401 - generator loss: 0.730877 - 1s
Epoch 9969/50000
discriminator loss: 1.356826 - generator loss: 0.737190 - 1s
Epoch 9970/50000
discriminator loss: 1.346890 - generator loss: 0.745190 - 1s
Epoch 9971/50000
discriminator loss: 1.352037 - generator loss: 0.740056 - 1s
Epoch 9972/50000
discriminator loss: 1.366061 - generator loss: 0.744942 - 1s
Epoch 9973/50000
discriminator loss: 1.352678 - generator loss: 0.752162 - 1s
Epoch 9974/50000
discriminator loss: 1.342699 - generator loss: 0.755402 - 1s
Epoch 9975/50000
discriminator loss: 1.353786 - generator loss: 0.735305 - 1s
Epoch 9976/50000
discriminator loss: 1.362817 - generator loss: 0.725431 - 1s
Epoch 9977/50000
discriminator loss: 1.351366 - generator loss: 0.741463 - 1s
Epoch 9978/50000
discriminator loss: 1.353770 - generator loss: 0.742314 - 1s
Epoch 9979/50000
discriminator loss: 1.360755 - generator loss: 0.746869 - 1s
Epoch 9980/50000
discriminator loss: 1.360661 - generator loss: 0.744995 - 1s
Epoch 9981/50000
discriminator loss: 1.344654 - generator loss: 0.763061 - 1s
Epoch 9982/50000
discriminator loss: 1.353154 - generator loss: 0.742143 - 1s
Epoch 9983/50000
discriminator loss: 1.366878 - generator loss: 0.725853 - 1s
Epoch 9984/50000
discriminator loss: 1.352740 - generator loss: 0.734662 - 1s
Epoch 9985/50000
discriminator loss: 1.343355 - generator loss: 0.746705 - 1s
Epoch 9986/50000
discriminator loss: 1.353499 - generator loss: 0.742478 - 1s
Epoch 9987/50000
discriminator loss: 1.368626 - generator loss: 0.744778 - 1s
Epoch 9988/50000
discriminator loss: 1.346733 - generator loss: 0.758756 - 1s
Epoch 9989/50000
discriminator loss: 1.345381 - generator loss: 0.756230 - 1s
Epoch 9990/50000
discriminator loss: 1.358111 - generator loss: 0.730292 - 1s
Epoch 9991/50000
discriminator loss: 1.360237 - generator loss: 0.729037 - 1s
Epoch 9992/50000
discriminator loss: 1.357695 - generator loss: 0.737614 - 1s
Epoch 9993/50000
discriminator loss: 1.356801 - generator loss: 0.744721 - 1s
Epoch 9994/50000
discriminator loss: 1.364085 - generator loss: 0.742961 - 1s
Epoch 9995/50000
discriminator loss: 1.362637 - generator loss: 0.747337 - 1s
Epoch 9996/50000
discriminator loss: 1.336484 - generator loss: 0.759504 - 1s
Epoch 9997/50000
discriminator loss: 1.354546 - generator loss: 0.746940 - 1s
Epoch 9998/50000
discriminator loss: 1.354622 - generator loss: 0.734097 - 1s
Epoch 9999/50000
discriminator loss: 1.356925 - generator loss: 0.732373 - 1s
Epoch 10000/50000
discriminator loss: 1.340267 - generator loss: 0.750578 - 1s
Epoch 10001/50000
discriminator loss: 1.354184 - generator loss: 0.741914 - 1s

Loss: 

Epoch 10002/50000
discriminator loss: 1.368420 - generator loss: 0.741222 - 1s
Epoch 10003/50000
discriminator loss: 1.347870 - generator loss: 0.753050 - 1s
Epoch 10004/50000
discriminator loss: 1.351190 - generator loss: 0.753115 - 1s
Epoch 10005/50000
discriminator loss: 1.364777 - generator loss: 0.730405 - 1s
Epoch 10006/50000
discriminator loss: 1.352963 - generator loss: 0.741450 - 1s
Epoch 10007/50000
discriminator loss: 1.349498 - generator loss: 0.734726 - 1s
Epoch 10008/50000
discriminator loss: 1.340650 - generator loss: 0.748491 - 1s
Epoch 10009/50000
discriminator loss: 1.357386 - generator loss: 0.746812 - 1s
Epoch 10010/50000
discriminator loss: 1.360412 - generator loss: 0.748640 - 1s
Epoch 10011/50000
discriminator loss: 1.356108 - generator loss: 0.748361 - 1s
Epoch 10012/50000
discriminator loss: 1.358123 - generator loss: 0.743854 - 1s
Epoch 10013/50000
discriminator loss: 1.361231 - generator loss: 0.738138 - 1s
Epoch 10014/50000
discriminator loss: 1.360137 - generator loss: 0.723886 - 1s
Epoch 10015/50000
discriminator loss: 1.341743 - generator loss: 0.747398 - 1s
Epoch 10016/50000
discriminator loss: 1.345545 - generator loss: 0.750916 - 1s
Epoch 10017/50000
discriminator loss: 1.358109 - generator loss: 0.747239 - 1s
Epoch 10018/50000
discriminator loss: 1.351155 - generator loss: 0.753558 - 1s
Epoch 10019/50000
discriminator loss: 1.349406 - generator loss: 0.758652 - 1s
Epoch 10020/50000
discriminator loss: 1.352550 - generator loss: 0.741924 - 1s
Epoch 10021/50000
discriminator loss: 1.352040 - generator loss: 0.734589 - 1s
Epoch 10022/50000
discriminator loss: 1.352501 - generator loss: 0.738571 - 1s
Epoch 10023/50000
discriminator loss: 1.351029 - generator loss: 0.741542 - 1s
Epoch 10024/50000
discriminator loss: 1.352655 - generator loss: 0.747316 - 1s
Epoch 10025/50000
discriminator loss: 1.353510 - generator loss: 0.746754 - 1s
Epoch 10026/50000
discriminator loss: 1.352870 - generator loss: 0.747651 - 1s
Epoch 10027/50000
discriminator loss: 1.350900 - generator loss: 0.749156 - 1s
Epoch 10028/50000
discriminator loss: 1.352216 - generator loss: 0.736224 - 1s
Epoch 10029/50000
discriminator loss: 1.358629 - generator loss: 0.735352 - 1s
Epoch 10030/50000
discriminator loss: 1.349590 - generator loss: 0.740633 - 1s
Epoch 10031/50000
discriminator loss: 1.354950 - generator loss: 0.736407 - 1s
Epoch 10032/50000
discriminator loss: 1.360071 - generator loss: 0.747649 - 1s
Epoch 10033/50000
discriminator loss: 1.360670 - generator loss: 0.747492 - 1s
Epoch 10034/50000
discriminator loss: 1.354464 - generator loss: 0.749897 - 1s
Epoch 10035/50000
discriminator loss: 1.347352 - generator loss: 0.751860 - 1s
Epoch 10036/50000
discriminator loss: 1.355506 - generator loss: 0.741890 - 1s
Epoch 10037/50000
discriminator loss: 1.363352 - generator loss: 0.723247 - 1s
Epoch 10038/50000
discriminator loss: 1.355306 - generator loss: 0.741558 - 1s
Epoch 10039/50000
discriminator loss: 1.340326 - generator loss: 0.752632 - 1s
Epoch 10040/50000
discriminator loss: 1.361245 - generator loss: 0.743932 - 1s
Epoch 10041/50000
discriminator loss: 1.353693 - generator loss: 0.749564 - 1s
Epoch 10042/50000
discriminator loss: 1.345839 - generator loss: 0.754829 - 1s
Epoch 10043/50000
discriminator loss: 1.356452 - generator loss: 0.739629 - 1s
Epoch 10044/50000
discriminator loss: 1.356680 - generator loss: 0.735117 - 1s
Epoch 10045/50000
discriminator loss: 1.363413 - generator loss: 0.729722 - 1s
Epoch 10046/50000
discriminator loss: 1.351949 - generator loss: 0.741175 - 1s
Epoch 10047/50000
discriminator loss: 1.359314 - generator loss: 0.743034 - 1s
Epoch 10048/50000
discriminator loss: 1.358400 - generator loss: 0.741364 - 1s
Epoch 10049/50000
discriminator loss: 1.347006 - generator loss: 0.762673 - 1s
Epoch 10050/50000
discriminator loss: 1.356259 - generator loss: 0.750526 - 1s
Epoch 10051/50000
discriminator loss: 1.358620 - generator loss: 0.740266 - 1s
Epoch 10052/50000
discriminator loss: 1.360461 - generator loss: 0.732273 - 1s
Epoch 10053/50000
discriminator loss: 1.352799 - generator loss: 0.729064 - 1s
Epoch 10054/50000
discriminator loss: 1.343661 - generator loss: 0.746769 - 1s
Epoch 10055/50000
discriminator loss: 1.359353 - generator loss: 0.751212 - 1s
Epoch 10056/50000
discriminator loss: 1.357062 - generator loss: 0.744562 - 1s
Epoch 10057/50000
discriminator loss: 1.349289 - generator loss: 0.762903 - 1s
Epoch 10058/50000
discriminator loss: 1.354901 - generator loss: 0.744824 - 1s
Epoch 10059/50000
discriminator loss: 1.359195 - generator loss: 0.742186 - 1s
Epoch 10060/50000
discriminator loss: 1.355656 - generator loss: 0.730689 - 1s
Epoch 10061/50000
discriminator loss: 1.349043 - generator loss: 0.736316 - 1s
Epoch 10062/50000
discriminator loss: 1.356014 - generator loss: 0.750517 - 1s
Epoch 10063/50000
discriminator loss: 1.356408 - generator loss: 0.740645 - 1s
Epoch 10064/50000
discriminator loss: 1.352854 - generator loss: 0.756134 - 1s
Epoch 10065/50000
discriminator loss: 1.342921 - generator loss: 0.760427 - 1s
Epoch 10066/50000
discriminator loss: 1.352193 - generator loss: 0.745750 - 1s
Epoch 10067/50000
discriminator loss: 1.363588 - generator loss: 0.727326 - 1s
Epoch 10068/50000
discriminator loss: 1.348313 - generator loss: 0.737894 - 1s
Epoch 10069/50000
discriminator loss: 1.345668 - generator loss: 0.746876 - 1s
Epoch 10070/50000
discriminator loss: 1.348658 - generator loss: 0.744287 - 1s
Epoch 10071/50000
discriminator loss: 1.359714 - generator loss: 0.751996 - 1s
Epoch 10072/50000
discriminator loss: 1.362942 - generator loss: 0.746075 - 1s
Epoch 10073/50000
discriminator loss: 1.343636 - generator loss: 0.758752 - 1s
Epoch 10074/50000
discriminator loss: 1.356482 - generator loss: 0.750150 - 1s
Epoch 10075/50000
discriminator loss: 1.359421 - generator loss: 0.731137 - 1s
Epoch 10076/50000
discriminator loss: 1.353101 - generator loss: 0.725687 - 1s
Epoch 10077/50000
discriminator loss: 1.346419 - generator loss: 0.752372 - 1s
Epoch 10078/50000
discriminator loss: 1.347112 - generator loss: 0.750106 - 1s
Epoch 10079/50000
discriminator loss: 1.364490 - generator loss: 0.751160 - 1s
Epoch 10080/50000
discriminator loss: 1.359414 - generator loss: 0.753050 - 1s
Epoch 10081/50000
discriminator loss: 1.346327 - generator loss: 0.752001 - 1s
Epoch 10082/50000
discriminator loss: 1.353039 - generator loss: 0.736871 - 1s
Epoch 10083/50000
discriminator loss: 1.357399 - generator loss: 0.733681 - 1s
Epoch 10084/50000
discriminator loss: 1.354594 - generator loss: 0.738004 - 1s
Epoch 10085/50000
discriminator loss: 1.348521 - generator loss: 0.747483 - 1s
Epoch 10086/50000
discriminator loss: 1.355238 - generator loss: 0.745689 - 1s
Epoch 10087/50000
discriminator loss: 1.361404 - generator loss: 0.739932 - 1s
Epoch 10088/50000
discriminator loss: 1.352473 - generator loss: 0.759590 - 1s
Epoch 10089/50000
discriminator loss: 1.347017 - generator loss: 0.756010 - 1s
Epoch 10090/50000
discriminator loss: 1.355966 - generator loss: 0.738611 - 1s
Epoch 10091/50000
discriminator loss: 1.362045 - generator loss: 0.720260 - 1s
Epoch 10092/50000
discriminator loss: 1.348104 - generator loss: 0.743077 - 1s
Epoch 10093/50000
discriminator loss: 1.350784 - generator loss: 0.745907 - 1s
Epoch 10094/50000
discriminator loss: 1.349816 - generator loss: 0.751965 - 1s
Epoch 10095/50000
discriminator loss: 1.356137 - generator loss: 0.742983 - 1s
Epoch 10096/50000
discriminator loss: 1.350686 - generator loss: 0.758265 - 1s
Epoch 10097/50000
discriminator loss: 1.347709 - generator loss: 0.753115 - 1s
Epoch 10098/50000
discriminator loss: 1.363866 - generator loss: 0.735791 - 1s
Epoch 10099/50000
discriminator loss: 1.366245 - generator loss: 0.727508 - 1s
Epoch 10100/50000
discriminator loss: 1.348139 - generator loss: 0.739384 - 1s
Epoch 10101/50000
discriminator loss: 1.356806 - generator loss: 0.739978 - 1s
Epoch 10102/50000
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Epoch 10103/50000
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Epoch 10104/50000
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Epoch 10105/50000
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Epoch 10106/50000
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Epoch 10107/50000
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Epoch 10108/50000
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Epoch 10109/50000
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Epoch 10110/50000
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Epoch 10111/50000
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Epoch 10112/50000
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Epoch 10113/50000
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Epoch 10114/50000
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Epoch 10115/50000
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Epoch 10116/50000
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Epoch 10117/50000
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Epoch 10118/50000
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Epoch 10119/50000
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Epoch 10120/50000
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Epoch 10121/50000
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Epoch 10122/50000
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Epoch 10123/50000
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Epoch 10124/50000
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Epoch 10125/50000
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Epoch 10126/50000
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Epoch 10127/50000
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Epoch 10128/50000
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Epoch 10129/50000
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Epoch 10130/50000
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Epoch 10131/50000
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Epoch 10132/50000
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Epoch 10133/50000
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Epoch 10134/50000
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Epoch 10135/50000
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Epoch 10136/50000
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Epoch 10137/50000
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Epoch 10138/50000
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Epoch 10139/50000
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Epoch 10140/50000
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Epoch 10141/50000
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Epoch 10142/50000
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Epoch 10143/50000
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Epoch 10144/50000
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Epoch 10145/50000
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Epoch 10146/50000
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Epoch 10147/50000
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Epoch 10148/50000
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Epoch 10149/50000
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Epoch 10150/50000
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Epoch 10151/50000
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Epoch 10152/50000
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Epoch 10153/50000
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Epoch 10154/50000
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Epoch 10155/50000
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Epoch 10156/50000
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Epoch 10157/50000
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Epoch 10158/50000
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Epoch 10159/50000
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Epoch 10160/50000
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Epoch 10161/50000
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Epoch 10162/50000
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Epoch 10163/50000
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Epoch 10164/50000
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Epoch 10165/50000
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Epoch 10166/50000
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Epoch 10167/50000
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Epoch 10168/50000
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Epoch 10169/50000
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Epoch 10170/50000
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Epoch 10171/50000
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Epoch 10172/50000
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Epoch 10173/50000
discriminator loss: 1.348573 - generator loss: 0.753408 - 1s
Epoch 10174/50000
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Epoch 10175/50000
discriminator loss: 1.355886 - generator loss: 0.737906 - 1s
Epoch 10176/50000
discriminator loss: 1.355366 - generator loss: 0.728149 - 1s
Epoch 10177/50000
discriminator loss: 1.348139 - generator loss: 0.745617 - 1s
Epoch 10178/50000
discriminator loss: 1.347498 - generator loss: 0.742372 - 1s
Epoch 10179/50000
discriminator loss: 1.355228 - generator loss: 0.743436 - 1s
Epoch 10180/50000
discriminator loss: 1.361402 - generator loss: 0.748672 - 1s
Epoch 10181/50000
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Epoch 10182/50000
discriminator loss: 1.354392 - generator loss: 0.740950 - 1s
Epoch 10183/50000
discriminator loss: 1.358422 - generator loss: 0.732231 - 1s
Epoch 10184/50000
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Epoch 10185/50000
discriminator loss: 1.342728 - generator loss: 0.749529 - 1s
Epoch 10186/50000
discriminator loss: 1.347605 - generator loss: 0.753157 - 1s
Epoch 10187/50000
discriminator loss: 1.346672 - generator loss: 0.745906 - 1s
Epoch 10188/50000
discriminator loss: 1.354513 - generator loss: 0.752646 - 1s
Epoch 10189/50000
discriminator loss: 1.354755 - generator loss: 0.748851 - 1s
Epoch 10190/50000
discriminator loss: 1.359890 - generator loss: 0.731742 - 1s
Epoch 10191/50000
discriminator loss: 1.356860 - generator loss: 0.740038 - 1s
Epoch 10192/50000
discriminator loss: 1.354906 - generator loss: 0.738806 - 1s
Epoch 10193/50000
discriminator loss: 1.352966 - generator loss: 0.746733 - 1s
Epoch 10194/50000
discriminator loss: 1.356588 - generator loss: 0.742045 - 1s
Epoch 10195/50000
discriminator loss: 1.351832 - generator loss: 0.751099 - 1s
Epoch 10196/50000
discriminator loss: 1.346850 - generator loss: 0.751284 - 1s
Epoch 10197/50000
discriminator loss: 1.364365 - generator loss: 0.737188 - 1s
Epoch 10198/50000
discriminator loss: 1.360793 - generator loss: 0.731428 - 1s
Epoch 10199/50000
discriminator loss: 1.351819 - generator loss: 0.735518 - 1s
Epoch 10200/50000
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Epoch 10201/50000
discriminator loss: 1.362275 - generator loss: 0.740066 - 1s
Epoch 10202/50000
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Epoch 10203/50000
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Epoch 10204/50000
discriminator loss: 1.355882 - generator loss: 0.746750 - 1s
Epoch 10205/50000
discriminator loss: 1.356843 - generator loss: 0.738541 - 1s
Epoch 10206/50000
discriminator loss: 1.353516 - generator loss: 0.732341 - 1s
Epoch 10207/50000
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Epoch 10208/50000
discriminator loss: 1.351994 - generator loss: 0.746925 - 1s
Epoch 10209/50000
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Epoch 10210/50000
discriminator loss: 1.357030 - generator loss: 0.739898 - 1s
Epoch 10211/50000
discriminator loss: 1.355045 - generator loss: 0.754666 - 1s
Epoch 10212/50000
discriminator loss: 1.355088 - generator loss: 0.736327 - 1s
Epoch 10213/50000
discriminator loss: 1.356012 - generator loss: 0.733888 - 1s
Epoch 10214/50000
discriminator loss: 1.354540 - generator loss: 0.733062 - 1s
Epoch 10215/50000
discriminator loss: 1.354262 - generator loss: 0.748310 - 1s
Epoch 10216/50000
discriminator loss: 1.362246 - generator loss: 0.737085 - 1s
Epoch 10217/50000
discriminator loss: 1.356101 - generator loss: 0.745255 - 1s
Epoch 10218/50000
discriminator loss: 1.355492 - generator loss: 0.751510 - 1s
Epoch 10219/50000
discriminator loss: 1.359279 - generator loss: 0.735368 - 1s
Epoch 10220/50000
discriminator loss: 1.358286 - generator loss: 0.740047 - 1s
Epoch 10221/50000
discriminator loss: 1.353473 - generator loss: 0.735422 - 1s
Epoch 10222/50000
discriminator loss: 1.352131 - generator loss: 0.737345 - 1s
Epoch 10223/50000
discriminator loss: 1.357013 - generator loss: 0.749951 - 1s
Epoch 10224/50000
discriminator loss: 1.368961 - generator loss: 0.735673 - 1s
Epoch 10225/50000
discriminator loss: 1.360882 - generator loss: 0.741770 - 1s
Epoch 10226/50000
discriminator loss: 1.355046 - generator loss: 0.745213 - 1s
Epoch 10227/50000
discriminator loss: 1.362087 - generator loss: 0.728405 - 1s
Epoch 10228/50000
discriminator loss: 1.353017 - generator loss: 0.736617 - 1s
Epoch 10229/50000
discriminator loss: 1.352766 - generator loss: 0.743419 - 1s
Epoch 10230/50000
discriminator loss: 1.356417 - generator loss: 0.743687 - 1s
Epoch 10231/50000
discriminator loss: 1.360872 - generator loss: 0.738324 - 1s
Epoch 10232/50000
discriminator loss: 1.349096 - generator loss: 0.755442 - 1s
Epoch 10233/50000
discriminator loss: 1.344475 - generator loss: 0.748739 - 1s
Epoch 10234/50000
discriminator loss: 1.356686 - generator loss: 0.734108 - 1s
Epoch 10235/50000
discriminator loss: 1.358196 - generator loss: 0.736429 - 1s
Epoch 10236/50000
discriminator loss: 1.349279 - generator loss: 0.745086 - 1s
Epoch 10237/50000
discriminator loss: 1.339656 - generator loss: 0.748469 - 1s
Epoch 10238/50000
discriminator loss: 1.354077 - generator loss: 0.750788 - 1s
Epoch 10239/50000
discriminator loss: 1.351385 - generator loss: 0.745632 - 1s
Epoch 10240/50000
discriminator loss: 1.355305 - generator loss: 0.747750 - 1s
Epoch 10241/50000
discriminator loss: 1.348721 - generator loss: 0.747694 - 1s
Epoch 10242/50000
discriminator loss: 1.356048 - generator loss: 0.737429 - 1s
Epoch 10243/50000
discriminator loss: 1.351325 - generator loss: 0.737905 - 1s
Epoch 10244/50000
discriminator loss: 1.351534 - generator loss: 0.749975 - 1s
Epoch 10245/50000
discriminator loss: 1.349235 - generator loss: 0.749582 - 1s
Epoch 10246/50000
discriminator loss: 1.356433 - generator loss: 0.746470 - 1s
Epoch 10247/50000
discriminator loss: 1.345459 - generator loss: 0.754693 - 1s
Epoch 10248/50000
discriminator loss: 1.355332 - generator loss: 0.749852 - 1s
Epoch 10249/50000
discriminator loss: 1.360546 - generator loss: 0.738319 - 1s
Epoch 10250/50000
discriminator loss: 1.349562 - generator loss: 0.734927 - 1s
Epoch 10251/50000
discriminator loss: 1.355943 - generator loss: 0.735342 - 1s
Epoch 10252/50000
discriminator loss: 1.348836 - generator loss: 0.748967 - 1s
Epoch 10253/50000
discriminator loss: 1.363338 - generator loss: 0.743843 - 1s
Epoch 10254/50000
discriminator loss: 1.352224 - generator loss: 0.751624 - 1s
Epoch 10255/50000
discriminator loss: 1.352711 - generator loss: 0.754631 - 1s
Epoch 10256/50000
discriminator loss: 1.357560 - generator loss: 0.740780 - 1s
Epoch 10257/50000
discriminator loss: 1.360143 - generator loss: 0.729403 - 1s
Epoch 10258/50000
discriminator loss: 1.348704 - generator loss: 0.740218 - 1s
Epoch 10259/50000
discriminator loss: 1.353390 - generator loss: 0.744990 - 1s
Epoch 10260/50000
discriminator loss: 1.351500 - generator loss: 0.745054 - 1s
Epoch 10261/50000
discriminator loss: 1.358137 - generator loss: 0.743208 - 1s
Epoch 10262/50000
discriminator loss: 1.353005 - generator loss: 0.756123 - 1s
Epoch 10263/50000
discriminator loss: 1.347840 - generator loss: 0.754174 - 1s
Epoch 10264/50000
discriminator loss: 1.352077 - generator loss: 0.735018 - 1s
Epoch 10265/50000
discriminator loss: 1.354602 - generator loss: 0.731396 - 1s
Epoch 10266/50000
discriminator loss: 1.357486 - generator loss: 0.740062 - 1s
Epoch 10267/50000
discriminator loss: 1.359836 - generator loss: 0.747205 - 1s
Epoch 10268/50000
discriminator loss: 1.352925 - generator loss: 0.748449 - 1s
Epoch 10269/50000
discriminator loss: 1.348965 - generator loss: 0.755491 - 1s
Epoch 10270/50000
discriminator loss: 1.353497 - generator loss: 0.741093 - 1s
Epoch 10271/50000
discriminator loss: 1.358764 - generator loss: 0.740243 - 1s
Epoch 10272/50000
discriminator loss: 1.351788 - generator loss: 0.735046 - 1s
Epoch 10273/50000
discriminator loss: 1.353775 - generator loss: 0.740980 - 1s
Epoch 10274/50000
discriminator loss: 1.356898 - generator loss: 0.746132 - 1s
Epoch 10275/50000
discriminator loss: 1.366706 - generator loss: 0.733092 - 1s
Epoch 10276/50000
discriminator loss: 1.363300 - generator loss: 0.742015 - 1s
Epoch 10277/50000
discriminator loss: 1.347525 - generator loss: 0.756636 - 1s
Epoch 10278/50000
discriminator loss: 1.352855 - generator loss: 0.747678 - 1s
Epoch 10279/50000
discriminator loss: 1.357990 - generator loss: 0.734045 - 1s
Epoch 10280/50000
discriminator loss: 1.353612 - generator loss: 0.732277 - 1s
Epoch 10281/50000
discriminator loss: 1.348189 - generator loss: 0.739823 - 1s
Epoch 10282/50000
discriminator loss: 1.358849 - generator loss: 0.748639 - 1s
Epoch 10283/50000
discriminator loss: 1.359168 - generator loss: 0.750732 - 1s
Epoch 10284/50000
discriminator loss: 1.346589 - generator loss: 0.755183 - 1s
Epoch 10285/50000
discriminator loss: 1.351734 - generator loss: 0.749122 - 1s
Epoch 10286/50000
discriminator loss: 1.356819 - generator loss: 0.738370 - 1s
Epoch 10287/50000
discriminator loss: 1.355279 - generator loss: 0.724908 - 1s
Epoch 10288/50000
discriminator loss: 1.338703 - generator loss: 0.757667 - 1s
Epoch 10289/50000
discriminator loss: 1.360017 - generator loss: 0.740191 - 1s
Epoch 10290/50000
discriminator loss: 1.368195 - generator loss: 0.736535 - 1s
Epoch 10291/50000
discriminator loss: 1.352927 - generator loss: 0.758025 - 1s
Epoch 10292/50000
discriminator loss: 1.345283 - generator loss: 0.760858 - 1s
Epoch 10293/50000
discriminator loss: 1.359257 - generator loss: 0.736679 - 1s
Epoch 10294/50000
discriminator loss: 1.358750 - generator loss: 0.731607 - 1s
Epoch 10295/50000
discriminator loss: 1.353009 - generator loss: 0.729794 - 1s
Epoch 10296/50000
discriminator loss: 1.348062 - generator loss: 0.756052 - 1s
Epoch 10297/50000
discriminator loss: 1.356557 - generator loss: 0.741242 - 1s
Epoch 10298/50000
discriminator loss: 1.361905 - generator loss: 0.743449 - 1s
Epoch 10299/50000
discriminator loss: 1.344810 - generator loss: 0.755882 - 1s
Epoch 10300/50000
discriminator loss: 1.344853 - generator loss: 0.754030 - 1s
Epoch 10301/50000
discriminator loss: 1.360162 - generator loss: 0.738787 - 1s
Epoch 10302/50000
discriminator loss: 1.364146 - generator loss: 0.723292 - 1s
Epoch 10303/50000
discriminator loss: 1.347307 - generator loss: 0.738652 - 1s
Epoch 10304/50000
discriminator loss: 1.349224 - generator loss: 0.751042 - 1s
Epoch 10305/50000
discriminator loss: 1.365583 - generator loss: 0.743734 - 1s
Epoch 10306/50000
discriminator loss: 1.353096 - generator loss: 0.749397 - 1s
Epoch 10307/50000
discriminator loss: 1.354092 - generator loss: 0.756887 - 1s
Epoch 10308/50000
discriminator loss: 1.353217 - generator loss: 0.746601 - 1s
Epoch 10309/50000
discriminator loss: 1.359445 - generator loss: 0.729864 - 1s
Epoch 10310/50000
discriminator loss: 1.351957 - generator loss: 0.731256 - 1s
Epoch 10311/50000
discriminator loss: 1.346697 - generator loss: 0.748611 - 1s
Epoch 10312/50000
discriminator loss: 1.355170 - generator loss: 0.740478 - 1s
Epoch 10313/50000
discriminator loss: 1.364254 - generator loss: 0.746540 - 1s
Epoch 10314/50000
discriminator loss: 1.360680 - generator loss: 0.750185 - 1s
Epoch 10315/50000
discriminator loss: 1.354171 - generator loss: 0.752478 - 1s
Epoch 10316/50000
discriminator loss: 1.350091 - generator loss: 0.739387 - 1s
Epoch 10317/50000
discriminator loss: 1.362183 - generator loss: 0.731897 - 1s
Epoch 10318/50000
discriminator loss: 1.348839 - generator loss: 0.740119 - 1s
Epoch 10319/50000
discriminator loss: 1.349453 - generator loss: 0.742327 - 1s
Epoch 10320/50000
discriminator loss: 1.360377 - generator loss: 0.738860 - 1s
Epoch 10321/50000
discriminator loss: 1.363476 - generator loss: 0.747720 - 1s
Epoch 10322/50000
discriminator loss: 1.345294 - generator loss: 0.759395 - 1s
Epoch 10323/50000
discriminator loss: 1.346185 - generator loss: 0.756985 - 1s
Epoch 10324/50000
discriminator loss: 1.358623 - generator loss: 0.732848 - 1s
Epoch 10325/50000
discriminator loss: 1.354245 - generator loss: 0.724706 - 1s
Epoch 10326/50000
discriminator loss: 1.348667 - generator loss: 0.746147 - 1s
Epoch 10327/50000
discriminator loss: 1.352176 - generator loss: 0.751116 - 1s
Epoch 10328/50000
discriminator loss: 1.363497 - generator loss: 0.734562 - 1s
Epoch 10329/50000
discriminator loss: 1.355764 - generator loss: 0.753151 - 1s
Epoch 10330/50000
discriminator loss: 1.343024 - generator loss: 0.761670 - 1s
Epoch 10331/50000
discriminator loss: 1.357208 - generator loss: 0.743214 - 1s
Epoch 10332/50000
discriminator loss: 1.359404 - generator loss: 0.729856 - 1s
Epoch 10333/50000
discriminator loss: 1.363410 - generator loss: 0.725947 - 1s
Epoch 10334/50000
discriminator loss: 1.348579 - generator loss: 0.742563 - 1s
Epoch 10335/50000
discriminator loss: 1.357881 - generator loss: 0.749657 - 1s
Epoch 10336/50000
discriminator loss: 1.358306 - generator loss: 0.740959 - 1s
Epoch 10337/50000
discriminator loss: 1.353390 - generator loss: 0.752329 - 1s
Epoch 10338/50000
discriminator loss: 1.350283 - generator loss: 0.751037 - 1s
Epoch 10339/50000
discriminator loss: 1.360386 - generator loss: 0.739509 - 1s
Epoch 10340/50000
discriminator loss: 1.366618 - generator loss: 0.724995 - 1s
Epoch 10341/50000
discriminator loss: 1.353973 - generator loss: 0.736594 - 1s
Epoch 10342/50000
discriminator loss: 1.358214 - generator loss: 0.740521 - 1s
Epoch 10343/50000
discriminator loss: 1.359356 - generator loss: 0.741264 - 1s
Epoch 10344/50000
discriminator loss: 1.364863 - generator loss: 0.746670 - 1s
Epoch 10345/50000
discriminator loss: 1.348874 - generator loss: 0.757847 - 1s
Epoch 10346/50000
discriminator loss: 1.350590 - generator loss: 0.747275 - 1s
Epoch 10347/50000
discriminator loss: 1.368056 - generator loss: 0.730631 - 1s
Epoch 10348/50000
discriminator loss: 1.357828 - generator loss: 0.742341 - 1s
Epoch 10349/50000
discriminator loss: 1.346181 - generator loss: 0.744799 - 1s
Epoch 10350/50000
discriminator loss: 1.357476 - generator loss: 0.734399 - 1s
Epoch 10351/50000
discriminator loss: 1.363372 - generator loss: 0.744800 - 1s
Epoch 10352/50000
discriminator loss: 1.360664 - generator loss: 0.753215 - 1s
Epoch 10353/50000
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Epoch 10354/50000
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Epoch 10355/50000
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Epoch 10356/50000
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Epoch 10357/50000
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Epoch 10358/50000
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Epoch 10359/50000
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Epoch 10360/50000
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Epoch 10361/50000
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Epoch 10362/50000
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Epoch 10363/50000
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Epoch 10364/50000
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Epoch 10365/50000
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Epoch 10366/50000
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Epoch 10367/50000
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Epoch 10368/50000
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Epoch 10369/50000
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Epoch 10370/50000
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Epoch 10371/50000
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Epoch 10372/50000
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Epoch 10373/50000
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Epoch 10374/50000
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Epoch 10375/50000
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Epoch 10376/50000
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Epoch 10377/50000
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Epoch 10378/50000
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Epoch 10379/50000
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Epoch 10380/50000
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Epoch 10381/50000
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Epoch 10382/50000
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Epoch 10383/50000
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Epoch 10384/50000
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Epoch 10385/50000
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Epoch 10386/50000
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Epoch 10387/50000
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Epoch 10388/50000
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Epoch 10389/50000
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Epoch 10390/50000
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Epoch 10391/50000
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Epoch 10392/50000
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Epoch 10393/50000
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Epoch 10394/50000
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Epoch 10395/50000
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Epoch 10396/50000
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Epoch 10397/50000
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Epoch 10398/50000
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Epoch 10399/50000
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Epoch 10400/50000
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Epoch 10401/50000
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Epoch 10402/50000
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Epoch 10403/50000
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Epoch 10404/50000
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Epoch 10405/50000
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Epoch 10406/50000
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Epoch 10407/50000
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Epoch 10408/50000
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Epoch 10409/50000
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Epoch 10410/50000
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Epoch 10411/50000
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Epoch 10412/50000
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Epoch 10413/50000
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Epoch 10414/50000
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Epoch 10415/50000
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Epoch 10416/50000
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Epoch 10417/50000
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Epoch 10418/50000
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Epoch 10419/50000
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Epoch 10420/50000
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Epoch 10421/50000
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Epoch 10422/50000
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Epoch 10423/50000
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Epoch 10424/50000
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Epoch 10425/50000
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Epoch 10426/50000
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Epoch 10427/50000
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Epoch 10428/50000
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Epoch 10429/50000
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Epoch 10430/50000
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Epoch 10431/50000
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Epoch 10432/50000
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Epoch 10433/50000
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Epoch 10434/50000
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Epoch 10435/50000
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Epoch 10436/50000
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Epoch 10437/50000
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Epoch 10438/50000
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Epoch 10439/50000
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Epoch 10440/50000
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Epoch 10441/50000
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Epoch 10442/50000
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Epoch 10443/50000
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Epoch 10444/50000
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Epoch 10445/50000
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Epoch 10446/50000
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Epoch 10447/50000
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Epoch 10448/50000
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Epoch 10449/50000
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Epoch 10450/50000
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Epoch 10451/50000
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Epoch 10452/50000
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Epoch 10453/50000
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Epoch 10454/50000
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Epoch 10455/50000
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Epoch 10456/50000
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Epoch 10457/50000
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Epoch 10458/50000
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Epoch 10459/50000
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Epoch 10460/50000
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Epoch 10461/50000
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Epoch 10462/50000
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Epoch 10463/50000
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Epoch 10464/50000
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Epoch 10465/50000
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Epoch 10466/50000
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Epoch 10467/50000
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Epoch 10468/50000
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Epoch 10469/50000
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Epoch 10470/50000
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Epoch 10471/50000
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Epoch 10472/50000
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Epoch 10473/50000
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Epoch 10474/50000
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Epoch 10475/50000
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Epoch 10476/50000
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Epoch 10477/50000
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Epoch 10478/50000
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Epoch 10479/50000
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Epoch 10480/50000
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Epoch 10481/50000
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Epoch 10482/50000
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Epoch 10483/50000
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Epoch 10484/50000
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Epoch 10485/50000
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Epoch 10486/50000
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Epoch 10487/50000
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Epoch 10488/50000
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Epoch 10489/50000
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Epoch 10490/50000
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Epoch 10491/50000
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Epoch 10492/50000
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Epoch 10493/50000
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Epoch 10494/50000
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Epoch 10495/50000
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Epoch 10496/50000
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Epoch 10497/50000
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Epoch 10498/50000
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Epoch 10499/50000
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Epoch 10500/50000
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Epoch 10501/50000
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Epoch 10502/50000
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Epoch 10503/50000
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Epoch 10504/50000
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Epoch 10505/50000
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Epoch 10506/50000
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Epoch 10507/50000
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Epoch 10508/50000
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Epoch 10509/50000
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Epoch 10510/50000
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Epoch 10511/50000
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Epoch 10512/50000
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Epoch 10513/50000
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Epoch 10514/50000
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Epoch 10515/50000
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Epoch 10516/50000
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Epoch 10517/50000
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Epoch 10518/50000
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Epoch 10519/50000
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Epoch 10520/50000
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Epoch 10521/50000
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Epoch 10522/50000
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Epoch 10523/50000
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Epoch 10524/50000
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Epoch 10525/50000
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Epoch 10526/50000
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Epoch 10527/50000
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Epoch 10528/50000
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Epoch 10529/50000
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Epoch 10530/50000
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Epoch 10531/50000
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Epoch 10532/50000
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Epoch 10533/50000
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Epoch 10534/50000
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Epoch 10535/50000
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Epoch 10536/50000
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Epoch 10537/50000
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Epoch 10538/50000
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Epoch 10539/50000
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Epoch 10540/50000
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Epoch 10541/50000
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Epoch 10542/50000
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Epoch 10543/50000
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Epoch 10544/50000
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Epoch 10545/50000
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Epoch 10546/50000
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Epoch 10547/50000
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Epoch 10548/50000
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Epoch 10549/50000
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Epoch 10550/50000
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Epoch 10551/50000
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Epoch 10552/50000
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Epoch 10553/50000
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Epoch 10554/50000
discriminator loss: 1.350785 - generator loss: 0.739199 - 1s
Epoch 10555/50000
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Epoch 10556/50000
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Epoch 10557/50000
discriminator loss: 1.353861 - generator loss: 0.744889 - 1s
Epoch 10558/50000
discriminator loss: 1.354332 - generator loss: 0.745392 - 1s
Epoch 10559/50000
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Epoch 10560/50000
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Epoch 10561/50000
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Epoch 10562/50000
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Epoch 10563/50000
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Epoch 10564/50000
discriminator loss: 1.354676 - generator loss: 0.735323 - 1s
Epoch 10565/50000
discriminator loss: 1.351230 - generator loss: 0.747483 - 1s
Epoch 10566/50000
discriminator loss: 1.358357 - generator loss: 0.744191 - 1s
Epoch 10567/50000
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Epoch 10568/50000
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Epoch 10569/50000
discriminator loss: 1.351843 - generator loss: 0.755073 - 1s
Epoch 10570/50000
discriminator loss: 1.358189 - generator loss: 0.735521 - 1s
Epoch 10571/50000
discriminator loss: 1.347282 - generator loss: 0.738606 - 1s
Epoch 10572/50000
discriminator loss: 1.352583 - generator loss: 0.742005 - 1s
Epoch 10573/50000
discriminator loss: 1.343850 - generator loss: 0.747869 - 1s
Epoch 10574/50000
discriminator loss: 1.356272 - generator loss: 0.739437 - 1s
Epoch 10575/50000
discriminator loss: 1.353304 - generator loss: 0.753457 - 1s
Epoch 10576/50000
discriminator loss: 1.349806 - generator loss: 0.753636 - 1s
Epoch 10577/50000
discriminator loss: 1.348830 - generator loss: 0.745994 - 1s
Epoch 10578/50000
discriminator loss: 1.361411 - generator loss: 0.733985 - 1s
Epoch 10579/50000
discriminator loss: 1.355563 - generator loss: 0.734367 - 1s
Epoch 10580/50000
discriminator loss: 1.349250 - generator loss: 0.737587 - 1s
Epoch 10581/50000
discriminator loss: 1.355516 - generator loss: 0.746093 - 1s
Epoch 10582/50000
discriminator loss: 1.357515 - generator loss: 0.745131 - 1s
Epoch 10583/50000
discriminator loss: 1.365737 - generator loss: 0.740753 - 1s
Epoch 10584/50000
discriminator loss: 1.355658 - generator loss: 0.753836 - 1s
Epoch 10585/50000
discriminator loss: 1.353431 - generator loss: 0.746162 - 1s
Epoch 10586/50000
discriminator loss: 1.357554 - generator loss: 0.736028 - 1s
Epoch 10587/50000
discriminator loss: 1.360333 - generator loss: 0.732104 - 1s
Epoch 10588/50000
discriminator loss: 1.354152 - generator loss: 0.732785 - 1s
Epoch 10589/50000
discriminator loss: 1.344586 - generator loss: 0.753976 - 1s
Epoch 10590/50000
discriminator loss: 1.358351 - generator loss: 0.740549 - 1s
Epoch 10591/50000
discriminator loss: 1.359468 - generator loss: 0.745503 - 1s
Epoch 10592/50000
discriminator loss: 1.349270 - generator loss: 0.757179 - 1s
Epoch 10593/50000
discriminator loss: 1.351784 - generator loss: 0.742653 - 1s
Epoch 10594/50000
discriminator loss: 1.357040 - generator loss: 0.737111 - 1s
Epoch 10595/50000
discriminator loss: 1.350039 - generator loss: 0.739279 - 1s
Epoch 10596/50000
discriminator loss: 1.357032 - generator loss: 0.733859 - 1s
Epoch 10597/50000
discriminator loss: 1.362169 - generator loss: 0.741370 - 1s
Epoch 10598/50000
discriminator loss: 1.366384 - generator loss: 0.746181 - 1s
Epoch 10599/50000
discriminator loss: 1.356591 - generator loss: 0.742926 - 1s
Epoch 10600/50000
discriminator loss: 1.353299 - generator loss: 0.747507 - 1s
Epoch 10601/50000
discriminator loss: 1.351297 - generator loss: 0.749252 - 1s
Epoch 10602/50000
discriminator loss: 1.362279 - generator loss: 0.726742 - 1s
Epoch 10603/50000
discriminator loss: 1.352275 - generator loss: 0.736269 - 1s
Epoch 10604/50000
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Epoch 10605/50000
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Epoch 10606/50000
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Epoch 10607/50000
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Epoch 10608/50000
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Epoch 10609/50000
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Epoch 10610/50000
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Epoch 10611/50000
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Epoch 10612/50000
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Epoch 10613/50000
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Epoch 10614/50000
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Epoch 10615/50000
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Epoch 10616/50000
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Epoch 10617/50000
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Epoch 10618/50000
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Epoch 10619/50000
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Epoch 10620/50000
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Epoch 10621/50000
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Epoch 10622/50000
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Epoch 10623/50000
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Epoch 10624/50000
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Epoch 10625/50000
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Epoch 10626/50000
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Epoch 10627/50000
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Epoch 10628/50000
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Epoch 10629/50000
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Epoch 10630/50000
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Epoch 10631/50000
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Epoch 10632/50000
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Epoch 10633/50000
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Epoch 10634/50000
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Epoch 10635/50000
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Epoch 10636/50000
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Epoch 10637/50000
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Epoch 10638/50000
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Epoch 10639/50000
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Epoch 10640/50000
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Epoch 10641/50000
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Epoch 10642/50000
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Epoch 10643/50000
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Epoch 10644/50000
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Epoch 10645/50000
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Epoch 10646/50000
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Epoch 10647/50000
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Epoch 10648/50000
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Epoch 10649/50000
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Epoch 10650/50000
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Epoch 10651/50000
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Epoch 10652/50000
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Epoch 10653/50000
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Epoch 10654/50000
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Epoch 10655/50000
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Epoch 10656/50000
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Epoch 10657/50000
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Epoch 10658/50000
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Epoch 10659/50000
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Epoch 10660/50000
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Epoch 10661/50000
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Epoch 10662/50000
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Epoch 10663/50000
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Epoch 10664/50000
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Epoch 10665/50000
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Epoch 10666/50000
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Epoch 10667/50000
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Epoch 10668/50000
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Epoch 10669/50000
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Epoch 10670/50000
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Epoch 10671/50000
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Epoch 10672/50000
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Epoch 10673/50000
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Epoch 10674/50000
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Epoch 10675/50000
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Epoch 10676/50000
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Epoch 10677/50000
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Epoch 10678/50000
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Epoch 10679/50000
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Epoch 10680/50000
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Epoch 10681/50000
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Epoch 10682/50000
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Epoch 10683/50000
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Epoch 10684/50000
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Epoch 10685/50000
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Epoch 10686/50000
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Epoch 10687/50000
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Epoch 10688/50000
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Epoch 10689/50000
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Epoch 10690/50000
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Epoch 10691/50000
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Epoch 10692/50000
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Epoch 10693/50000
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Epoch 10694/50000
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Epoch 10695/50000
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Epoch 10696/50000
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Epoch 10697/50000
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Epoch 10698/50000
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Epoch 10699/50000
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Epoch 10700/50000
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Epoch 10701/50000
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Epoch 10702/50000
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Epoch 10703/50000
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Epoch 10704/50000
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Epoch 10705/50000
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Epoch 10706/50000
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Epoch 10707/50000
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Epoch 10708/50000
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Epoch 10709/50000
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Epoch 10710/50000
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Epoch 10711/50000
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Epoch 10712/50000
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Epoch 10713/50000
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Epoch 10714/50000
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Epoch 10715/50000
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Epoch 10716/50000
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Epoch 10717/50000
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Epoch 10718/50000
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Epoch 10719/50000
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Epoch 10720/50000
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Epoch 10721/50000
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Epoch 10722/50000
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Epoch 10723/50000
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Epoch 10724/50000
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Epoch 10725/50000
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Epoch 10726/50000
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Epoch 10727/50000
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Epoch 10728/50000
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Epoch 10729/50000
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Epoch 10730/50000
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Epoch 10731/50000
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Epoch 10732/50000
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Epoch 10733/50000
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Epoch 10734/50000
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Epoch 10735/50000
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Epoch 10736/50000
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Epoch 10737/50000
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Epoch 10738/50000
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Epoch 10739/50000
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Epoch 10740/50000
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Epoch 10741/50000
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Epoch 10742/50000
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Epoch 10743/50000
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Epoch 10744/50000
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Epoch 10745/50000
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Epoch 10746/50000
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Epoch 10747/50000
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Epoch 10748/50000
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Epoch 10749/50000
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Epoch 10750/50000
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Epoch 10751/50000
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Epoch 10752/50000
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Epoch 10753/50000
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Epoch 10754/50000
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Epoch 10755/50000
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Epoch 10756/50000
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Epoch 10757/50000
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Epoch 10758/50000
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Epoch 10759/50000
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Epoch 10760/50000
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Epoch 10761/50000
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Epoch 10762/50000
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Epoch 10763/50000
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Epoch 10764/50000
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Epoch 10765/50000
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Epoch 10766/50000
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Epoch 10767/50000
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Epoch 10768/50000
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Epoch 10769/50000
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Epoch 10770/50000
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Epoch 10771/50000
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Epoch 10772/50000
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Epoch 10773/50000
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Epoch 10774/50000
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Epoch 10775/50000
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Epoch 10776/50000
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Epoch 10777/50000
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Epoch 10778/50000
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Epoch 10779/50000
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Epoch 10780/50000
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Epoch 10781/50000
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Epoch 10782/50000
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Epoch 10783/50000
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Epoch 10784/50000
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Epoch 10785/50000
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Epoch 10786/50000
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Epoch 10787/50000
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Epoch 10788/50000
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Epoch 10789/50000
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Epoch 10790/50000
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Epoch 10791/50000
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Epoch 10792/50000
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Epoch 10793/50000
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Epoch 10794/50000
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Epoch 10795/50000
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Epoch 10796/50000
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Epoch 10797/50000
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Epoch 10798/50000
discriminator loss: 1.350567 - generator loss: 0.756132 - 1s
Epoch 10799/50000
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Epoch 10800/50000
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Epoch 10801/50000
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Epoch 10802/50000
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Epoch 10803/50000
discriminator loss: 1.350221 - generator loss: 0.755542 - 1s
Epoch 10804/50000
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Epoch 10805/50000
discriminator loss: 1.351495 - generator loss: 0.750636 - 1s
Epoch 10806/50000
discriminator loss: 1.358571 - generator loss: 0.747961 - 1s
Epoch 10807/50000
discriminator loss: 1.355276 - generator loss: 0.745285 - 1s
Epoch 10808/50000
discriminator loss: 1.356752 - generator loss: 0.731531 - 1s
Epoch 10809/50000
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Epoch 10810/50000
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Epoch 10811/50000
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Epoch 10812/50000
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Epoch 10813/50000
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Epoch 10814/50000
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Epoch 10815/50000
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Epoch 10816/50000
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Epoch 10817/50000
discriminator loss: 1.348978 - generator loss: 0.740797 - 1s
Epoch 10818/50000
discriminator loss: 1.352978 - generator loss: 0.744681 - 1s
Epoch 10819/50000
discriminator loss: 1.358261 - generator loss: 0.743427 - 1s
Epoch 10820/50000
discriminator loss: 1.357418 - generator loss: 0.752261 - 1s
Epoch 10821/50000
discriminator loss: 1.352184 - generator loss: 0.747049 - 1s
Epoch 10822/50000
discriminator loss: 1.352786 - generator loss: 0.740938 - 1s
Epoch 10823/50000
discriminator loss: 1.364059 - generator loss: 0.730384 - 1s
Epoch 10824/50000
discriminator loss: 1.354088 - generator loss: 0.740874 - 1s
Epoch 10825/50000
discriminator loss: 1.352616 - generator loss: 0.738740 - 1s
Epoch 10826/50000
discriminator loss: 1.364288 - generator loss: 0.739957 - 1s
Epoch 10827/50000
discriminator loss: 1.360827 - generator loss: 0.741269 - 1s
Epoch 10828/50000
discriminator loss: 1.351105 - generator loss: 0.754297 - 1s
Epoch 10829/50000
discriminator loss: 1.347885 - generator loss: 0.751241 - 1s
Epoch 10830/50000
discriminator loss: 1.354016 - generator loss: 0.739267 - 1s
Epoch 10831/50000
discriminator loss: 1.361071 - generator loss: 0.723535 - 1s
Epoch 10832/50000
discriminator loss: 1.349035 - generator loss: 0.743529 - 1s
Epoch 10833/50000
discriminator loss: 1.362731 - generator loss: 0.746875 - 1s
Epoch 10834/50000
discriminator loss: 1.358766 - generator loss: 0.739357 - 1s
Epoch 10835/50000
discriminator loss: 1.352568 - generator loss: 0.746845 - 1s
Epoch 10836/50000
discriminator loss: 1.348661 - generator loss: 0.755967 - 1s
Epoch 10837/50000
discriminator loss: 1.361815 - generator loss: 0.733877 - 1s
Epoch 10838/50000
discriminator loss: 1.359424 - generator loss: 0.733418 - 1s
Epoch 10839/50000
discriminator loss: 1.357249 - generator loss: 0.732154 - 1s
Epoch 10840/50000
discriminator loss: 1.354160 - generator loss: 0.740765 - 1s
Epoch 10841/50000
discriminator loss: 1.355576 - generator loss: 0.751178 - 1s
Epoch 10842/50000
discriminator loss: 1.358563 - generator loss: 0.743292 - 1s
Epoch 10843/50000
discriminator loss: 1.343586 - generator loss: 0.756658 - 1s
Epoch 10844/50000
discriminator loss: 1.342263 - generator loss: 0.754327 - 1s
Epoch 10845/50000
discriminator loss: 1.353573 - generator loss: 0.738445 - 1s
Epoch 10846/50000
discriminator loss: 1.357218 - generator loss: 0.736994 - 1s
Epoch 10847/50000
discriminator loss: 1.343222 - generator loss: 0.741448 - 1s
Epoch 10848/50000
discriminator loss: 1.347887 - generator loss: 0.745514 - 1s
Epoch 10849/50000
discriminator loss: 1.365044 - generator loss: 0.737549 - 1s
Epoch 10850/50000
discriminator loss: 1.355297 - generator loss: 0.756742 - 1s
Epoch 10851/50000
discriminator loss: 1.350377 - generator loss: 0.753078 - 1s
Epoch 10852/50000
discriminator loss: 1.354971 - generator loss: 0.747576 - 1s
Epoch 10853/50000
discriminator loss: 1.365372 - generator loss: 0.723707 - 1s
Epoch 10854/50000
discriminator loss: 1.361363 - generator loss: 0.730352 - 1s
Epoch 10855/50000
discriminator loss: 1.349660 - generator loss: 0.744354 - 1s
Epoch 10856/50000
discriminator loss: 1.352092 - generator loss: 0.743583 - 1s
Epoch 10857/50000
discriminator loss: 1.368500 - generator loss: 0.740346 - 1s
Epoch 10858/50000
discriminator loss: 1.348442 - generator loss: 0.757361 - 1s
Epoch 10859/50000
discriminator loss: 1.352076 - generator loss: 0.747641 - 1s
Epoch 10860/50000
discriminator loss: 1.355217 - generator loss: 0.735168 - 1s
Epoch 10861/50000
discriminator loss: 1.350361 - generator loss: 0.738186 - 1s
Epoch 10862/50000
discriminator loss: 1.353521 - generator loss: 0.741121 - 1s
Epoch 10863/50000
discriminator loss: 1.351192 - generator loss: 0.738299 - 1s
Epoch 10864/50000
discriminator loss: 1.358422 - generator loss: 0.742968 - 1s
Epoch 10865/50000
discriminator loss: 1.352971 - generator loss: 0.749834 - 1s
Epoch 10866/50000
discriminator loss: 1.360110 - generator loss: 0.748502 - 1s
Epoch 10867/50000
discriminator loss: 1.347163 - generator loss: 0.748565 - 1s
Epoch 10868/50000
discriminator loss: 1.361104 - generator loss: 0.726753 - 1s
Epoch 10869/50000
discriminator loss: 1.356302 - generator loss: 0.736208 - 1s
Epoch 10870/50000
discriminator loss: 1.347281 - generator loss: 0.753205 - 1s
Epoch 10871/50000
discriminator loss: 1.348714 - generator loss: 0.743247 - 1s
Epoch 10872/50000
discriminator loss: 1.361635 - generator loss: 0.741501 - 1s
Epoch 10873/50000
discriminator loss: 1.348753 - generator loss: 0.756370 - 1s
Epoch 10874/50000
discriminator loss: 1.356903 - generator loss: 0.750124 - 1s
Epoch 10875/50000
discriminator loss: 1.350237 - generator loss: 0.751497 - 1s
Epoch 10876/50000
discriminator loss: 1.363745 - generator loss: 0.727435 - 1s
Epoch 10877/50000
discriminator loss: 1.361891 - generator loss: 0.726357 - 1s
Epoch 10878/50000
discriminator loss: 1.345850 - generator loss: 0.748799 - 1s
Epoch 10879/50000
discriminator loss: 1.358734 - generator loss: 0.736946 - 1s
Epoch 10880/50000
discriminator loss: 1.356455 - generator loss: 0.747971 - 1s
Epoch 10881/50000
discriminator loss: 1.356563 - generator loss: 0.754692 - 1s
Epoch 10882/50000
discriminator loss: 1.345582 - generator loss: 0.759823 - 1s
Epoch 10883/50000
discriminator loss: 1.353376 - generator loss: 0.739956 - 1s
Epoch 10884/50000
discriminator loss: 1.357360 - generator loss: 0.727732 - 1s
Epoch 10885/50000
discriminator loss: 1.359828 - generator loss: 0.735637 - 1s
Epoch 10886/50000
discriminator loss: 1.346325 - generator loss: 0.750993 - 1s
Epoch 10887/50000
discriminator loss: 1.353214 - generator loss: 0.747114 - 1s
Epoch 10888/50000
discriminator loss: 1.369574 - generator loss: 0.739356 - 1s
Epoch 10889/50000
discriminator loss: 1.363680 - generator loss: 0.748934 - 1s
Epoch 10890/50000
discriminator loss: 1.341377 - generator loss: 0.761426 - 1s
Epoch 10891/50000
discriminator loss: 1.351027 - generator loss: 0.738112 - 1s
Epoch 10892/50000
discriminator loss: 1.359966 - generator loss: 0.726619 - 1s
Epoch 10893/50000
discriminator loss: 1.355143 - generator loss: 0.734840 - 1s
Epoch 10894/50000
discriminator loss: 1.350185 - generator loss: 0.741196 - 1s
Epoch 10895/50000
discriminator loss: 1.359711 - generator loss: 0.755926 - 1s
Epoch 10896/50000
discriminator loss: 1.366729 - generator loss: 0.739318 - 1s
Epoch 10897/50000
discriminator loss: 1.348771 - generator loss: 0.752541 - 1s
Epoch 10898/50000
discriminator loss: 1.352279 - generator loss: 0.749805 - 1s
Epoch 10899/50000
discriminator loss: 1.355361 - generator loss: 0.738877 - 1s
Epoch 10900/50000
discriminator loss: 1.365636 - generator loss: 0.726978 - 1s
Epoch 10901/50000
discriminator loss: 1.341814 - generator loss: 0.744145 - 1s
Epoch 10902/50000
discriminator loss: 1.364354 - generator loss: 0.733622 - 1s
Epoch 10903/50000
discriminator loss: 1.358457 - generator loss: 0.752695 - 1s
Epoch 10904/50000
discriminator loss: 1.360290 - generator loss: 0.742829 - 1s
Epoch 10905/50000
discriminator loss: 1.348702 - generator loss: 0.756185 - 1s
Epoch 10906/50000
discriminator loss: 1.351767 - generator loss: 0.743371 - 1s
Epoch 10907/50000
discriminator loss: 1.360676 - generator loss: 0.732681 - 1s
Epoch 10908/50000
discriminator loss: 1.357825 - generator loss: 0.736757 - 1s
Epoch 10909/50000
discriminator loss: 1.346991 - generator loss: 0.740422 - 1s
Epoch 10910/50000
discriminator loss: 1.347817 - generator loss: 0.744633 - 1s
Epoch 10911/50000
discriminator loss: 1.357058 - generator loss: 0.751693 - 1s
Epoch 10912/50000
discriminator loss: 1.357587 - generator loss: 0.743219 - 1s
Epoch 10913/50000
discriminator loss: 1.342821 - generator loss: 0.758848 - 1s
Epoch 10914/50000
discriminator loss: 1.355885 - generator loss: 0.745913 - 1s
Epoch 10915/50000
discriminator loss: 1.359684 - generator loss: 0.731165 - 1s
Epoch 10916/50000
discriminator loss: 1.354491 - generator loss: 0.736836 - 1s
Epoch 10917/50000
discriminator loss: 1.349540 - generator loss: 0.739312 - 1s
Epoch 10918/50000
discriminator loss: 1.357785 - generator loss: 0.741182 - 1s
Epoch 10919/50000
discriminator loss: 1.357874 - generator loss: 0.752343 - 1s
Epoch 10920/50000
discriminator loss: 1.356708 - generator loss: 0.750305 - 1s
Epoch 10921/50000
discriminator loss: 1.352201 - generator loss: 0.743254 - 1s
Epoch 10922/50000
discriminator loss: 1.361282 - generator loss: 0.737469 - 1s
Epoch 10923/50000
discriminator loss: 1.358061 - generator loss: 0.734174 - 1s
Epoch 10924/50000
discriminator loss: 1.356847 - generator loss: 0.736513 - 1s
Epoch 10925/50000
discriminator loss: 1.353025 - generator loss: 0.745047 - 1s
Epoch 10926/50000
discriminator loss: 1.355886 - generator loss: 0.746365 - 1s
Epoch 10927/50000
discriminator loss: 1.362466 - generator loss: 0.734659 - 1s
Epoch 10928/50000
discriminator loss: 1.357174 - generator loss: 0.746752 - 1s
Epoch 10929/50000
discriminator loss: 1.358312 - generator loss: 0.745910 - 1s
Epoch 10930/50000
discriminator loss: 1.356924 - generator loss: 0.739543 - 1s
Epoch 10931/50000
discriminator loss: 1.348902 - generator loss: 0.738407 - 1s
Epoch 10932/50000
discriminator loss: 1.359614 - generator loss: 0.734325 - 1s
Epoch 10933/50000
discriminator loss: 1.349855 - generator loss: 0.745283 - 1s
Epoch 10934/50000
discriminator loss: 1.357300 - generator loss: 0.745765 - 1s
Epoch 10935/50000
discriminator loss: 1.356261 - generator loss: 0.747614 - 1s
Epoch 10936/50000
discriminator loss: 1.343563 - generator loss: 0.750440 - 1s
Epoch 10937/50000
discriminator loss: 1.355771 - generator loss: 0.741819 - 1s
Epoch 10938/50000
discriminator loss: 1.354279 - generator loss: 0.734633 - 1s
Epoch 10939/50000
discriminator loss: 1.347510 - generator loss: 0.743360 - 1s
Epoch 10940/50000
discriminator loss: 1.354264 - generator loss: 0.737473 - 1s
Epoch 10941/50000
discriminator loss: 1.361841 - generator loss: 0.745485 - 1s
Epoch 10942/50000
discriminator loss: 1.356232 - generator loss: 0.746349 - 1s
Epoch 10943/50000
discriminator loss: 1.354206 - generator loss: 0.746062 - 1s
Epoch 10944/50000
discriminator loss: 1.359769 - generator loss: 0.744124 - 1s
Epoch 10945/50000
discriminator loss: 1.355156 - generator loss: 0.734885 - 1s
Epoch 10946/50000
discriminator loss: 1.355152 - generator loss: 0.738799 - 1s
Epoch 10947/50000
discriminator loss: 1.352674 - generator loss: 0.737156 - 1s
Epoch 10948/50000
discriminator loss: 1.352364 - generator loss: 0.744141 - 1s
Epoch 10949/50000
discriminator loss: 1.356274 - generator loss: 0.752696 - 1s
Epoch 10950/50000
discriminator loss: 1.359012 - generator loss: 0.744059 - 1s
Epoch 10951/50000
discriminator loss: 1.348585 - generator loss: 0.747917 - 1s
Epoch 10952/50000
discriminator loss: 1.352726 - generator loss: 0.740420 - 1s
Epoch 10953/50000
discriminator loss: 1.363171 - generator loss: 0.734423 - 1s
Epoch 10954/50000
discriminator loss: 1.358124 - generator loss: 0.734040 - 1s
Epoch 10955/50000
discriminator loss: 1.351370 - generator loss: 0.739036 - 1s
Epoch 10956/50000
discriminator loss: 1.355858 - generator loss: 0.745125 - 1s
Epoch 10957/50000
discriminator loss: 1.362587 - generator loss: 0.736517 - 1s
Epoch 10958/50000
discriminator loss: 1.356824 - generator loss: 0.750206 - 1s
Epoch 10959/50000
discriminator loss: 1.349415 - generator loss: 0.751471 - 1s
Epoch 10960/50000
discriminator loss: 1.351485 - generator loss: 0.739151 - 1s
Epoch 10961/50000
discriminator loss: 1.348158 - generator loss: 0.741094 - 1s
Epoch 10962/50000
discriminator loss: 1.341738 - generator loss: 0.749727 - 1s
Epoch 10963/50000
discriminator loss: 1.355414 - generator loss: 0.740120 - 1s
Epoch 10964/50000
discriminator loss: 1.358837 - generator loss: 0.746963 - 1s
Epoch 10965/50000
discriminator loss: 1.353684 - generator loss: 0.747223 - 1s
Epoch 10966/50000
discriminator loss: 1.347389 - generator loss: 0.748749 - 1s
Epoch 10967/50000
discriminator loss: 1.356472 - generator loss: 0.736394 - 1s
Epoch 10968/50000
discriminator loss: 1.359698 - generator loss: 0.731527 - 1s
Epoch 10969/50000
discriminator loss: 1.350529 - generator loss: 0.742790 - 1s
Epoch 10970/50000
discriminator loss: 1.356039 - generator loss: 0.743899 - 1s
Epoch 10971/50000
discriminator loss: 1.353693 - generator loss: 0.742296 - 1s
Epoch 10972/50000
discriminator loss: 1.353929 - generator loss: 0.746023 - 1s
Epoch 10973/50000
discriminator loss: 1.356630 - generator loss: 0.750288 - 1s
Epoch 10974/50000
discriminator loss: 1.350354 - generator loss: 0.739496 - 1s
Epoch 10975/50000
discriminator loss: 1.355794 - generator loss: 0.741444 - 1s
Epoch 10976/50000
discriminator loss: 1.352850 - generator loss: 0.734102 - 1s
Epoch 10977/50000
discriminator loss: 1.349399 - generator loss: 0.748891 - 1s
Epoch 10978/50000
discriminator loss: 1.355488 - generator loss: 0.739432 - 1s
Epoch 10979/50000
discriminator loss: 1.351422 - generator loss: 0.749897 - 1s
Epoch 10980/50000
discriminator loss: 1.347352 - generator loss: 0.752874 - 1s
Epoch 10981/50000
discriminator loss: 1.345386 - generator loss: 0.751213 - 1s
Epoch 10982/50000
discriminator loss: 1.347569 - generator loss: 0.747959 - 1s
Epoch 10983/50000
discriminator loss: 1.356625 - generator loss: 0.742359 - 1s
Epoch 10984/50000
discriminator loss: 1.348035 - generator loss: 0.742143 - 1s
Epoch 10985/50000
discriminator loss: 1.352435 - generator loss: 0.742072 - 1s
Epoch 10986/50000
discriminator loss: 1.362257 - generator loss: 0.746363 - 1s
Epoch 10987/50000
discriminator loss: 1.362174 - generator loss: 0.740135 - 1s
Epoch 10988/50000
discriminator loss: 1.351952 - generator loss: 0.752685 - 1s
Epoch 10989/50000
discriminator loss: 1.356827 - generator loss: 0.746016 - 1s
Epoch 10990/50000
discriminator loss: 1.358626 - generator loss: 0.734778 - 1s
Epoch 10991/50000
discriminator loss: 1.355594 - generator loss: 0.734748 - 1s
Epoch 10992/50000
discriminator loss: 1.346888 - generator loss: 0.747409 - 1s
Epoch 10993/50000
discriminator loss: 1.351680 - generator loss: 0.753200 - 1s
Epoch 10994/50000
discriminator loss: 1.354761 - generator loss: 0.749550 - 1s
Epoch 10995/50000
discriminator loss: 1.341134 - generator loss: 0.759469 - 1s
Epoch 10996/50000
discriminator loss: 1.349835 - generator loss: 0.742147 - 1s
Epoch 10997/50000
discriminator loss: 1.353691 - generator loss: 0.749780 - 1s
Epoch 10998/50000
discriminator loss: 1.363077 - generator loss: 0.732101 - 1s
Epoch 10999/50000
discriminator loss: 1.346481 - generator loss: 0.733997 - 1s
Epoch 11000/50000
discriminator loss: 1.357956 - generator loss: 0.738786 - 1s
Epoch 11001/50000
discriminator loss: 1.357778 - generator loss: 0.749922 - 1s

Loss: 

Epoch 11002/50000
discriminator loss: 1.351403 - generator loss: 0.754638 - 1s
Epoch 11003/50000
discriminator loss: 1.346962 - generator loss: 0.753048 - 1s
Epoch 11004/50000
discriminator loss: 1.351408 - generator loss: 0.744125 - 1s
Epoch 11005/50000
discriminator loss: 1.353623 - generator loss: 0.739750 - 1s
Epoch 11006/50000
discriminator loss: 1.356691 - generator loss: 0.737047 - 1s
Epoch 11007/50000
discriminator loss: 1.361334 - generator loss: 0.733833 - 1s
Epoch 11008/50000
discriminator loss: 1.348246 - generator loss: 0.740035 - 1s
Epoch 11009/50000
discriminator loss: 1.353425 - generator loss: 0.744656 - 1s
Epoch 11010/50000
discriminator loss: 1.357291 - generator loss: 0.753506 - 1s
Epoch 11011/50000
discriminator loss: 1.347023 - generator loss: 0.752406 - 1s
Epoch 11012/50000
discriminator loss: 1.346948 - generator loss: 0.742785 - 1s
Epoch 11013/50000
discriminator loss: 1.357598 - generator loss: 0.737398 - 1s
Epoch 11014/50000
discriminator loss: 1.359861 - generator loss: 0.727719 - 1s
Epoch 11015/50000
discriminator loss: 1.350323 - generator loss: 0.753725 - 1s
Epoch 11016/50000
discriminator loss: 1.362524 - generator loss: 0.736505 - 1s
Epoch 11017/50000
discriminator loss: 1.352732 - generator loss: 0.749777 - 1s
Epoch 11018/50000
discriminator loss: 1.353796 - generator loss: 0.743448 - 1s
Epoch 11019/50000
discriminator loss: 1.365222 - generator loss: 0.738764 - 1s
Epoch 11020/50000
discriminator loss: 1.357347 - generator loss: 0.739101 - 1s
Epoch 11021/50000
discriminator loss: 1.349819 - generator loss: 0.736886 - 1s
Epoch 11022/50000
discriminator loss: 1.355299 - generator loss: 0.739378 - 1s
Epoch 11023/50000
discriminator loss: 1.347213 - generator loss: 0.748027 - 1s
Epoch 11024/50000
discriminator loss: 1.352565 - generator loss: 0.750616 - 1s
Epoch 11025/50000
discriminator loss: 1.347146 - generator loss: 0.750032 - 1s
Epoch 11026/50000
discriminator loss: 1.347896 - generator loss: 0.750873 - 1s
Epoch 11027/50000
discriminator loss: 1.362619 - generator loss: 0.739046 - 1s
Epoch 11028/50000
discriminator loss: 1.361256 - generator loss: 0.736331 - 1s
Epoch 11029/50000
discriminator loss: 1.353832 - generator loss: 0.734450 - 1s
Epoch 11030/50000
discriminator loss: 1.351789 - generator loss: 0.736315 - 1s
Epoch 11031/50000
discriminator loss: 1.358425 - generator loss: 0.743068 - 1s
Epoch 11032/50000
discriminator loss: 1.363169 - generator loss: 0.750421 - 1s
Epoch 11033/50000
discriminator loss: 1.351193 - generator loss: 0.750176 - 1s
Epoch 11034/50000
discriminator loss: 1.348231 - generator loss: 0.750948 - 1s
Epoch 11035/50000
discriminator loss: 1.359761 - generator loss: 0.730810 - 1s
Epoch 11036/50000
discriminator loss: 1.357185 - generator loss: 0.738475 - 1s
Epoch 11037/50000
discriminator loss: 1.359675 - generator loss: 0.737062 - 1s
Epoch 11038/50000
discriminator loss: 1.357400 - generator loss: 0.741029 - 1s
Epoch 11039/50000
discriminator loss: 1.352950 - generator loss: 0.747031 - 1s
Epoch 11040/50000
discriminator loss: 1.357351 - generator loss: 0.750621 - 1s
Epoch 11041/50000
discriminator loss: 1.346322 - generator loss: 0.755710 - 1s
Epoch 11042/50000
discriminator loss: 1.354979 - generator loss: 0.745515 - 1s
Epoch 11043/50000
discriminator loss: 1.363347 - generator loss: 0.725850 - 1s
Epoch 11044/50000
discriminator loss: 1.352026 - generator loss: 0.734053 - 1s
Epoch 11045/50000
discriminator loss: 1.343473 - generator loss: 0.746913 - 1s
Epoch 11046/50000
discriminator loss: 1.363117 - generator loss: 0.747653 - 1s
Epoch 11047/50000
discriminator loss: 1.354574 - generator loss: 0.744951 - 1s
Epoch 11048/50000
discriminator loss: 1.349369 - generator loss: 0.747971 - 1s
Epoch 11049/50000
discriminator loss: 1.358531 - generator loss: 0.748483 - 1s
Epoch 11050/50000
discriminator loss: 1.359327 - generator loss: 0.732438 - 1s
Epoch 11051/50000
discriminator loss: 1.371891 - generator loss: 0.728515 - 1s
Epoch 11052/50000
discriminator loss: 1.353046 - generator loss: 0.740039 - 1s
Epoch 11053/50000
discriminator loss: 1.349157 - generator loss: 0.747139 - 1s
Epoch 11054/50000
discriminator loss: 1.363755 - generator loss: 0.737638 - 1s
Epoch 11055/50000
discriminator loss: 1.359815 - generator loss: 0.753645 - 1s
Epoch 11056/50000
discriminator loss: 1.345519 - generator loss: 0.756371 - 1s
Epoch 11057/50000
discriminator loss: 1.357872 - generator loss: 0.734631 - 1s
Epoch 11058/50000
discriminator loss: 1.361465 - generator loss: 0.731194 - 1s
Epoch 11059/50000
discriminator loss: 1.352692 - generator loss: 0.740387 - 1s
Epoch 11060/50000
discriminator loss: 1.352684 - generator loss: 0.741567 - 1s
Epoch 11061/50000
discriminator loss: 1.359331 - generator loss: 0.739415 - 1s
Epoch 11062/50000
discriminator loss: 1.354618 - generator loss: 0.747259 - 1s
Epoch 11063/50000
discriminator loss: 1.358735 - generator loss: 0.747955 - 1s
Epoch 11064/50000
discriminator loss: 1.344191 - generator loss: 0.758787 - 1s
Epoch 11065/50000
discriminator loss: 1.360911 - generator loss: 0.735250 - 1s
Epoch 11066/50000
discriminator loss: 1.354298 - generator loss: 0.735645 - 1s
Epoch 11067/50000
discriminator loss: 1.356473 - generator loss: 0.732139 - 1s
Epoch 11068/50000
discriminator loss: 1.349850 - generator loss: 0.740917 - 1s
Epoch 11069/50000
discriminator loss: 1.357632 - generator loss: 0.737083 - 1s
Epoch 11070/50000
discriminator loss: 1.355387 - generator loss: 0.751540 - 1s
Epoch 11071/50000
discriminator loss: 1.349465 - generator loss: 0.765705 - 1s
Epoch 11072/50000
discriminator loss: 1.358630 - generator loss: 0.740843 - 1s
Epoch 11073/50000
discriminator loss: 1.364464 - generator loss: 0.726619 - 1s
Epoch 11074/50000
discriminator loss: 1.359656 - generator loss: 0.727845 - 1s
Epoch 11075/50000
discriminator loss: 1.351673 - generator loss: 0.737609 - 1s
Epoch 11076/50000
discriminator loss: 1.359666 - generator loss: 0.738097 - 1s
Epoch 11077/50000
discriminator loss: 1.353553 - generator loss: 0.752384 - 1s
Epoch 11078/50000
discriminator loss: 1.362601 - generator loss: 0.745770 - 1s
Epoch 11079/50000
discriminator loss: 1.345039 - generator loss: 0.752999 - 1s
Epoch 11080/50000
discriminator loss: 1.352723 - generator loss: 0.746929 - 1s
Epoch 11081/50000
discriminator loss: 1.349333 - generator loss: 0.739556 - 1s
Epoch 11082/50000
discriminator loss: 1.366250 - generator loss: 0.728062 - 1s
Epoch 11083/50000
discriminator loss: 1.347359 - generator loss: 0.745801 - 1s
Epoch 11084/50000
discriminator loss: 1.360044 - generator loss: 0.747371 - 1s
Epoch 11085/50000
discriminator loss: 1.360802 - generator loss: 0.739749 - 1s
Epoch 11086/50000
discriminator loss: 1.358697 - generator loss: 0.753184 - 1s
Epoch 11087/50000
discriminator loss: 1.355795 - generator loss: 0.747788 - 1s
Epoch 11088/50000
discriminator loss: 1.351146 - generator loss: 0.745028 - 1s
Epoch 11089/50000
discriminator loss: 1.367264 - generator loss: 0.734216 - 1s
Epoch 11090/50000
discriminator loss: 1.360154 - generator loss: 0.730816 - 1s
Epoch 11091/50000
discriminator loss: 1.348470 - generator loss: 0.735853 - 1s
Epoch 11092/50000
discriminator loss: 1.356602 - generator loss: 0.746869 - 1s
Epoch 11093/50000
discriminator loss: 1.358941 - generator loss: 0.750332 - 1s
Epoch 11094/50000
discriminator loss: 1.352821 - generator loss: 0.753547 - 1s
Epoch 11095/50000
discriminator loss: 1.351921 - generator loss: 0.743335 - 1s
Epoch 11096/50000
discriminator loss: 1.354898 - generator loss: 0.737725 - 1s
Epoch 11097/50000
discriminator loss: 1.363565 - generator loss: 0.733598 - 1s
Epoch 11098/50000
discriminator loss: 1.353699 - generator loss: 0.736405 - 1s
Epoch 11099/50000
discriminator loss: 1.349479 - generator loss: 0.745175 - 1s
Epoch 11100/50000
discriminator loss: 1.354805 - generator loss: 0.747427 - 1s
Epoch 11101/50000
discriminator loss: 1.359007 - generator loss: 0.746692 - 1s
Epoch 11102/50000
discriminator loss: 1.350628 - generator loss: 0.758601 - 1s
Epoch 11103/50000
discriminator loss: 1.359756 - generator loss: 0.739017 - 1s
Epoch 11104/50000
discriminator loss: 1.359934 - generator loss: 0.727914 - 1s
Epoch 11105/50000
discriminator loss: 1.359844 - generator loss: 0.737459 - 1s
Epoch 11106/50000
discriminator loss: 1.353004 - generator loss: 0.730946 - 1s
Epoch 11107/50000
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Epoch 11108/50000
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Epoch 11109/50000
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Epoch 11110/50000
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Epoch 11111/50000
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Epoch 11112/50000
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Epoch 11113/50000
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Epoch 11114/50000
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Epoch 11115/50000
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Epoch 11116/50000
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Epoch 11117/50000
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Epoch 11118/50000
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Epoch 11119/50000
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Epoch 11120/50000
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Epoch 11121/50000
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Epoch 11122/50000
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Epoch 11123/50000
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Epoch 11124/50000
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Epoch 11125/50000
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Epoch 11126/50000
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Epoch 11127/50000
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Epoch 11128/50000
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Epoch 11129/50000
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Epoch 11130/50000
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Epoch 11131/50000
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Epoch 11132/50000
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Epoch 11133/50000
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Epoch 11134/50000
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Epoch 11135/50000
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Epoch 11136/50000
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Epoch 11137/50000
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Epoch 11138/50000
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Epoch 11139/50000
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Epoch 11140/50000
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Epoch 11141/50000
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Epoch 11142/50000
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Epoch 11143/50000
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Epoch 11144/50000
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Epoch 11145/50000
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Epoch 11146/50000
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Epoch 11147/50000
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Epoch 11148/50000
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Epoch 11149/50000
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Epoch 11150/50000
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Epoch 11151/50000
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Epoch 11152/50000
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Epoch 11153/50000
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Epoch 11154/50000
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Epoch 11155/50000
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Epoch 11156/50000
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Epoch 11157/50000
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Epoch 11158/50000
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Epoch 11159/50000
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Epoch 11160/50000
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Epoch 11161/50000
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Epoch 11162/50000
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Epoch 11163/50000
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Epoch 11164/50000
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Epoch 11165/50000
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Epoch 11166/50000
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Epoch 11167/50000
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Epoch 11168/50000
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Epoch 11169/50000
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Epoch 11170/50000
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Epoch 11171/50000
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Epoch 11172/50000
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Epoch 11173/50000
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Epoch 11174/50000
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Epoch 11175/50000
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Epoch 11176/50000
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Epoch 11177/50000
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Epoch 11178/50000
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Epoch 11179/50000
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Epoch 11180/50000
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Epoch 11181/50000
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Epoch 11182/50000
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Epoch 11183/50000
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Epoch 11184/50000
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Epoch 11185/50000
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Epoch 11186/50000
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Epoch 11187/50000
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Epoch 11188/50000
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Epoch 11189/50000
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Epoch 11190/50000
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Epoch 11191/50000
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Epoch 11192/50000
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Epoch 11193/50000
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Epoch 11194/50000
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Epoch 11195/50000
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Epoch 11196/50000
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Epoch 11197/50000
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Epoch 11198/50000
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Epoch 11199/50000
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Epoch 11200/50000
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Epoch 11201/50000
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Epoch 11202/50000
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Epoch 11203/50000
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Epoch 11204/50000
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Epoch 11205/50000
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Epoch 11206/50000
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Epoch 11207/50000
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Epoch 11208/50000
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Epoch 11209/50000
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Epoch 11210/50000
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Epoch 11211/50000
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Epoch 11212/50000
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Epoch 11213/50000
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Epoch 11214/50000
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Epoch 11215/50000
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Epoch 11216/50000
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Epoch 11217/50000
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Epoch 11218/50000
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Epoch 11219/50000
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Epoch 11220/50000
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Epoch 11221/50000
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Epoch 11222/50000
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Epoch 11223/50000
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Epoch 11224/50000
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Epoch 11225/50000
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Epoch 11226/50000
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Epoch 11227/50000
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Epoch 11228/50000
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Epoch 11229/50000
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Epoch 11230/50000
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Epoch 11231/50000
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Epoch 11232/50000
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Epoch 11233/50000
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Epoch 11234/50000
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Epoch 11235/50000
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Epoch 11236/50000
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Epoch 11237/50000
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Epoch 11238/50000
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Epoch 11239/50000
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Epoch 11240/50000
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Epoch 11241/50000
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Epoch 11242/50000
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Epoch 11243/50000
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Epoch 11244/50000
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Epoch 11245/50000
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Epoch 11246/50000
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Epoch 11247/50000
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Epoch 11248/50000
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Epoch 11249/50000
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Epoch 11250/50000
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Epoch 11251/50000
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Epoch 11252/50000
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Epoch 11253/50000
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Epoch 11254/50000
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Epoch 11255/50000
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Epoch 11256/50000
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Epoch 11257/50000
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Epoch 11258/50000
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Epoch 11259/50000
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Epoch 11260/50000
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Epoch 11261/50000
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Epoch 11262/50000
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Epoch 11263/50000
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Epoch 11264/50000
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Epoch 11265/50000
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Epoch 11266/50000
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Epoch 11267/50000
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Epoch 11268/50000
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Epoch 11269/50000
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Epoch 11270/50000
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Epoch 11271/50000
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Epoch 11272/50000
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Epoch 11273/50000
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Epoch 11274/50000
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Epoch 11275/50000
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Epoch 11276/50000
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Epoch 11277/50000
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Epoch 11278/50000
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Epoch 11279/50000
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Epoch 11280/50000
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Epoch 11281/50000
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Epoch 11282/50000
discriminator loss: 1.346640 - generator loss: 0.750818 - 1s
Epoch 11283/50000
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Epoch 11284/50000
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Epoch 11285/50000
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Epoch 11286/50000
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Epoch 11287/50000
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Epoch 11288/50000
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Epoch 11289/50000
discriminator loss: 1.352704 - generator loss: 0.740684 - 1s
Epoch 11290/50000
discriminator loss: 1.351904 - generator loss: 0.753125 - 1s
Epoch 11291/50000
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Epoch 11292/50000
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Epoch 11293/50000
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Epoch 11294/50000
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Epoch 11295/50000
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Epoch 11296/50000
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Epoch 11297/50000
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Epoch 11298/50000
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Epoch 11299/50000
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Epoch 11300/50000
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Epoch 11301/50000
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Epoch 11302/50000
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Epoch 11303/50000
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Epoch 11304/50000
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Epoch 11305/50000
discriminator loss: 1.350748 - generator loss: 0.750507 - 1s
Epoch 11306/50000
discriminator loss: 1.362980 - generator loss: 0.737155 - 1s
Epoch 11307/50000
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Epoch 11308/50000
discriminator loss: 1.349348 - generator loss: 0.758691 - 1s
Epoch 11309/50000
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Epoch 11310/50000
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Epoch 11311/50000
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Epoch 11312/50000
discriminator loss: 1.344852 - generator loss: 0.747902 - 1s
Epoch 11313/50000
discriminator loss: 1.352930 - generator loss: 0.752093 - 1s
Epoch 11314/50000
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Epoch 11315/50000
discriminator loss: 1.353785 - generator loss: 0.750475 - 1s
Epoch 11316/50000
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Epoch 11317/50000
discriminator loss: 1.363223 - generator loss: 0.728431 - 1s
Epoch 11318/50000
discriminator loss: 1.351600 - generator loss: 0.739490 - 1s
Epoch 11319/50000
discriminator loss: 1.354418 - generator loss: 0.738162 - 1s
Epoch 11320/50000
discriminator loss: 1.349916 - generator loss: 0.747856 - 1s
Epoch 11321/50000
discriminator loss: 1.360556 - generator loss: 0.737473 - 1s
Epoch 11322/50000
discriminator loss: 1.369389 - generator loss: 0.746571 - 1s
Epoch 11323/50000
discriminator loss: 1.350624 - generator loss: 0.755200 - 1s
Epoch 11324/50000
discriminator loss: 1.353920 - generator loss: 0.748469 - 1s
Epoch 11325/50000
discriminator loss: 1.358830 - generator loss: 0.736472 - 1s
Epoch 11326/50000
discriminator loss: 1.368795 - generator loss: 0.719544 - 1s
Epoch 11327/50000
discriminator loss: 1.351400 - generator loss: 0.745503 - 1s
Epoch 11328/50000
discriminator loss: 1.348230 - generator loss: 0.740798 - 1s
Epoch 11329/50000
discriminator loss: 1.356060 - generator loss: 0.751405 - 1s
Epoch 11330/50000
discriminator loss: 1.362260 - generator loss: 0.743667 - 1s
Epoch 11331/50000
discriminator loss: 1.341222 - generator loss: 0.760935 - 1s
Epoch 11332/50000
discriminator loss: 1.348381 - generator loss: 0.748453 - 1s
Epoch 11333/50000
discriminator loss: 1.361649 - generator loss: 0.731097 - 1s
Epoch 11334/50000
discriminator loss: 1.357686 - generator loss: 0.742315 - 1s
Epoch 11335/50000
discriminator loss: 1.339651 - generator loss: 0.736229 - 1s
Epoch 11336/50000
discriminator loss: 1.358716 - generator loss: 0.743628 - 1s
Epoch 11337/50000
discriminator loss: 1.363009 - generator loss: 0.743464 - 1s
Epoch 11338/50000
discriminator loss: 1.358368 - generator loss: 0.748071 - 1s
Epoch 11339/50000
discriminator loss: 1.353722 - generator loss: 0.757796 - 1s
Epoch 11340/50000
discriminator loss: 1.354145 - generator loss: 0.741644 - 1s
Epoch 11341/50000
discriminator loss: 1.363110 - generator loss: 0.734486 - 1s
Epoch 11342/50000
discriminator loss: 1.356325 - generator loss: 0.730053 - 1s
Epoch 11343/50000
discriminator loss: 1.353470 - generator loss: 0.735410 - 1s
Epoch 11344/50000
discriminator loss: 1.360838 - generator loss: 0.743841 - 1s
Epoch 11345/50000
discriminator loss: 1.358167 - generator loss: 0.744912 - 1s
Epoch 11346/50000
discriminator loss: 1.358985 - generator loss: 0.747017 - 1s
Epoch 11347/50000
discriminator loss: 1.351102 - generator loss: 0.754081 - 1s
Epoch 11348/50000
discriminator loss: 1.348766 - generator loss: 0.742479 - 1s
Epoch 11349/50000
discriminator loss: 1.350081 - generator loss: 0.736892 - 1s
Epoch 11350/50000
discriminator loss: 1.352068 - generator loss: 0.736819 - 1s
Epoch 11351/50000
discriminator loss: 1.350778 - generator loss: 0.740702 - 1s
Epoch 11352/50000
discriminator loss: 1.352228 - generator loss: 0.743227 - 1s
Epoch 11353/50000
discriminator loss: 1.361376 - generator loss: 0.749102 - 1s
Epoch 11354/50000
discriminator loss: 1.351871 - generator loss: 0.754046 - 1s
Epoch 11355/50000
discriminator loss: 1.356132 - generator loss: 0.740849 - 1s
Epoch 11356/50000
discriminator loss: 1.359282 - generator loss: 0.736948 - 1s
Epoch 11357/50000
discriminator loss: 1.356831 - generator loss: 0.736346 - 1s
Epoch 11358/50000
discriminator loss: 1.358383 - generator loss: 0.732887 - 1s
Epoch 11359/50000
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Epoch 11360/50000
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Epoch 11361/50000
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Epoch 11362/50000
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Epoch 11363/50000
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Epoch 11364/50000
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Epoch 11365/50000
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Epoch 11366/50000
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Epoch 11367/50000
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Epoch 11368/50000
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Epoch 11369/50000
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Epoch 11370/50000
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Epoch 11371/50000
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Epoch 11372/50000
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Epoch 11373/50000
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Epoch 11374/50000
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Epoch 11375/50000
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Epoch 11376/50000
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Epoch 11377/50000
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Epoch 11378/50000
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Epoch 11379/50000
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Epoch 11380/50000
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Epoch 11381/50000
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Epoch 11382/50000
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Epoch 11383/50000
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Epoch 11384/50000
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Epoch 11385/50000
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Epoch 11386/50000
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Epoch 11387/50000
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Epoch 11388/50000
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Epoch 11389/50000
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Epoch 11390/50000
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Epoch 11391/50000
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Epoch 11392/50000
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Epoch 11393/50000
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Epoch 11394/50000
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Epoch 11395/50000
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Epoch 11396/50000
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Epoch 11397/50000
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Epoch 11398/50000
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Epoch 11399/50000
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Epoch 11400/50000
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Epoch 11401/50000
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Epoch 11402/50000
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Epoch 11403/50000
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Epoch 11404/50000
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Epoch 11405/50000
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Epoch 11406/50000
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Epoch 11407/50000
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Epoch 11408/50000
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Epoch 11409/50000
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Epoch 11410/50000
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Epoch 11411/50000
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Epoch 11412/50000
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Epoch 11413/50000
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Epoch 11414/50000
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Epoch 11415/50000
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Epoch 11416/50000
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Epoch 11417/50000
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Epoch 11418/50000
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Epoch 11419/50000
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Epoch 11420/50000
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Epoch 11421/50000
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Epoch 11422/50000
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Epoch 11423/50000
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Epoch 11424/50000
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Epoch 11425/50000
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Epoch 11426/50000
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Epoch 11427/50000
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Epoch 11428/50000
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Epoch 11429/50000
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Epoch 11430/50000
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Epoch 11431/50000
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Epoch 11432/50000
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Epoch 11433/50000
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Epoch 11434/50000
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Epoch 11435/50000
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Epoch 11436/50000
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Epoch 11437/50000
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Epoch 11438/50000
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Epoch 11439/50000
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Epoch 11440/50000
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Epoch 11441/50000
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Epoch 11442/50000
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Epoch 11443/50000
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Epoch 11444/50000
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Epoch 11445/50000
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Epoch 11446/50000
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Epoch 11447/50000
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Epoch 11448/50000
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Epoch 11449/50000
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Epoch 11450/50000
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Epoch 11451/50000
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Epoch 11452/50000
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Epoch 11453/50000
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Epoch 11454/50000
discriminator loss: 1.365009 - generator loss: 0.735576 - 1s
Epoch 11455/50000
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Epoch 11456/50000
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Epoch 11457/50000
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Epoch 11458/50000
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Epoch 11459/50000
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Epoch 11460/50000
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Epoch 11461/50000
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Epoch 11462/50000
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Epoch 11463/50000
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Epoch 11464/50000
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Epoch 11465/50000
discriminator loss: 1.356375 - generator loss: 0.735851 - 1s
Epoch 11466/50000
discriminator loss: 1.350506 - generator loss: 0.737389 - 1s
Epoch 11467/50000
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Epoch 11468/50000
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Epoch 11469/50000
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Epoch 11470/50000
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Epoch 11471/50000
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Epoch 11472/50000
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Epoch 11473/50000
discriminator loss: 1.360550 - generator loss: 0.730931 - 1s
Epoch 11474/50000
discriminator loss: 1.361324 - generator loss: 0.732698 - 1s
Epoch 11475/50000
discriminator loss: 1.343835 - generator loss: 0.752154 - 1s
Epoch 11476/50000
discriminator loss: 1.355955 - generator loss: 0.747665 - 1s
Epoch 11477/50000
discriminator loss: 1.360103 - generator loss: 0.738036 - 1s
Epoch 11478/50000
discriminator loss: 1.357502 - generator loss: 0.749633 - 1s
Epoch 11479/50000
discriminator loss: 1.344654 - generator loss: 0.755814 - 1s
Epoch 11480/50000
discriminator loss: 1.359058 - generator loss: 0.735616 - 1s
Epoch 11481/50000
discriminator loss: 1.360904 - generator loss: 0.727574 - 1s
Epoch 11482/50000
discriminator loss: 1.355252 - generator loss: 0.732859 - 1s
Epoch 11483/50000
discriminator loss: 1.352600 - generator loss: 0.747127 - 1s
Epoch 11484/50000
discriminator loss: 1.358910 - generator loss: 0.740528 - 1s
Epoch 11485/50000
discriminator loss: 1.370942 - generator loss: 0.739983 - 1s
Epoch 11486/50000
discriminator loss: 1.349038 - generator loss: 0.754602 - 1s
Epoch 11487/50000
discriminator loss: 1.346496 - generator loss: 0.758835 - 1s
Epoch 11488/50000
discriminator loss: 1.354469 - generator loss: 0.735858 - 1s
Epoch 11489/50000
discriminator loss: 1.353598 - generator loss: 0.736766 - 1s
Epoch 11490/50000
discriminator loss: 1.351975 - generator loss: 0.733841 - 1s
Epoch 11491/50000
discriminator loss: 1.353343 - generator loss: 0.745691 - 1s
Epoch 11492/50000
discriminator loss: 1.357652 - generator loss: 0.747125 - 1s
Epoch 11493/50000
discriminator loss: 1.357286 - generator loss: 0.752362 - 1s
Epoch 11494/50000
discriminator loss: 1.348079 - generator loss: 0.752661 - 1s
Epoch 11495/50000
discriminator loss: 1.347522 - generator loss: 0.754312 - 1s
Epoch 11496/50000
discriminator loss: 1.363575 - generator loss: 0.730690 - 1s
Epoch 11497/50000
discriminator loss: 1.355658 - generator loss: 0.734142 - 1s
Epoch 11498/50000
discriminator loss: 1.350308 - generator loss: 0.741059 - 1s
Epoch 11499/50000
discriminator loss: 1.353922 - generator loss: 0.740919 - 1s
Epoch 11500/50000
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Epoch 11501/50000
discriminator loss: 1.355606 - generator loss: 0.748076 - 1s
Epoch 11502/50000
discriminator loss: 1.350378 - generator loss: 0.758391 - 1s
Epoch 11503/50000
discriminator loss: 1.350204 - generator loss: 0.739263 - 1s
Epoch 11504/50000
discriminator loss: 1.364221 - generator loss: 0.737734 - 1s
Epoch 11505/50000
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Epoch 11506/50000
discriminator loss: 1.354499 - generator loss: 0.739647 - 1s
Epoch 11507/50000
discriminator loss: 1.353480 - generator loss: 0.742665 - 1s
Epoch 11508/50000
discriminator loss: 1.359448 - generator loss: 0.745573 - 1s
Epoch 11509/50000
discriminator loss: 1.355583 - generator loss: 0.756227 - 1s
Epoch 11510/50000
discriminator loss: 1.346521 - generator loss: 0.745613 - 1s
Epoch 11511/50000
discriminator loss: 1.352683 - generator loss: 0.744732 - 1s
Epoch 11512/50000
discriminator loss: 1.352715 - generator loss: 0.738190 - 1s
Epoch 11513/50000
discriminator loss: 1.358664 - generator loss: 0.737764 - 1s
Epoch 11514/50000
discriminator loss: 1.346275 - generator loss: 0.740079 - 1s
Epoch 11515/50000
discriminator loss: 1.357272 - generator loss: 0.740241 - 1s
Epoch 11516/50000
discriminator loss: 1.354183 - generator loss: 0.753943 - 1s
Epoch 11517/50000
discriminator loss: 1.360351 - generator loss: 0.749701 - 1s
Epoch 11518/50000
discriminator loss: 1.346010 - generator loss: 0.761440 - 1s
Epoch 11519/50000
discriminator loss: 1.351906 - generator loss: 0.732515 - 1s
Epoch 11520/50000
discriminator loss: 1.358818 - generator loss: 0.735975 - 1s
Epoch 11521/50000
discriminator loss: 1.349693 - generator loss: 0.741239 - 1s
Epoch 11522/50000
discriminator loss: 1.334469 - generator loss: 0.749456 - 1s
Epoch 11523/50000
discriminator loss: 1.361457 - generator loss: 0.741048 - 1s
Epoch 11524/50000
discriminator loss: 1.358090 - generator loss: 0.746327 - 1s
Epoch 11525/50000
discriminator loss: 1.351984 - generator loss: 0.751544 - 1s
Epoch 11526/50000
discriminator loss: 1.351551 - generator loss: 0.749294 - 1s
Epoch 11527/50000
discriminator loss: 1.359338 - generator loss: 0.733746 - 1s
Epoch 11528/50000
discriminator loss: 1.356590 - generator loss: 0.736076 - 1s
Epoch 11529/50000
discriminator loss: 1.351181 - generator loss: 0.739724 - 1s
Epoch 11530/50000
discriminator loss: 1.355165 - generator loss: 0.742188 - 1s
Epoch 11531/50000
discriminator loss: 1.360490 - generator loss: 0.745797 - 1s
Epoch 11532/50000
discriminator loss: 1.344191 - generator loss: 0.753915 - 1s
Epoch 11533/50000
discriminator loss: 1.354527 - generator loss: 0.747126 - 1s
Epoch 11534/50000
discriminator loss: 1.345846 - generator loss: 0.751306 - 1s
Epoch 11535/50000
discriminator loss: 1.357807 - generator loss: 0.733677 - 1s
Epoch 11536/50000
discriminator loss: 1.358163 - generator loss: 0.731901 - 1s
Epoch 11537/50000
discriminator loss: 1.354392 - generator loss: 0.750748 - 1s
Epoch 11538/50000
discriminator loss: 1.357819 - generator loss: 0.737589 - 1s
Epoch 11539/50000
discriminator loss: 1.364083 - generator loss: 0.741966 - 1s
Epoch 11540/50000
discriminator loss: 1.351649 - generator loss: 0.754302 - 1s
Epoch 11541/50000
discriminator loss: 1.354248 - generator loss: 0.742166 - 1s
Epoch 11542/50000
discriminator loss: 1.354308 - generator loss: 0.750425 - 1s
Epoch 11543/50000
discriminator loss: 1.356718 - generator loss: 0.732842 - 1s
Epoch 11544/50000
discriminator loss: 1.355757 - generator loss: 0.741151 - 1s
Epoch 11545/50000
discriminator loss: 1.353300 - generator loss: 0.742926 - 1s
Epoch 11546/50000
discriminator loss: 1.359412 - generator loss: 0.737220 - 1s
Epoch 11547/50000
discriminator loss: 1.358533 - generator loss: 0.744482 - 1s
Epoch 11548/50000
discriminator loss: 1.356874 - generator loss: 0.749321 - 1s
Epoch 11549/50000
discriminator loss: 1.354764 - generator loss: 0.745804 - 1s
Epoch 11550/50000
discriminator loss: 1.357957 - generator loss: 0.737229 - 1s
Epoch 11551/50000
discriminator loss: 1.355439 - generator loss: 0.739324 - 1s
Epoch 11552/50000
discriminator loss: 1.352449 - generator loss: 0.738685 - 1s
Epoch 11553/50000
discriminator loss: 1.346705 - generator loss: 0.746582 - 1s
Epoch 11554/50000
discriminator loss: 1.368136 - generator loss: 0.733739 - 1s
Epoch 11555/50000
discriminator loss: 1.349890 - generator loss: 0.753624 - 1s
Epoch 11556/50000
discriminator loss: 1.358109 - generator loss: 0.751067 - 1s
Epoch 11557/50000
discriminator loss: 1.351980 - generator loss: 0.745059 - 1s
Epoch 11558/50000
discriminator loss: 1.360992 - generator loss: 0.736750 - 1s
Epoch 11559/50000
discriminator loss: 1.347649 - generator loss: 0.737218 - 1s
Epoch 11560/50000
discriminator loss: 1.353490 - generator loss: 0.735496 - 1s
Epoch 11561/50000
discriminator loss: 1.351665 - generator loss: 0.750908 - 1s
Epoch 11562/50000
discriminator loss: 1.362459 - generator loss: 0.749869 - 1s
Epoch 11563/50000
discriminator loss: 1.354643 - generator loss: 0.749373 - 1s
Epoch 11564/50000
discriminator loss: 1.350416 - generator loss: 0.749238 - 1s
Epoch 11565/50000
discriminator loss: 1.351234 - generator loss: 0.745827 - 1s
Epoch 11566/50000
discriminator loss: 1.361409 - generator loss: 0.723169 - 1s
Epoch 11567/50000
discriminator loss: 1.347108 - generator loss: 0.747538 - 1s
Epoch 11568/50000
discriminator loss: 1.354315 - generator loss: 0.744023 - 1s
Epoch 11569/50000
discriminator loss: 1.354148 - generator loss: 0.741846 - 1s
Epoch 11570/50000
discriminator loss: 1.356797 - generator loss: 0.753328 - 1s
Epoch 11571/50000
discriminator loss: 1.349973 - generator loss: 0.751819 - 1s
Epoch 11572/50000
discriminator loss: 1.354660 - generator loss: 0.739875 - 1s
Epoch 11573/50000
discriminator loss: 1.361217 - generator loss: 0.734548 - 1s
Epoch 11574/50000
discriminator loss: 1.355983 - generator loss: 0.734966 - 1s
Epoch 11575/50000
discriminator loss: 1.346154 - generator loss: 0.747669 - 1s
Epoch 11576/50000
discriminator loss: 1.347261 - generator loss: 0.751815 - 1s
Epoch 11577/50000
discriminator loss: 1.359464 - generator loss: 0.739761 - 1s
Epoch 11578/50000
discriminator loss: 1.347358 - generator loss: 0.757247 - 1s
Epoch 11579/50000
discriminator loss: 1.344914 - generator loss: 0.750854 - 1s
Epoch 11580/50000
discriminator loss: 1.348297 - generator loss: 0.747489 - 1s
Epoch 11581/50000
discriminator loss: 1.354742 - generator loss: 0.737784 - 1s
Epoch 11582/50000
discriminator loss: 1.352606 - generator loss: 0.735777 - 1s
Epoch 11583/50000
discriminator loss: 1.350440 - generator loss: 0.747200 - 1s
Epoch 11584/50000
discriminator loss: 1.349236 - generator loss: 0.746501 - 1s
Epoch 11585/50000
discriminator loss: 1.359045 - generator loss: 0.743132 - 1s
Epoch 11586/50000
discriminator loss: 1.357565 - generator loss: 0.750083 - 1s
Epoch 11587/50000
discriminator loss: 1.341734 - generator loss: 0.759491 - 1s
Epoch 11588/50000
discriminator loss: 1.352356 - generator loss: 0.745077 - 1s
Epoch 11589/50000
discriminator loss: 1.359714 - generator loss: 0.737939 - 1s
Epoch 11590/50000
discriminator loss: 1.354205 - generator loss: 0.739663 - 1s
Epoch 11591/50000
discriminator loss: 1.345697 - generator loss: 0.743893 - 1s
Epoch 11592/50000
discriminator loss: 1.344640 - generator loss: 0.745955 - 1s
Epoch 11593/50000
discriminator loss: 1.363620 - generator loss: 0.741913 - 1s
Epoch 11594/50000
discriminator loss: 1.351929 - generator loss: 0.759516 - 1s
Epoch 11595/50000
discriminator loss: 1.355036 - generator loss: 0.751530 - 1s
Epoch 11596/50000
discriminator loss: 1.346580 - generator loss: 0.743290 - 1s
Epoch 11597/50000
discriminator loss: 1.362623 - generator loss: 0.721291 - 1s
Epoch 11598/50000
discriminator loss: 1.352285 - generator loss: 0.741443 - 1s
Epoch 11599/50000
discriminator loss: 1.353767 - generator loss: 0.745639 - 1s
Epoch 11600/50000
discriminator loss: 1.359303 - generator loss: 0.742508 - 1s
Epoch 11601/50000
discriminator loss: 1.356679 - generator loss: 0.751475 - 1s
Epoch 11602/50000
discriminator loss: 1.343846 - generator loss: 0.753783 - 1s
Epoch 11603/50000
discriminator loss: 1.352824 - generator loss: 0.749385 - 1s
Epoch 11604/50000
discriminator loss: 1.359452 - generator loss: 0.734718 - 1s
Epoch 11605/50000
discriminator loss: 1.362255 - generator loss: 0.726302 - 1s
Epoch 11606/50000
discriminator loss: 1.352785 - generator loss: 0.740785 - 1s
Epoch 11607/50000
discriminator loss: 1.353516 - generator loss: 0.743056 - 1s
Epoch 11608/50000
discriminator loss: 1.355497 - generator loss: 0.743801 - 1s
Epoch 11609/50000
discriminator loss: 1.351816 - generator loss: 0.749362 - 1s
Epoch 11610/50000
discriminator loss: 1.349800 - generator loss: 0.764737 - 1s
Epoch 11611/50000
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Epoch 11612/50000
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Epoch 11613/50000
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Epoch 11614/50000
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Epoch 11615/50000
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Epoch 11616/50000
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Epoch 11617/50000
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Epoch 11618/50000
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Epoch 11619/50000
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Epoch 11620/50000
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Epoch 11621/50000
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Epoch 11622/50000
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Epoch 11623/50000
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Epoch 11624/50000
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Epoch 11625/50000
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Epoch 11626/50000
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Epoch 11627/50000
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Epoch 11628/50000
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Epoch 11629/50000
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Epoch 11630/50000
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Epoch 11631/50000
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Epoch 11632/50000
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Epoch 11633/50000
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Epoch 11634/50000
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Epoch 11635/50000
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Epoch 11636/50000
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Epoch 11637/50000
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Epoch 11638/50000
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Epoch 11639/50000
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Epoch 11640/50000
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Epoch 11641/50000
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Epoch 11642/50000
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Epoch 11643/50000
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Epoch 11644/50000
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Epoch 11645/50000
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Epoch 11646/50000
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Epoch 11647/50000
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Epoch 11648/50000
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Epoch 11649/50000
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Epoch 11650/50000
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Epoch 11651/50000
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Epoch 11652/50000
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Epoch 11653/50000
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Epoch 11654/50000
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Epoch 11655/50000
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Epoch 11656/50000
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Epoch 11657/50000
discriminator loss: 1.360837 - generator loss: 0.748778 - 1s
Epoch 11658/50000
discriminator loss: 1.344932 - generator loss: 0.755956 - 1s
Epoch 11659/50000
discriminator loss: 1.347515 - generator loss: 0.757108 - 1s
Epoch 11660/50000
discriminator loss: 1.349498 - generator loss: 0.745795 - 1s
Epoch 11661/50000
discriminator loss: 1.367691 - generator loss: 0.718898 - 1s
Epoch 11662/50000
discriminator loss: 1.350719 - generator loss: 0.739494 - 1s
Epoch 11663/50000
discriminator loss: 1.344711 - generator loss: 0.744055 - 1s
Epoch 11664/50000
discriminator loss: 1.352859 - generator loss: 0.748241 - 1s
Epoch 11665/50000
discriminator loss: 1.374720 - generator loss: 0.735269 - 1s
Epoch 11666/50000
discriminator loss: 1.357168 - generator loss: 0.756173 - 1s
Epoch 11667/50000
discriminator loss: 1.350768 - generator loss: 0.747372 - 1s
Epoch 11668/50000
discriminator loss: 1.344599 - generator loss: 0.749713 - 1s
Epoch 11669/50000
discriminator loss: 1.351323 - generator loss: 0.733832 - 1s
Epoch 11670/50000
discriminator loss: 1.350741 - generator loss: 0.732734 - 1s
Epoch 11671/50000
discriminator loss: 1.345220 - generator loss: 0.746650 - 1s
Epoch 11672/50000
discriminator loss: 1.355325 - generator loss: 0.745436 - 1s
Epoch 11673/50000
discriminator loss: 1.357013 - generator loss: 0.746030 - 1s
Epoch 11674/50000
discriminator loss: 1.359338 - generator loss: 0.748615 - 1s
Epoch 11675/50000
discriminator loss: 1.347032 - generator loss: 0.756968 - 1s
Epoch 11676/50000
discriminator loss: 1.354743 - generator loss: 0.738985 - 1s
Epoch 11677/50000
discriminator loss: 1.355755 - generator loss: 0.732746 - 1s
Epoch 11678/50000
discriminator loss: 1.347224 - generator loss: 0.739820 - 1s
Epoch 11679/50000
discriminator loss: 1.352356 - generator loss: 0.743511 - 1s
Epoch 11680/50000
discriminator loss: 1.356411 - generator loss: 0.742577 - 1s
Epoch 11681/50000
discriminator loss: 1.354175 - generator loss: 0.749249 - 1s
Epoch 11682/50000
discriminator loss: 1.360052 - generator loss: 0.745127 - 1s
Epoch 11683/50000
discriminator loss: 1.349981 - generator loss: 0.759323 - 1s
Epoch 11684/50000
discriminator loss: 1.351810 - generator loss: 0.742311 - 1s
Epoch 11685/50000
discriminator loss: 1.347122 - generator loss: 0.744939 - 1s
Epoch 11686/50000
discriminator loss: 1.353116 - generator loss: 0.730676 - 1s
Epoch 11687/50000
discriminator loss: 1.351009 - generator loss: 0.740433 - 1s
Epoch 11688/50000
discriminator loss: 1.351616 - generator loss: 0.748871 - 1s
Epoch 11689/50000
discriminator loss: 1.347042 - generator loss: 0.752724 - 1s
Epoch 11690/50000
discriminator loss: 1.356551 - generator loss: 0.747996 - 1s
Epoch 11691/50000
discriminator loss: 1.359627 - generator loss: 0.748869 - 1s
Epoch 11692/50000
discriminator loss: 1.351405 - generator loss: 0.739051 - 1s
Epoch 11693/50000
discriminator loss: 1.362321 - generator loss: 0.733982 - 1s
Epoch 11694/50000
discriminator loss: 1.355984 - generator loss: 0.739448 - 1s
Epoch 11695/50000
discriminator loss: 1.351980 - generator loss: 0.741186 - 1s
Epoch 11696/50000
discriminator loss: 1.352988 - generator loss: 0.748578 - 1s
Epoch 11697/50000
discriminator loss: 1.359465 - generator loss: 0.747456 - 1s
Epoch 11698/50000
discriminator loss: 1.353550 - generator loss: 0.748730 - 1s
Epoch 11699/50000
discriminator loss: 1.353069 - generator loss: 0.748661 - 1s
Epoch 11700/50000
discriminator loss: 1.357505 - generator loss: 0.742540 - 1s
Epoch 11701/50000
discriminator loss: 1.364354 - generator loss: 0.723175 - 1s
Epoch 11702/50000
discriminator loss: 1.349829 - generator loss: 0.743048 - 1s
Epoch 11703/50000
discriminator loss: 1.354131 - generator loss: 0.737583 - 1s
Epoch 11704/50000
discriminator loss: 1.347984 - generator loss: 0.745057 - 1s
Epoch 11705/50000
discriminator loss: 1.363029 - generator loss: 0.742741 - 1s
Epoch 11706/50000
discriminator loss: 1.359265 - generator loss: 0.752509 - 1s
Epoch 11707/50000
discriminator loss: 1.355984 - generator loss: 0.747860 - 1s
Epoch 11708/50000
discriminator loss: 1.359961 - generator loss: 0.737978 - 1s
Epoch 11709/50000
discriminator loss: 1.352312 - generator loss: 0.733630 - 1s
Epoch 11710/50000
discriminator loss: 1.359057 - generator loss: 0.730622 - 1s
Epoch 11711/50000
discriminator loss: 1.347545 - generator loss: 0.750354 - 1s
Epoch 11712/50000
discriminator loss: 1.352985 - generator loss: 0.738824 - 1s
Epoch 11713/50000
discriminator loss: 1.355776 - generator loss: 0.748084 - 1s
Epoch 11714/50000
discriminator loss: 1.352483 - generator loss: 0.753174 - 1s
Epoch 11715/50000
discriminator loss: 1.351961 - generator loss: 0.746980 - 1s
Epoch 11716/50000
discriminator loss: 1.353603 - generator loss: 0.747549 - 1s
Epoch 11717/50000
discriminator loss: 1.349240 - generator loss: 0.739740 - 1s
Epoch 11718/50000
discriminator loss: 1.355502 - generator loss: 0.740542 - 1s
Epoch 11719/50000
discriminator loss: 1.353091 - generator loss: 0.739431 - 1s
Epoch 11720/50000
discriminator loss: 1.352121 - generator loss: 0.746555 - 1s
Epoch 11721/50000
discriminator loss: 1.354151 - generator loss: 0.743877 - 1s
Epoch 11722/50000
discriminator loss: 1.354958 - generator loss: 0.751820 - 1s
Epoch 11723/50000
discriminator loss: 1.348606 - generator loss: 0.746322 - 1s
Epoch 11724/50000
discriminator loss: 1.353087 - generator loss: 0.741446 - 1s
Epoch 11725/50000
discriminator loss: 1.355837 - generator loss: 0.740674 - 1s
Epoch 11726/50000
discriminator loss: 1.354407 - generator loss: 0.744295 - 1s
Epoch 11727/50000
discriminator loss: 1.353011 - generator loss: 0.735909 - 1s
Epoch 11728/50000
discriminator loss: 1.361947 - generator loss: 0.740118 - 1s
Epoch 11729/50000
discriminator loss: 1.362052 - generator loss: 0.747136 - 1s
Epoch 11730/50000
discriminator loss: 1.355011 - generator loss: 0.750080 - 1s
Epoch 11731/50000
discriminator loss: 1.352196 - generator loss: 0.741149 - 1s
Epoch 11732/50000
discriminator loss: 1.358346 - generator loss: 0.738637 - 1s
Epoch 11733/50000
discriminator loss: 1.359246 - generator loss: 0.736978 - 1s
Epoch 11734/50000
discriminator loss: 1.350236 - generator loss: 0.743903 - 1s
Epoch 11735/50000
discriminator loss: 1.356578 - generator loss: 0.742304 - 1s
Epoch 11736/50000
discriminator loss: 1.350006 - generator loss: 0.747545 - 1s
Epoch 11737/50000
discriminator loss: 1.358035 - generator loss: 0.742369 - 1s
Epoch 11738/50000
discriminator loss: 1.347666 - generator loss: 0.756180 - 1s
Epoch 11739/50000
discriminator loss: 1.348977 - generator loss: 0.747552 - 1s
Epoch 11740/50000
discriminator loss: 1.353176 - generator loss: 0.740273 - 1s
Epoch 11741/50000
discriminator loss: 1.360383 - generator loss: 0.731883 - 1s
Epoch 11742/50000
discriminator loss: 1.352687 - generator loss: 0.741724 - 1s
Epoch 11743/50000
discriminator loss: 1.357943 - generator loss: 0.743322 - 1s
Epoch 11744/50000
discriminator loss: 1.353486 - generator loss: 0.747173 - 1s
Epoch 11745/50000
discriminator loss: 1.354856 - generator loss: 0.753601 - 1s
Epoch 11746/50000
discriminator loss: 1.355457 - generator loss: 0.749926 - 1s
Epoch 11747/50000
discriminator loss: 1.340599 - generator loss: 0.753043 - 1s
Epoch 11748/50000
discriminator loss: 1.353931 - generator loss: 0.738326 - 1s
Epoch 11749/50000
discriminator loss: 1.356468 - generator loss: 0.737155 - 1s
Epoch 11750/50000
discriminator loss: 1.351469 - generator loss: 0.735780 - 1s
Epoch 11751/50000
discriminator loss: 1.358294 - generator loss: 0.743774 - 1s
Epoch 11752/50000
discriminator loss: 1.350269 - generator loss: 0.759272 - 1s
Epoch 11753/50000
discriminator loss: 1.357817 - generator loss: 0.738812 - 1s
Epoch 11754/50000
discriminator loss: 1.352407 - generator loss: 0.750252 - 1s
Epoch 11755/50000
discriminator loss: 1.363017 - generator loss: 0.736808 - 1s
Epoch 11756/50000
discriminator loss: 1.363791 - generator loss: 0.733581 - 1s
Epoch 11757/50000
discriminator loss: 1.354657 - generator loss: 0.741729 - 1s
Epoch 11758/50000
discriminator loss: 1.357807 - generator loss: 0.743115 - 1s
Epoch 11759/50000
discriminator loss: 1.353543 - generator loss: 0.738709 - 1s
Epoch 11760/50000
discriminator loss: 1.362032 - generator loss: 0.742237 - 1s
Epoch 11761/50000
discriminator loss: 1.358434 - generator loss: 0.749588 - 1s
Epoch 11762/50000
discriminator loss: 1.350633 - generator loss: 0.750367 - 1s
Epoch 11763/50000
discriminator loss: 1.346962 - generator loss: 0.739874 - 1s
Epoch 11764/50000
discriminator loss: 1.359351 - generator loss: 0.740971 - 1s
Epoch 11765/50000
discriminator loss: 1.353279 - generator loss: 0.734394 - 1s
Epoch 11766/50000
discriminator loss: 1.348951 - generator loss: 0.747223 - 1s
Epoch 11767/50000
discriminator loss: 1.358997 - generator loss: 0.745067 - 1s
Epoch 11768/50000
discriminator loss: 1.361447 - generator loss: 0.747848 - 1s
Epoch 11769/50000
discriminator loss: 1.354727 - generator loss: 0.749000 - 1s
Epoch 11770/50000
discriminator loss: 1.351190 - generator loss: 0.742737 - 1s
Epoch 11771/50000
discriminator loss: 1.362561 - generator loss: 0.735271 - 1s
Epoch 11772/50000
discriminator loss: 1.363330 - generator loss: 0.730363 - 1s
Epoch 11773/50000
discriminator loss: 1.349453 - generator loss: 0.746306 - 1s
Epoch 11774/50000
discriminator loss: 1.352956 - generator loss: 0.736509 - 1s
Epoch 11775/50000
discriminator loss: 1.361096 - generator loss: 0.744259 - 1s
Epoch 11776/50000
discriminator loss: 1.363668 - generator loss: 0.741548 - 1s
Epoch 11777/50000
discriminator loss: 1.355839 - generator loss: 0.752200 - 1s
Epoch 11778/50000
discriminator loss: 1.356588 - generator loss: 0.742516 - 1s
Epoch 11779/50000
discriminator loss: 1.360998 - generator loss: 0.732181 - 1s
Epoch 11780/50000
discriminator loss: 1.352443 - generator loss: 0.731414 - 1s
Epoch 11781/50000
discriminator loss: 1.347092 - generator loss: 0.743863 - 1s
Epoch 11782/50000
discriminator loss: 1.361724 - generator loss: 0.744119 - 1s
Epoch 11783/50000
discriminator loss: 1.352667 - generator loss: 0.745438 - 1s
Epoch 11784/50000
discriminator loss: 1.348007 - generator loss: 0.751471 - 1s
Epoch 11785/50000
discriminator loss: 1.345245 - generator loss: 0.758725 - 1s
Epoch 11786/50000
discriminator loss: 1.363510 - generator loss: 0.736996 - 1s
Epoch 11787/50000
discriminator loss: 1.366906 - generator loss: 0.722933 - 1s
Epoch 11788/50000
discriminator loss: 1.358521 - generator loss: 0.739498 - 1s
Epoch 11789/50000
discriminator loss: 1.343772 - generator loss: 0.750935 - 1s
Epoch 11790/50000
discriminator loss: 1.357227 - generator loss: 0.740189 - 1s
Epoch 11791/50000
discriminator loss: 1.358913 - generator loss: 0.757537 - 1s
Epoch 11792/50000
discriminator loss: 1.348592 - generator loss: 0.748304 - 1s
Epoch 11793/50000
discriminator loss: 1.354647 - generator loss: 0.748069 - 1s
Epoch 11794/50000
discriminator loss: 1.364587 - generator loss: 0.729170 - 1s
Epoch 11795/50000
discriminator loss: 1.361182 - generator loss: 0.730281 - 1s
Epoch 11796/50000
discriminator loss: 1.354626 - generator loss: 0.741432 - 1s
Epoch 11797/50000
discriminator loss: 1.357008 - generator loss: 0.744876 - 1s
Epoch 11798/50000
discriminator loss: 1.358631 - generator loss: 0.737824 - 1s
Epoch 11799/50000
discriminator loss: 1.359020 - generator loss: 0.749750 - 1s
Epoch 11800/50000
discriminator loss: 1.351116 - generator loss: 0.751645 - 1s
Epoch 11801/50000
discriminator loss: 1.348865 - generator loss: 0.747162 - 1s
Epoch 11802/50000
discriminator loss: 1.351433 - generator loss: 0.737472 - 1s
Epoch 11803/50000
discriminator loss: 1.351734 - generator loss: 0.739774 - 1s
Epoch 11804/50000
discriminator loss: 1.352993 - generator loss: 0.740300 - 1s
Epoch 11805/50000
discriminator loss: 1.356223 - generator loss: 0.744910 - 1s
Epoch 11806/50000
discriminator loss: 1.357043 - generator loss: 0.745655 - 1s
Epoch 11807/50000
discriminator loss: 1.355116 - generator loss: 0.746860 - 1s
Epoch 11808/50000
discriminator loss: 1.350680 - generator loss: 0.748353 - 1s
Epoch 11809/50000
discriminator loss: 1.362254 - generator loss: 0.734649 - 1s
Epoch 11810/50000
discriminator loss: 1.351790 - generator loss: 0.736562 - 1s
Epoch 11811/50000
discriminator loss: 1.351136 - generator loss: 0.740655 - 1s
Epoch 11812/50000
discriminator loss: 1.346781 - generator loss: 0.748916 - 1s
Epoch 11813/50000
discriminator loss: 1.355849 - generator loss: 0.742762 - 1s
Epoch 11814/50000
discriminator loss: 1.360450 - generator loss: 0.742261 - 1s
Epoch 11815/50000
discriminator loss: 1.353415 - generator loss: 0.750821 - 1s
Epoch 11816/50000
discriminator loss: 1.346977 - generator loss: 0.747020 - 1s
Epoch 11817/50000
discriminator loss: 1.361225 - generator loss: 0.735993 - 1s
Epoch 11818/50000
discriminator loss: 1.352739 - generator loss: 0.739133 - 1s
Epoch 11819/50000
discriminator loss: 1.349079 - generator loss: 0.737523 - 1s
Epoch 11820/50000
discriminator loss: 1.348900 - generator loss: 0.751748 - 1s
Epoch 11821/50000
discriminator loss: 1.360023 - generator loss: 0.747468 - 1s
Epoch 11822/50000
discriminator loss: 1.362580 - generator loss: 0.743728 - 1s
Epoch 11823/50000
discriminator loss: 1.345353 - generator loss: 0.754317 - 1s
Epoch 11824/50000
discriminator loss: 1.357030 - generator loss: 0.741539 - 1s
Epoch 11825/50000
discriminator loss: 1.362430 - generator loss: 0.729417 - 1s
Epoch 11826/50000
discriminator loss: 1.358372 - generator loss: 0.729134 - 1s
Epoch 11827/50000
discriminator loss: 1.351286 - generator loss: 0.742381 - 1s
Epoch 11828/50000
discriminator loss: 1.361740 - generator loss: 0.743919 - 1s
Epoch 11829/50000
discriminator loss: 1.368666 - generator loss: 0.741906 - 1s
Epoch 11830/50000
discriminator loss: 1.351631 - generator loss: 0.751369 - 1s
Epoch 11831/50000
discriminator loss: 1.337255 - generator loss: 0.756062 - 1s
Epoch 11832/50000
discriminator loss: 1.357592 - generator loss: 0.733476 - 1s
Epoch 11833/50000
discriminator loss: 1.361833 - generator loss: 0.731054 - 1s
Epoch 11834/50000
discriminator loss: 1.350729 - generator loss: 0.740169 - 1s
Epoch 11835/50000
discriminator loss: 1.350488 - generator loss: 0.744465 - 1s
Epoch 11836/50000
discriminator loss: 1.361761 - generator loss: 0.742063 - 1s
Epoch 11837/50000
discriminator loss: 1.350432 - generator loss: 0.754060 - 1s
Epoch 11838/50000
discriminator loss: 1.340084 - generator loss: 0.759158 - 1s
Epoch 11839/50000
discriminator loss: 1.349848 - generator loss: 0.746946 - 1s
Epoch 11840/50000
discriminator loss: 1.358355 - generator loss: 0.734063 - 1s
Epoch 11841/50000
discriminator loss: 1.355475 - generator loss: 0.732610 - 1s
Epoch 11842/50000
discriminator loss: 1.339187 - generator loss: 0.742739 - 1s
Epoch 11843/50000
discriminator loss: 1.348259 - generator loss: 0.750888 - 1s
Epoch 11844/50000
discriminator loss: 1.353947 - generator loss: 0.747988 - 1s
Epoch 11845/50000
discriminator loss: 1.351400 - generator loss: 0.753610 - 1s
Epoch 11846/50000
discriminator loss: 1.340939 - generator loss: 0.764395 - 1s
Epoch 11847/50000
discriminator loss: 1.348932 - generator loss: 0.746003 - 1s
Epoch 11848/50000
discriminator loss: 1.361686 - generator loss: 0.738012 - 1s
Epoch 11849/50000
discriminator loss: 1.352367 - generator loss: 0.731055 - 1s
Epoch 11850/50000
discriminator loss: 1.351605 - generator loss: 0.737756 - 1s
Epoch 11851/50000
discriminator loss: 1.356339 - generator loss: 0.745209 - 1s
Epoch 11852/50000
discriminator loss: 1.364727 - generator loss: 0.743976 - 1s
Epoch 11853/50000
discriminator loss: 1.362089 - generator loss: 0.744358 - 1s
Epoch 11854/50000
discriminator loss: 1.343011 - generator loss: 0.757493 - 1s
Epoch 11855/50000
discriminator loss: 1.348346 - generator loss: 0.750981 - 1s
Epoch 11856/50000
discriminator loss: 1.353989 - generator loss: 0.735542 - 1s
Epoch 11857/50000
discriminator loss: 1.354645 - generator loss: 0.737135 - 1s
Epoch 11858/50000
discriminator loss: 1.353001 - generator loss: 0.744166 - 1s
Epoch 11859/50000
discriminator loss: 1.353128 - generator loss: 0.744086 - 1s
Epoch 11860/50000
discriminator loss: 1.359028 - generator loss: 0.742258 - 1s
Epoch 11861/50000
discriminator loss: 1.353166 - generator loss: 0.755389 - 1s
Epoch 11862/50000
discriminator loss: 1.351203 - generator loss: 0.751100 - 1s
Epoch 11863/50000
discriminator loss: 1.344159 - generator loss: 0.747072 - 1s
Epoch 11864/50000
discriminator loss: 1.358017 - generator loss: 0.737693 - 1s
Epoch 11865/50000
discriminator loss: 1.367537 - generator loss: 0.728558 - 1s
Epoch 11866/50000
discriminator loss: 1.342331 - generator loss: 0.748791 - 1s
Epoch 11867/50000
discriminator loss: 1.347329 - generator loss: 0.743228 - 1s
Epoch 11868/50000
discriminator loss: 1.359517 - generator loss: 0.740674 - 1s
Epoch 11869/50000
discriminator loss: 1.357557 - generator loss: 0.745882 - 1s
Epoch 11870/50000
discriminator loss: 1.357288 - generator loss: 0.753546 - 1s
Epoch 11871/50000
discriminator loss: 1.348164 - generator loss: 0.747858 - 1s
Epoch 11872/50000
discriminator loss: 1.356807 - generator loss: 0.735351 - 1s
Epoch 11873/50000
discriminator loss: 1.353072 - generator loss: 0.731536 - 1s
Epoch 11874/50000
discriminator loss: 1.359124 - generator loss: 0.741078 - 1s
Epoch 11875/50000
discriminator loss: 1.346611 - generator loss: 0.751616 - 1s
Epoch 11876/50000
discriminator loss: 1.356025 - generator loss: 0.747472 - 1s
Epoch 11877/50000
discriminator loss: 1.359906 - generator loss: 0.744861 - 1s
Epoch 11878/50000
discriminator loss: 1.355238 - generator loss: 0.744979 - 1s
Epoch 11879/50000
discriminator loss: 1.351822 - generator loss: 0.743397 - 1s
Epoch 11880/50000
discriminator loss: 1.369351 - generator loss: 0.731132 - 1s
Epoch 11881/50000
discriminator loss: 1.352091 - generator loss: 0.731682 - 1s
Epoch 11882/50000
discriminator loss: 1.354497 - generator loss: 0.747404 - 1s
Epoch 11883/50000
discriminator loss: 1.358118 - generator loss: 0.737671 - 1s
Epoch 11884/50000
discriminator loss: 1.355872 - generator loss: 0.749610 - 1s
Epoch 11885/50000
discriminator loss: 1.355556 - generator loss: 0.748117 - 1s
Epoch 11886/50000
discriminator loss: 1.348785 - generator loss: 0.752932 - 1s
Epoch 11887/50000
discriminator loss: 1.363424 - generator loss: 0.734156 - 1s
Epoch 11888/50000
discriminator loss: 1.354844 - generator loss: 0.736267 - 1s
Epoch 11889/50000
discriminator loss: 1.359109 - generator loss: 0.735817 - 1s
Epoch 11890/50000
discriminator loss: 1.347178 - generator loss: 0.744027 - 1s
Epoch 11891/50000
discriminator loss: 1.364851 - generator loss: 0.744015 - 1s
Epoch 11892/50000
discriminator loss: 1.354595 - generator loss: 0.745352 - 1s
Epoch 11893/50000
discriminator loss: 1.347728 - generator loss: 0.758137 - 1s
Epoch 11894/50000
discriminator loss: 1.347991 - generator loss: 0.748025 - 1s
Epoch 11895/50000
discriminator loss: 1.348965 - generator loss: 0.742677 - 1s
Epoch 11896/50000
discriminator loss: 1.364037 - generator loss: 0.733574 - 1s
Epoch 11897/50000
discriminator loss: 1.351506 - generator loss: 0.735661 - 1s
Epoch 11898/50000
discriminator loss: 1.351161 - generator loss: 0.745050 - 1s
Epoch 11899/50000
discriminator loss: 1.344575 - generator loss: 0.752452 - 1s
Epoch 11900/50000
discriminator loss: 1.357472 - generator loss: 0.746862 - 1s
Epoch 11901/50000
discriminator loss: 1.347445 - generator loss: 0.753759 - 1s
Epoch 11902/50000
discriminator loss: 1.351102 - generator loss: 0.748204 - 1s
Epoch 11903/50000
discriminator loss: 1.351211 - generator loss: 0.739891 - 1s
Epoch 11904/50000
discriminator loss: 1.358481 - generator loss: 0.733017 - 1s
Epoch 11905/50000
discriminator loss: 1.356438 - generator loss: 0.739948 - 1s
Epoch 11906/50000
discriminator loss: 1.349220 - generator loss: 0.741849 - 1s
Epoch 11907/50000
discriminator loss: 1.352034 - generator loss: 0.754141 - 1s
Epoch 11908/50000
discriminator loss: 1.356431 - generator loss: 0.750584 - 1s
Epoch 11909/50000
discriminator loss: 1.342509 - generator loss: 0.750005 - 1s
Epoch 11910/50000
discriminator loss: 1.351715 - generator loss: 0.741467 - 1s
Epoch 11911/50000
discriminator loss: 1.350385 - generator loss: 0.739198 - 1s
Epoch 11912/50000
discriminator loss: 1.353025 - generator loss: 0.730859 - 1s
Epoch 11913/50000
discriminator loss: 1.353323 - generator loss: 0.747352 - 1s
Epoch 11914/50000
discriminator loss: 1.359120 - generator loss: 0.743592 - 1s
Epoch 11915/50000
discriminator loss: 1.361698 - generator loss: 0.741672 - 1s
Epoch 11916/50000
discriminator loss: 1.352427 - generator loss: 0.748715 - 1s
Epoch 11917/50000
discriminator loss: 1.352512 - generator loss: 0.747145 - 1s
Epoch 11918/50000
discriminator loss: 1.355811 - generator loss: 0.742343 - 1s
Epoch 11919/50000
discriminator loss: 1.357237 - generator loss: 0.731190 - 1s
Epoch 11920/50000
discriminator loss: 1.358724 - generator loss: 0.737097 - 1s
Epoch 11921/50000
discriminator loss: 1.346854 - generator loss: 0.748279 - 1s
Epoch 11922/50000
discriminator loss: 1.354244 - generator loss: 0.748469 - 1s
Epoch 11923/50000
discriminator loss: 1.360786 - generator loss: 0.742374 - 1s
Epoch 11924/50000
discriminator loss: 1.350972 - generator loss: 0.753607 - 1s
Epoch 11925/50000
discriminator loss: 1.351098 - generator loss: 0.746255 - 1s
Epoch 11926/50000
discriminator loss: 1.351150 - generator loss: 0.747786 - 1s
Epoch 11927/50000
discriminator loss: 1.354456 - generator loss: 0.733944 - 1s
Epoch 11928/50000
discriminator loss: 1.348777 - generator loss: 0.736106 - 1s
Epoch 11929/50000
discriminator loss: 1.348963 - generator loss: 0.745629 - 1s
Epoch 11930/50000
discriminator loss: 1.359863 - generator loss: 0.744614 - 1s
Epoch 11931/50000
discriminator loss: 1.359540 - generator loss: 0.748876 - 1s
Epoch 11932/50000
discriminator loss: 1.356211 - generator loss: 0.751848 - 1s
Epoch 11933/50000
discriminator loss: 1.352958 - generator loss: 0.747208 - 1s
Epoch 11934/50000
discriminator loss: 1.365365 - generator loss: 0.730962 - 1s
Epoch 11935/50000
discriminator loss: 1.365213 - generator loss: 0.729830 - 1s
Epoch 11936/50000
discriminator loss: 1.348710 - generator loss: 0.742015 - 1s
Epoch 11937/50000
discriminator loss: 1.352062 - generator loss: 0.737291 - 1s
Epoch 11938/50000
discriminator loss: 1.361741 - generator loss: 0.749233 - 1s
Epoch 11939/50000
discriminator loss: 1.348051 - generator loss: 0.761095 - 1s
Epoch 11940/50000
discriminator loss: 1.345708 - generator loss: 0.765673 - 1s
Epoch 11941/50000
discriminator loss: 1.349427 - generator loss: 0.754481 - 1s
Epoch 11942/50000
discriminator loss: 1.365381 - generator loss: 0.724219 - 1s
Epoch 11943/50000
discriminator loss: 1.354647 - generator loss: 0.729600 - 1s
Epoch 11944/50000
discriminator loss: 1.345067 - generator loss: 0.745776 - 1s
Epoch 11945/50000
discriminator loss: 1.350919 - generator loss: 0.746362 - 1s
Epoch 11946/50000
discriminator loss: 1.367918 - generator loss: 0.749091 - 1s
Epoch 11947/50000
discriminator loss: 1.354333 - generator loss: 0.747914 - 1s
Epoch 11948/50000
discriminator loss: 1.349714 - generator loss: 0.763323 - 1s
Epoch 11949/50000
discriminator loss: 1.351542 - generator loss: 0.747549 - 1s
Epoch 11950/50000
discriminator loss: 1.367086 - generator loss: 0.725696 - 1s
Epoch 11951/50000
discriminator loss: 1.352070 - generator loss: 0.733317 - 1s
Epoch 11952/50000
discriminator loss: 1.344643 - generator loss: 0.739850 - 1s
Epoch 11953/50000
discriminator loss: 1.342437 - generator loss: 0.761258 - 1s
Epoch 11954/50000
discriminator loss: 1.367292 - generator loss: 0.739105 - 1s
Epoch 11955/50000
discriminator loss: 1.359484 - generator loss: 0.758683 - 1s
Epoch 11956/50000
discriminator loss: 1.358450 - generator loss: 0.748473 - 1s
Epoch 11957/50000
discriminator loss: 1.348567 - generator loss: 0.754235 - 1s
Epoch 11958/50000
discriminator loss: 1.372353 - generator loss: 0.726301 - 1s
Epoch 11959/50000
discriminator loss: 1.358739 - generator loss: 0.726558 - 1s
Epoch 11960/50000
discriminator loss: 1.346340 - generator loss: 0.741756 - 1s
Epoch 11961/50000
discriminator loss: 1.346624 - generator loss: 0.748522 - 1s
Epoch 11962/50000
discriminator loss: 1.364513 - generator loss: 0.739548 - 1s
Epoch 11963/50000
discriminator loss: 1.358083 - generator loss: 0.747331 - 1s
Epoch 11964/50000
discriminator loss: 1.353394 - generator loss: 0.754731 - 1s
Epoch 11965/50000
discriminator loss: 1.352926 - generator loss: 0.752814 - 1s
Epoch 11966/50000
discriminator loss: 1.359879 - generator loss: 0.734458 - 1s
Epoch 11967/50000
discriminator loss: 1.358107 - generator loss: 0.725963 - 1s
Epoch 11968/50000
discriminator loss: 1.344233 - generator loss: 0.742091 - 1s
Epoch 11969/50000
discriminator loss: 1.352726 - generator loss: 0.741926 - 1s
Epoch 11970/50000
discriminator loss: 1.356434 - generator loss: 0.743009 - 1s
Epoch 11971/50000
discriminator loss: 1.368052 - generator loss: 0.749055 - 1s
Epoch 11972/50000
discriminator loss: 1.354454 - generator loss: 0.750709 - 1s
Epoch 11973/50000
discriminator loss: 1.351233 - generator loss: 0.752231 - 1s
Epoch 11974/50000
discriminator loss: 1.362234 - generator loss: 0.728665 - 1s
Epoch 11975/50000
discriminator loss: 1.365841 - generator loss: 0.724992 - 1s
Epoch 11976/50000
discriminator loss: 1.349726 - generator loss: 0.742592 - 1s
Epoch 11977/50000
discriminator loss: 1.351350 - generator loss: 0.743793 - 1s
Epoch 11978/50000
discriminator loss: 1.352907 - generator loss: 0.752570 - 1s
Epoch 11979/50000
discriminator loss: 1.351852 - generator loss: 0.749437 - 1s
Epoch 11980/50000
discriminator loss: 1.353961 - generator loss: 0.756978 - 1s
Epoch 11981/50000
discriminator loss: 1.353527 - generator loss: 0.744934 - 1s
Epoch 11982/50000
discriminator loss: 1.364872 - generator loss: 0.730179 - 1s
Epoch 11983/50000
discriminator loss: 1.362524 - generator loss: 0.727377 - 1s
Epoch 11984/50000
discriminator loss: 1.345186 - generator loss: 0.739893 - 1s
Epoch 11985/50000
discriminator loss: 1.355015 - generator loss: 0.745065 - 1s
Epoch 11986/50000
discriminator loss: 1.356573 - generator loss: 0.745425 - 1s
Epoch 11987/50000
discriminator loss: 1.357663 - generator loss: 0.746486 - 1s
Epoch 11988/50000
discriminator loss: 1.356434 - generator loss: 0.748710 - 1s
Epoch 11989/50000
discriminator loss: 1.352658 - generator loss: 0.742658 - 1s
Epoch 11990/50000
discriminator loss: 1.363362 - generator loss: 0.736644 - 1s
Epoch 11991/50000
discriminator loss: 1.356991 - generator loss: 0.736379 - 1s
Epoch 11992/50000
discriminator loss: 1.353184 - generator loss: 0.744236 - 1s
Epoch 11993/50000
discriminator loss: 1.352279 - generator loss: 0.739893 - 1s
Epoch 11994/50000
discriminator loss: 1.356911 - generator loss: 0.739601 - 1s
Epoch 11995/50000
discriminator loss: 1.360754 - generator loss: 0.748613 - 1s
Epoch 11996/50000
discriminator loss: 1.348253 - generator loss: 0.759584 - 1s
Epoch 11997/50000
discriminator loss: 1.353780 - generator loss: 0.744255 - 1s
Epoch 11998/50000
discriminator loss: 1.365090 - generator loss: 0.728063 - 1s
Epoch 11999/50000
discriminator loss: 1.356660 - generator loss: 0.735507 - 1s
Epoch 12000/50000
discriminator loss: 1.349129 - generator loss: 0.742197 - 1s
Epoch 12001/50000
discriminator loss: 1.355690 - generator loss: 0.739835 - 1s

Loss: 

Epoch 12002/50000
discriminator loss: 1.354870 - generator loss: 0.748349 - 1s
Epoch 12003/50000
discriminator loss: 1.359167 - generator loss: 0.748883 - 1s
Epoch 12004/50000
discriminator loss: 1.351769 - generator loss: 0.747312 - 1s
Epoch 12005/50000
discriminator loss: 1.351134 - generator loss: 0.738468 - 1s
Epoch 12006/50000
discriminator loss: 1.358872 - generator loss: 0.735695 - 1s
Epoch 12007/50000
discriminator loss: 1.357230 - generator loss: 0.737271 - 1s
Epoch 12008/50000
discriminator loss: 1.342550 - generator loss: 0.747590 - 1s
Epoch 12009/50000
discriminator loss: 1.355653 - generator loss: 0.747543 - 1s
Epoch 12010/50000
discriminator loss: 1.366734 - generator loss: 0.737103 - 1s
Epoch 12011/50000
discriminator loss: 1.357016 - generator loss: 0.745840 - 1s
Epoch 12012/50000
discriminator loss: 1.358804 - generator loss: 0.743048 - 1s
Epoch 12013/50000
discriminator loss: 1.353457 - generator loss: 0.741433 - 1s
Epoch 12014/50000
discriminator loss: 1.354028 - generator loss: 0.732371 - 1s
Epoch 12015/50000
discriminator loss: 1.360483 - generator loss: 0.738064 - 1s
Epoch 12016/50000
discriminator loss: 1.352875 - generator loss: 0.746193 - 1s
Epoch 12017/50000
discriminator loss: 1.351857 - generator loss: 0.741690 - 1s
Epoch 12018/50000
discriminator loss: 1.358604 - generator loss: 0.745901 - 1s
Epoch 12019/50000
discriminator loss: 1.351310 - generator loss: 0.749744 - 1s
Epoch 12020/50000
discriminator loss: 1.353958 - generator loss: 0.745504 - 1s
Epoch 12021/50000
discriminator loss: 1.358055 - generator loss: 0.740262 - 1s
Epoch 12022/50000
discriminator loss: 1.363392 - generator loss: 0.729516 - 1s
Epoch 12023/50000
discriminator loss: 1.355138 - generator loss: 0.741883 - 1s
Epoch 12024/50000
discriminator loss: 1.354860 - generator loss: 0.744694 - 1s
Epoch 12025/50000
discriminator loss: 1.356907 - generator loss: 0.737407 - 1s
Epoch 12026/50000
discriminator loss: 1.358692 - generator loss: 0.743906 - 1s
Epoch 12027/50000
discriminator loss: 1.350659 - generator loss: 0.753795 - 1s
Epoch 12028/50000
discriminator loss: 1.360204 - generator loss: 0.747351 - 1s
Epoch 12029/50000
discriminator loss: 1.351186 - generator loss: 0.744611 - 1s
Epoch 12030/50000
discriminator loss: 1.352409 - generator loss: 0.737376 - 1s
Epoch 12031/50000
discriminator loss: 1.349326 - generator loss: 0.739424 - 1s
Epoch 12032/50000
discriminator loss: 1.351638 - generator loss: 0.744448 - 1s
Epoch 12033/50000
discriminator loss: 1.358763 - generator loss: 0.738105 - 1s
Epoch 12034/50000
discriminator loss: 1.364217 - generator loss: 0.744460 - 1s
Epoch 12035/50000
discriminator loss: 1.350984 - generator loss: 0.753638 - 1s
Epoch 12036/50000
discriminator loss: 1.350608 - generator loss: 0.754805 - 1s
Epoch 12037/50000
discriminator loss: 1.353341 - generator loss: 0.737365 - 1s
Epoch 12038/50000
discriminator loss: 1.363202 - generator loss: 0.734325 - 1s
Epoch 12039/50000
discriminator loss: 1.349848 - generator loss: 0.739112 - 1s
Epoch 12040/50000
discriminator loss: 1.353753 - generator loss: 0.738406 - 1s
Epoch 12041/50000
discriminator loss: 1.363484 - generator loss: 0.737259 - 1s
Epoch 12042/50000
discriminator loss: 1.359096 - generator loss: 0.752515 - 1s
Epoch 12043/50000
discriminator loss: 1.350183 - generator loss: 0.759789 - 1s
Epoch 12044/50000
discriminator loss: 1.352190 - generator loss: 0.746913 - 1s
Epoch 12045/50000
discriminator loss: 1.356180 - generator loss: 0.735771 - 1s
Epoch 12046/50000
discriminator loss: 1.355684 - generator loss: 0.735305 - 1s
Epoch 12047/50000
discriminator loss: 1.348929 - generator loss: 0.748858 - 1s
Epoch 12048/50000
discriminator loss: 1.346935 - generator loss: 0.741471 - 1s
Epoch 12049/50000
discriminator loss: 1.358458 - generator loss: 0.740268 - 1s
Epoch 12050/50000
discriminator loss: 1.361015 - generator loss: 0.747067 - 1s
Epoch 12051/50000
discriminator loss: 1.352730 - generator loss: 0.754604 - 1s
Epoch 12052/50000
discriminator loss: 1.357516 - generator loss: 0.738680 - 1s
Epoch 12053/50000
discriminator loss: 1.364851 - generator loss: 0.736504 - 1s
Epoch 12054/50000
discriminator loss: 1.363791 - generator loss: 0.734843 - 1s
Epoch 12055/50000
discriminator loss: 1.350326 - generator loss: 0.738630 - 1s
Epoch 12056/50000
discriminator loss: 1.353820 - generator loss: 0.743520 - 1s
Epoch 12057/50000
discriminator loss: 1.364069 - generator loss: 0.734822 - 1s
Epoch 12058/50000
discriminator loss: 1.350137 - generator loss: 0.752169 - 1s
Epoch 12059/50000
discriminator loss: 1.350924 - generator loss: 0.756437 - 1s
Epoch 12060/50000
discriminator loss: 1.356351 - generator loss: 0.744535 - 1s
Epoch 12061/50000
discriminator loss: 1.365613 - generator loss: 0.728042 - 1s
Epoch 12062/50000
discriminator loss: 1.360303 - generator loss: 0.728711 - 1s
Epoch 12063/50000
discriminator loss: 1.348534 - generator loss: 0.741916 - 1s
Epoch 12064/50000
discriminator loss: 1.347079 - generator loss: 0.746044 - 1s
Epoch 12065/50000
discriminator loss: 1.356771 - generator loss: 0.749257 - 1s
Epoch 12066/50000
discriminator loss: 1.355921 - generator loss: 0.750623 - 1s
Epoch 12067/50000
discriminator loss: 1.341532 - generator loss: 0.760691 - 1s
Epoch 12068/50000
discriminator loss: 1.353016 - generator loss: 0.747581 - 1s
Epoch 12069/50000
discriminator loss: 1.349951 - generator loss: 0.735200 - 1s
Epoch 12070/50000
discriminator loss: 1.346135 - generator loss: 0.739994 - 1s
Epoch 12071/50000
discriminator loss: 1.346732 - generator loss: 0.743983 - 1s
Epoch 12072/50000
discriminator loss: 1.348442 - generator loss: 0.746762 - 1s
Epoch 12073/50000
discriminator loss: 1.362774 - generator loss: 0.739806 - 1s
Epoch 12074/50000
discriminator loss: 1.355148 - generator loss: 0.756431 - 1s
Epoch 12075/50000
discriminator loss: 1.347538 - generator loss: 0.751201 - 1s
Epoch 12076/50000
discriminator loss: 1.349970 - generator loss: 0.743774 - 1s
Epoch 12077/50000
discriminator loss: 1.365196 - generator loss: 0.730806 - 1s
Epoch 12078/50000
discriminator loss: 1.363223 - generator loss: 0.727940 - 1s
Epoch 12079/50000
discriminator loss: 1.343044 - generator loss: 0.751635 - 1s
Epoch 12080/50000
discriminator loss: 1.355698 - generator loss: 0.736682 - 1s
Epoch 12081/50000
discriminator loss: 1.366858 - generator loss: 0.746143 - 1s
Epoch 12082/50000
discriminator loss: 1.353020 - generator loss: 0.748099 - 1s
Epoch 12083/50000
discriminator loss: 1.347958 - generator loss: 0.753422 - 1s
Epoch 12084/50000
discriminator loss: 1.355830 - generator loss: 0.741707 - 1s
Epoch 12085/50000
discriminator loss: 1.364770 - generator loss: 0.729396 - 1s
Epoch 12086/50000
discriminator loss: 1.352747 - generator loss: 0.730900 - 1s
Epoch 12087/50000
discriminator loss: 1.350228 - generator loss: 0.750214 - 1s
Epoch 12088/50000
discriminator loss: 1.358431 - generator loss: 0.741456 - 1s
Epoch 12089/50000
discriminator loss: 1.355694 - generator loss: 0.749585 - 1s
Epoch 12090/50000
discriminator loss: 1.355225 - generator loss: 0.748717 - 1s
Epoch 12091/50000
discriminator loss: 1.343166 - generator loss: 0.755958 - 1s
Epoch 12092/50000
discriminator loss: 1.357378 - generator loss: 0.741550 - 1s
Epoch 12093/50000
discriminator loss: 1.356980 - generator loss: 0.738219 - 1s
Epoch 12094/50000
discriminator loss: 1.352514 - generator loss: 0.738663 - 1s
Epoch 12095/50000
discriminator loss: 1.355162 - generator loss: 0.739200 - 1s
Epoch 12096/50000
discriminator loss: 1.359715 - generator loss: 0.750001 - 1s
Epoch 12097/50000
discriminator loss: 1.358833 - generator loss: 0.746298 - 1s
Epoch 12098/50000
discriminator loss: 1.352941 - generator loss: 0.746151 - 1s
Epoch 12099/50000
discriminator loss: 1.347968 - generator loss: 0.755510 - 1s
Epoch 12100/50000
discriminator loss: 1.362575 - generator loss: 0.736864 - 1s
Epoch 12101/50000
discriminator loss: 1.349940 - generator loss: 0.737731 - 1s
Epoch 12102/50000
discriminator loss: 1.347963 - generator loss: 0.741668 - 1s
Epoch 12103/50000
discriminator loss: 1.346999 - generator loss: 0.746390 - 1s
Epoch 12104/50000
discriminator loss: 1.356469 - generator loss: 0.739650 - 1s
Epoch 12105/50000
discriminator loss: 1.356313 - generator loss: 0.747284 - 1s
Epoch 12106/50000
discriminator loss: 1.349172 - generator loss: 0.754305 - 1s
Epoch 12107/50000
discriminator loss: 1.340975 - generator loss: 0.750774 - 1s
Epoch 12108/50000
discriminator loss: 1.357832 - generator loss: 0.739127 - 1s
Epoch 12109/50000
discriminator loss: 1.355351 - generator loss: 0.740925 - 1s
Epoch 12110/50000
discriminator loss: 1.350206 - generator loss: 0.736583 - 1s
Epoch 12111/50000
discriminator loss: 1.353775 - generator loss: 0.743834 - 1s
Epoch 12112/50000
discriminator loss: 1.360956 - generator loss: 0.739279 - 1s
Epoch 12113/50000
discriminator loss: 1.354958 - generator loss: 0.749788 - 1s
Epoch 12114/50000
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Epoch 12115/50000
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Epoch 12116/50000
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Epoch 12117/50000
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Epoch 12118/50000
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Epoch 12119/50000
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Epoch 12120/50000
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Epoch 12121/50000
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Epoch 12122/50000
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Epoch 12123/50000
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Epoch 12124/50000
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Epoch 12125/50000
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Epoch 12126/50000
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Epoch 12127/50000
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Epoch 12128/50000
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Epoch 12129/50000
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Epoch 12130/50000
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Epoch 12131/50000
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Epoch 12132/50000
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Epoch 12133/50000
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Epoch 12134/50000
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Epoch 12135/50000
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Epoch 12136/50000
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Epoch 12137/50000
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Epoch 12138/50000
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Epoch 12139/50000
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Epoch 12140/50000
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Epoch 12141/50000
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Epoch 12142/50000
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Epoch 12143/50000
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Epoch 12144/50000
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Epoch 12145/50000
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Epoch 12146/50000
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Epoch 12147/50000
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Epoch 12148/50000
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Epoch 12149/50000
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Epoch 12150/50000
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Epoch 12151/50000
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Epoch 12152/50000
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Epoch 12153/50000
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Epoch 12154/50000
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Epoch 12155/50000
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Epoch 12156/50000
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Epoch 12157/50000
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Epoch 12158/50000
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Epoch 12159/50000
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Epoch 12160/50000
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Epoch 12161/50000
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Epoch 12162/50000
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Epoch 12163/50000
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Epoch 12164/50000
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Epoch 12165/50000
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Epoch 12166/50000
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Epoch 12167/50000
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Epoch 12168/50000
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Epoch 12169/50000
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Epoch 12170/50000
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Epoch 12171/50000
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Epoch 12172/50000
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Epoch 12173/50000
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Epoch 12174/50000
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Epoch 12175/50000
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Epoch 12176/50000
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Epoch 12177/50000
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Epoch 12178/50000
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Epoch 12179/50000
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Epoch 12180/50000
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Epoch 12181/50000
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Epoch 12182/50000
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Epoch 12183/50000
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Epoch 12184/50000
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Epoch 12185/50000
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Epoch 12186/50000
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Epoch 12187/50000
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Epoch 12188/50000
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Epoch 12189/50000
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Epoch 12190/50000
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Epoch 12191/50000
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Epoch 12192/50000
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Epoch 12193/50000
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Epoch 12194/50000
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Epoch 12195/50000
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Epoch 12196/50000
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Epoch 12197/50000
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Epoch 12198/50000
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Epoch 12199/50000
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Epoch 12200/50000
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Epoch 12201/50000
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Epoch 12202/50000
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Epoch 12203/50000
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Epoch 12204/50000
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Epoch 12205/50000
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Epoch 12206/50000
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Epoch 12207/50000
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Epoch 12208/50000
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Epoch 12209/50000
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Epoch 12210/50000
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Epoch 12211/50000
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Epoch 12212/50000
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Epoch 12213/50000
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Epoch 12214/50000
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Epoch 12215/50000
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Epoch 12216/50000
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Epoch 12217/50000
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Epoch 12218/50000
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Epoch 12219/50000
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Epoch 12220/50000
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Epoch 12221/50000
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Epoch 12222/50000
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Epoch 12223/50000
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Epoch 12224/50000
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Epoch 12225/50000
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Epoch 12226/50000
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Epoch 12227/50000
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Epoch 12228/50000
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Epoch 12229/50000
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Epoch 12230/50000
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Epoch 12231/50000
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Epoch 12232/50000
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Epoch 12233/50000
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Epoch 12234/50000
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Epoch 12235/50000
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Epoch 12236/50000
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Epoch 12237/50000
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Epoch 12238/50000
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Epoch 12239/50000
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Epoch 12240/50000
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Epoch 12241/50000
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Epoch 12242/50000
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Epoch 12243/50000
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Epoch 12244/50000
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Epoch 12245/50000
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Epoch 12246/50000
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Epoch 12247/50000
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Epoch 12248/50000
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Epoch 12249/50000
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Epoch 12250/50000
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Epoch 12251/50000
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Epoch 12252/50000
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Epoch 12253/50000
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Epoch 12254/50000
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Epoch 12255/50000
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Epoch 12256/50000
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Epoch 12257/50000
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Epoch 12258/50000
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Epoch 12259/50000
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Epoch 12260/50000
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Epoch 12261/50000
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Epoch 12262/50000
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Epoch 12263/50000
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Epoch 12264/50000
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Epoch 12265/50000
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Epoch 12266/50000
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Epoch 12267/50000
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Epoch 12268/50000
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Epoch 12269/50000
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Epoch 12270/50000
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Epoch 12271/50000
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Epoch 12272/50000
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Epoch 12273/50000
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Epoch 12274/50000
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Epoch 12275/50000
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Epoch 12276/50000
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Epoch 12277/50000
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Epoch 12278/50000
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Epoch 12279/50000
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Epoch 12280/50000
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Epoch 12281/50000
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Epoch 12282/50000
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Epoch 12283/50000
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Epoch 12284/50000
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Epoch 12285/50000
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Epoch 12286/50000
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Epoch 12287/50000
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Epoch 12288/50000
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Epoch 12289/50000
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Epoch 12290/50000
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Epoch 12291/50000
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Epoch 12292/50000
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Epoch 12293/50000
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Epoch 12294/50000
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Epoch 12295/50000
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Epoch 12296/50000
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Epoch 12297/50000
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Epoch 12298/50000
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Epoch 12299/50000
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Epoch 12300/50000
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Epoch 12301/50000
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Epoch 12302/50000
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Epoch 12303/50000
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Epoch 12304/50000
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Epoch 12305/50000
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Epoch 12306/50000
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Epoch 12307/50000
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Epoch 12308/50000
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Epoch 12309/50000
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Epoch 12310/50000
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Epoch 12311/50000
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Epoch 12312/50000
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Epoch 12313/50000
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Epoch 12314/50000
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Epoch 12315/50000
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Epoch 12316/50000
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Epoch 12317/50000
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Epoch 12318/50000
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Epoch 12319/50000
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Epoch 12320/50000
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Epoch 12321/50000
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Epoch 12322/50000
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Epoch 12323/50000
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Epoch 12324/50000
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Epoch 12325/50000
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Epoch 12326/50000
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Epoch 12327/50000
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Epoch 12328/50000
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Epoch 12329/50000
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Epoch 12330/50000
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Epoch 12331/50000
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Epoch 12332/50000
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Epoch 12333/50000
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Epoch 12334/50000
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Epoch 12335/50000
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Epoch 12336/50000
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Epoch 12337/50000
discriminator loss: 1.353810 - generator loss: 0.740330 - 1s
Epoch 12338/50000
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Epoch 12339/50000
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Epoch 12340/50000
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Epoch 12341/50000
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Epoch 12342/50000
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Epoch 12343/50000
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Epoch 12344/50000
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Epoch 12345/50000
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Epoch 12346/50000
discriminator loss: 1.353007 - generator loss: 0.737918 - 1s
Epoch 12347/50000
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Epoch 12348/50000
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Epoch 12349/50000
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Epoch 12350/50000
discriminator loss: 1.366146 - generator loss: 0.739013 - 1s
Epoch 12351/50000
discriminator loss: 1.353871 - generator loss: 0.758125 - 1s
Epoch 12352/50000
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Epoch 12353/50000
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Epoch 12354/50000
discriminator loss: 1.359849 - generator loss: 0.733177 - 1s
Epoch 12355/50000
discriminator loss: 1.359407 - generator loss: 0.728233 - 1s
Epoch 12356/50000
discriminator loss: 1.351451 - generator loss: 0.748384 - 1s
Epoch 12357/50000
discriminator loss: 1.353073 - generator loss: 0.737405 - 1s
Epoch 12358/50000
discriminator loss: 1.374702 - generator loss: 0.737078 - 1s
Epoch 12359/50000
discriminator loss: 1.346729 - generator loss: 0.753676 - 1s
Epoch 12360/50000
discriminator loss: 1.346589 - generator loss: 0.765426 - 1s
Epoch 12361/50000
discriminator loss: 1.352894 - generator loss: 0.744742 - 1s
Epoch 12362/50000
discriminator loss: 1.357026 - generator loss: 0.734729 - 1s
Epoch 12363/50000
discriminator loss: 1.350548 - generator loss: 0.731278 - 1s
Epoch 12364/50000
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Epoch 12365/50000
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Epoch 12366/50000
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Epoch 12367/50000
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Epoch 12368/50000
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Epoch 12369/50000
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Epoch 12370/50000
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Epoch 12371/50000
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Epoch 12372/50000
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Epoch 12373/50000
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Epoch 12374/50000
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Epoch 12375/50000
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Epoch 12376/50000
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Epoch 12377/50000
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Epoch 12378/50000
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Epoch 12379/50000
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Epoch 12380/50000
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Epoch 12381/50000
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Epoch 12382/50000
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Epoch 12383/50000
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Epoch 12384/50000
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Epoch 12385/50000
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Epoch 12386/50000
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Epoch 12387/50000
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Epoch 12388/50000
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Epoch 12389/50000
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Epoch 12390/50000
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Epoch 12391/50000
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Epoch 12392/50000
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Epoch 12393/50000
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Epoch 12394/50000
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Epoch 12395/50000
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Epoch 12396/50000
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Epoch 12397/50000
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Epoch 12398/50000
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Epoch 12399/50000
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Epoch 12400/50000
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Epoch 12401/50000
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Epoch 12402/50000
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Epoch 12403/50000
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Epoch 12404/50000
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Epoch 12405/50000
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Epoch 12406/50000
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Epoch 12407/50000
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Epoch 12408/50000
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Epoch 12409/50000
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Epoch 12410/50000
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Epoch 12411/50000
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Epoch 12412/50000
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Epoch 12413/50000
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Epoch 12414/50000
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Epoch 12415/50000
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Epoch 12416/50000
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Epoch 12417/50000
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Epoch 12418/50000
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Epoch 12419/50000
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Epoch 12420/50000
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Epoch 12421/50000
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Epoch 12422/50000
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Epoch 12423/50000
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Epoch 12424/50000
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Epoch 12425/50000
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Epoch 12426/50000
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Epoch 12427/50000
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Epoch 12428/50000
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Epoch 12429/50000
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Epoch 12430/50000
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Epoch 12431/50000
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Epoch 12432/50000
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Epoch 12433/50000
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Epoch 12434/50000
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Epoch 12435/50000
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Epoch 12436/50000
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Epoch 12437/50000
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Epoch 12438/50000
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Epoch 12439/50000
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Epoch 12440/50000
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Epoch 12441/50000
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Epoch 12442/50000
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Epoch 12443/50000
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Epoch 12444/50000
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Epoch 12445/50000
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Epoch 12446/50000
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Epoch 12447/50000
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Epoch 12448/50000
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Epoch 12449/50000
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Epoch 12450/50000
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Epoch 12451/50000
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Epoch 12452/50000
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Epoch 12453/50000
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Epoch 12454/50000
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Epoch 12455/50000
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Epoch 12456/50000
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Epoch 12457/50000
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Epoch 12458/50000
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Epoch 12459/50000
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Epoch 12460/50000
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Epoch 12461/50000
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Epoch 12462/50000
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Epoch 12463/50000
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Epoch 12464/50000
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Epoch 12465/50000
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Epoch 12466/50000
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Epoch 12467/50000
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Epoch 12468/50000
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Epoch 12469/50000
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Epoch 12470/50000
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Epoch 12471/50000
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Epoch 12472/50000
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Epoch 12473/50000
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Epoch 12474/50000
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Epoch 12475/50000
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Epoch 12476/50000
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Epoch 12477/50000
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Epoch 12478/50000
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Epoch 12479/50000
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Epoch 12480/50000
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Epoch 12481/50000
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Epoch 12482/50000
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Epoch 12483/50000
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Epoch 12484/50000
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Epoch 12485/50000
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Epoch 12486/50000
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Epoch 12487/50000
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Epoch 12488/50000
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Epoch 12489/50000
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Epoch 12490/50000
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Epoch 12491/50000
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Epoch 12492/50000
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Epoch 12493/50000
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Epoch 12494/50000
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Epoch 12495/50000
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Epoch 12496/50000
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Epoch 12497/50000
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Epoch 12498/50000
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Epoch 12499/50000
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Epoch 12500/50000
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Epoch 12501/50000
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Epoch 12502/50000
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Epoch 12503/50000
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Epoch 12504/50000
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Epoch 12505/50000
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Epoch 12506/50000
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Epoch 12507/50000
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Epoch 12508/50000
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Epoch 12509/50000
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Epoch 12510/50000
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Epoch 12511/50000
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Epoch 12512/50000
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Epoch 12513/50000
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Epoch 12514/50000
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Epoch 12515/50000
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Epoch 12516/50000
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Epoch 12517/50000
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Epoch 12518/50000
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Epoch 12519/50000
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Epoch 12520/50000
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Epoch 12521/50000
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Epoch 12522/50000
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Epoch 12523/50000
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Epoch 12524/50000
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Epoch 12525/50000
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Epoch 12526/50000
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Epoch 12527/50000
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Epoch 12528/50000
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Epoch 12529/50000
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Epoch 12530/50000
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Epoch 12531/50000
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Epoch 12532/50000
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Epoch 12533/50000
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Epoch 12534/50000
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Epoch 12535/50000
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Epoch 12536/50000
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Epoch 12537/50000
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Epoch 12538/50000
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Epoch 12539/50000
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Epoch 12540/50000
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Epoch 12541/50000
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Epoch 12542/50000
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Epoch 12543/50000
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Epoch 12544/50000
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Epoch 12545/50000
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Epoch 12546/50000
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Epoch 12547/50000
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Epoch 12548/50000
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Epoch 12549/50000
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Epoch 12550/50000
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Epoch 12551/50000
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Epoch 12552/50000
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Epoch 12553/50000
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Epoch 12554/50000
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Epoch 12555/50000
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Epoch 12556/50000
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Epoch 12557/50000
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Epoch 12558/50000
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Epoch 12559/50000
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Epoch 12560/50000
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Epoch 12561/50000
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Epoch 12562/50000
discriminator loss: 1.359926 - generator loss: 0.732118 - 1s
Epoch 12563/50000
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Epoch 12564/50000
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Epoch 12565/50000
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Epoch 12566/50000
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Epoch 12567/50000
discriminator loss: 1.354111 - generator loss: 0.748809 - 1s
Epoch 12568/50000
discriminator loss: 1.354937 - generator loss: 0.753135 - 1s
Epoch 12569/50000
discriminator loss: 1.345872 - generator loss: 0.741364 - 1s
Epoch 12570/50000
discriminator loss: 1.353839 - generator loss: 0.735729 - 1s
Epoch 12571/50000
discriminator loss: 1.346356 - generator loss: 0.741801 - 1s
Epoch 12572/50000
discriminator loss: 1.353723 - generator loss: 0.740257 - 1s
Epoch 12573/50000
discriminator loss: 1.359724 - generator loss: 0.741577 - 1s
Epoch 12574/50000
discriminator loss: 1.358464 - generator loss: 0.748258 - 1s
Epoch 12575/50000
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Epoch 12576/50000
discriminator loss: 1.352817 - generator loss: 0.748665 - 1s
Epoch 12577/50000
discriminator loss: 1.358107 - generator loss: 0.736170 - 1s
Epoch 12578/50000
discriminator loss: 1.359476 - generator loss: 0.727891 - 1s
Epoch 12579/50000
discriminator loss: 1.345591 - generator loss: 0.747638 - 1s
Epoch 12580/50000
discriminator loss: 1.355867 - generator loss: 0.742265 - 1s
Epoch 12581/50000
discriminator loss: 1.358541 - generator loss: 0.740400 - 1s
Epoch 12582/50000
discriminator loss: 1.354207 - generator loss: 0.747342 - 1s
Epoch 12583/50000
discriminator loss: 1.354540 - generator loss: 0.755262 - 1s
Epoch 12584/50000
discriminator loss: 1.353163 - generator loss: 0.744927 - 1s
Epoch 12585/50000
discriminator loss: 1.361243 - generator loss: 0.729372 - 1s
Epoch 12586/50000
discriminator loss: 1.351309 - generator loss: 0.738786 - 1s
Epoch 12587/50000
discriminator loss: 1.354029 - generator loss: 0.744857 - 1s
Epoch 12588/50000
discriminator loss: 1.353081 - generator loss: 0.741699 - 1s
Epoch 12589/50000
discriminator loss: 1.358651 - generator loss: 0.742972 - 1s
Epoch 12590/50000
discriminator loss: 1.351947 - generator loss: 0.751433 - 1s
Epoch 12591/50000
discriminator loss: 1.348613 - generator loss: 0.753657 - 1s
Epoch 12592/50000
discriminator loss: 1.344507 - generator loss: 0.743243 - 1s
Epoch 12593/50000
discriminator loss: 1.354219 - generator loss: 0.738611 - 1s
Epoch 12594/50000
discriminator loss: 1.364083 - generator loss: 0.729798 - 1s
Epoch 12595/50000
discriminator loss: 1.351537 - generator loss: 0.736922 - 1s
Epoch 12596/50000
discriminator loss: 1.355528 - generator loss: 0.745631 - 1s
Epoch 12597/50000
discriminator loss: 1.358675 - generator loss: 0.740916 - 1s
Epoch 12598/50000
discriminator loss: 1.351858 - generator loss: 0.746017 - 1s
Epoch 12599/50000
discriminator loss: 1.357150 - generator loss: 0.740761 - 1s
Epoch 12600/50000
discriminator loss: 1.357200 - generator loss: 0.743433 - 1s
Epoch 12601/50000
discriminator loss: 1.360426 - generator loss: 0.735681 - 1s
Epoch 12602/50000
discriminator loss: 1.352934 - generator loss: 0.738672 - 1s
Epoch 12603/50000
discriminator loss: 1.350212 - generator loss: 0.746093 - 1s
Epoch 12604/50000
discriminator loss: 1.353674 - generator loss: 0.743613 - 1s
Epoch 12605/50000
discriminator loss: 1.351478 - generator loss: 0.747894 - 1s
Epoch 12606/50000
discriminator loss: 1.353492 - generator loss: 0.743920 - 1s
Epoch 12607/50000
discriminator loss: 1.357232 - generator loss: 0.745775 - 1s
Epoch 12608/50000
discriminator loss: 1.354713 - generator loss: 0.738377 - 1s
Epoch 12609/50000
discriminator loss: 1.362290 - generator loss: 0.734465 - 1s
Epoch 12610/50000
discriminator loss: 1.344236 - generator loss: 0.747424 - 1s
Epoch 12611/50000
discriminator loss: 1.351837 - generator loss: 0.740999 - 1s
Epoch 12612/50000
discriminator loss: 1.361716 - generator loss: 0.739435 - 1s
Epoch 12613/50000
discriminator loss: 1.353294 - generator loss: 0.750308 - 1s
Epoch 12614/50000
discriminator loss: 1.355475 - generator loss: 0.743130 - 1s
Epoch 12615/50000
discriminator loss: 1.355861 - generator loss: 0.745343 - 1s
Epoch 12616/50000
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Epoch 12617/50000
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Epoch 12618/50000
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Epoch 12619/50000
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Epoch 12620/50000
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Epoch 12621/50000
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Epoch 12622/50000
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Epoch 12623/50000
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Epoch 12624/50000
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Epoch 12625/50000
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Epoch 12626/50000
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Epoch 12627/50000
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Epoch 12628/50000
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Epoch 12629/50000
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Epoch 12630/50000
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Epoch 12631/50000
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Epoch 12632/50000
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Epoch 12633/50000
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Epoch 12634/50000
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Epoch 12635/50000
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Epoch 12636/50000
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Epoch 12637/50000
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Epoch 12638/50000
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Epoch 12639/50000
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Epoch 12640/50000
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Epoch 12641/50000
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Epoch 12642/50000
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Epoch 12643/50000
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Epoch 12644/50000
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Epoch 12645/50000
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Epoch 12646/50000
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Epoch 12647/50000
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Epoch 12648/50000
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Epoch 12649/50000
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Epoch 12650/50000
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Epoch 12651/50000
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Epoch 12652/50000
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Epoch 12653/50000
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Epoch 12654/50000
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Epoch 12655/50000
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Epoch 12656/50000
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Epoch 12657/50000
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Epoch 12658/50000
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Epoch 12659/50000
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Epoch 12660/50000
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Epoch 12661/50000
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Epoch 12662/50000
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Epoch 12663/50000
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Epoch 12664/50000
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Epoch 12665/50000
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Epoch 12666/50000
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Epoch 12667/50000
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Epoch 12668/50000
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Epoch 12669/50000
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Epoch 12670/50000
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Epoch 12671/50000
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Epoch 12672/50000
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Epoch 12673/50000
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Epoch 12674/50000
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Epoch 12675/50000
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Epoch 12676/50000
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Epoch 12677/50000
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Epoch 12678/50000
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Epoch 12679/50000
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Epoch 12680/50000
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Epoch 12681/50000
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Epoch 12682/50000
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Epoch 12683/50000
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Epoch 12684/50000
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Epoch 12685/50000
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Epoch 12686/50000
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Epoch 12687/50000
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Epoch 12688/50000
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Epoch 12689/50000
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Epoch 12690/50000
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Epoch 12691/50000
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Epoch 12692/50000
discriminator loss: 1.353772 - generator loss: 0.740346 - 1s
Epoch 12693/50000
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Epoch 12694/50000
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Epoch 12695/50000
discriminator loss: 1.346767 - generator loss: 0.751177 - 1s
Epoch 12696/50000
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Epoch 12697/50000
discriminator loss: 1.358990 - generator loss: 0.746238 - 1s
Epoch 12698/50000
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Epoch 12699/50000
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Epoch 12700/50000
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Epoch 12701/50000
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Epoch 12702/50000
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Epoch 12703/50000
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Epoch 12704/50000
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Epoch 12705/50000
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Epoch 12706/50000
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Epoch 12707/50000
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Epoch 12708/50000
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Epoch 12709/50000
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Epoch 12710/50000
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Epoch 12711/50000
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Epoch 12712/50000
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Epoch 12713/50000
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Epoch 12714/50000
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Epoch 12715/50000
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Epoch 12716/50000
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Epoch 12717/50000
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Epoch 12718/50000
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Epoch 12719/50000
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Epoch 12720/50000
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Epoch 12721/50000
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Epoch 12722/50000
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Epoch 12723/50000
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Epoch 12724/50000
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Epoch 12725/50000
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Epoch 12726/50000
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Epoch 12727/50000
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Epoch 12728/50000
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Epoch 12729/50000
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Epoch 12730/50000
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Epoch 12731/50000
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Epoch 12732/50000
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Epoch 12733/50000
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Epoch 12734/50000
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Epoch 12735/50000
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Epoch 12736/50000
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Epoch 12737/50000
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Epoch 12738/50000
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Epoch 12739/50000
discriminator loss: 1.350089 - generator loss: 0.753296 - 1s
Epoch 12740/50000
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Epoch 12741/50000
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Epoch 12742/50000
discriminator loss: 1.342811 - generator loss: 0.750795 - 1s
Epoch 12743/50000
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Epoch 12744/50000
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Epoch 12745/50000
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Epoch 12746/50000
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Epoch 12747/50000
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Epoch 12748/50000
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Epoch 12749/50000
discriminator loss: 1.370034 - generator loss: 0.721276 - 1s
Epoch 12750/50000
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Epoch 12751/50000
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Epoch 12752/50000
discriminator loss: 1.355123 - generator loss: 0.744358 - 1s
Epoch 12753/50000
discriminator loss: 1.366381 - generator loss: 0.749488 - 1s
Epoch 12754/50000
discriminator loss: 1.350404 - generator loss: 0.749833 - 1s
Epoch 12755/50000
discriminator loss: 1.358994 - generator loss: 0.752597 - 1s
Epoch 12756/50000
discriminator loss: 1.351558 - generator loss: 0.744348 - 1s
Epoch 12757/50000
discriminator loss: 1.360027 - generator loss: 0.729228 - 1s
Epoch 12758/50000
discriminator loss: 1.354485 - generator loss: 0.738271 - 1s
Epoch 12759/50000
discriminator loss: 1.339210 - generator loss: 0.746110 - 1s
Epoch 12760/50000
discriminator loss: 1.338785 - generator loss: 0.750635 - 1s
Epoch 12761/50000
discriminator loss: 1.366074 - generator loss: 0.740196 - 1s
Epoch 12762/50000
discriminator loss: 1.353240 - generator loss: 0.758617 - 1s
Epoch 12763/50000
discriminator loss: 1.352375 - generator loss: 0.752126 - 1s
Epoch 12764/50000
discriminator loss: 1.351179 - generator loss: 0.743212 - 1s
Epoch 12765/50000
discriminator loss: 1.358699 - generator loss: 0.741334 - 1s
Epoch 12766/50000
discriminator loss: 1.364698 - generator loss: 0.728215 - 1s
Epoch 12767/50000
discriminator loss: 1.345415 - generator loss: 0.741941 - 1s
Epoch 12768/50000
discriminator loss: 1.348217 - generator loss: 0.745611 - 1s
Epoch 12769/50000
discriminator loss: 1.354285 - generator loss: 0.745743 - 1s
Epoch 12770/50000
discriminator loss: 1.364392 - generator loss: 0.750566 - 1s
Epoch 12771/50000
discriminator loss: 1.348425 - generator loss: 0.761203 - 1s
Epoch 12772/50000
discriminator loss: 1.341340 - generator loss: 0.752775 - 1s
Epoch 12773/50000
discriminator loss: 1.371935 - generator loss: 0.727354 - 1s
Epoch 12774/50000
discriminator loss: 1.368258 - generator loss: 0.725940 - 1s
Epoch 12775/50000
discriminator loss: 1.357045 - generator loss: 0.735637 - 1s
Epoch 12776/50000
discriminator loss: 1.346066 - generator loss: 0.749123 - 1s
Epoch 12777/50000
discriminator loss: 1.366144 - generator loss: 0.738986 - 1s
Epoch 12778/50000
discriminator loss: 1.368867 - generator loss: 0.739348 - 1s
Epoch 12779/50000
discriminator loss: 1.345750 - generator loss: 0.762620 - 1s
Epoch 12780/50000
discriminator loss: 1.344236 - generator loss: 0.754604 - 1s
Epoch 12781/50000
discriminator loss: 1.357734 - generator loss: 0.742664 - 1s
Epoch 12782/50000
discriminator loss: 1.363058 - generator loss: 0.734501 - 1s
Epoch 12783/50000
discriminator loss: 1.347424 - generator loss: 0.734685 - 1s
Epoch 12784/50000
discriminator loss: 1.348842 - generator loss: 0.739275 - 1s
Epoch 12785/50000
discriminator loss: 1.356539 - generator loss: 0.743762 - 1s
Epoch 12786/50000
discriminator loss: 1.358017 - generator loss: 0.750789 - 1s
Epoch 12787/50000
discriminator loss: 1.347312 - generator loss: 0.755268 - 1s
Epoch 12788/50000
discriminator loss: 1.344197 - generator loss: 0.756415 - 1s
Epoch 12789/50000
discriminator loss: 1.357945 - generator loss: 0.744989 - 1s
Epoch 12790/50000
discriminator loss: 1.360217 - generator loss: 0.727352 - 1s
Epoch 12791/50000
discriminator loss: 1.358697 - generator loss: 0.729517 - 1s
Epoch 12792/50000
discriminator loss: 1.353993 - generator loss: 0.738136 - 1s
Epoch 12793/50000
discriminator loss: 1.350970 - generator loss: 0.746704 - 1s
Epoch 12794/50000
discriminator loss: 1.359373 - generator loss: 0.739427 - 1s
Epoch 12795/50000
discriminator loss: 1.359890 - generator loss: 0.743024 - 1s
Epoch 12796/50000
discriminator loss: 1.350475 - generator loss: 0.757440 - 1s
Epoch 12797/50000
discriminator loss: 1.352409 - generator loss: 0.747687 - 1s
Epoch 12798/50000
discriminator loss: 1.353625 - generator loss: 0.736247 - 1s
Epoch 12799/50000
discriminator loss: 1.353544 - generator loss: 0.736255 - 1s
Epoch 12800/50000
discriminator loss: 1.344285 - generator loss: 0.747582 - 1s
Epoch 12801/50000
discriminator loss: 1.345954 - generator loss: 0.751485 - 1s
Epoch 12802/50000
discriminator loss: 1.349526 - generator loss: 0.747371 - 1s
Epoch 12803/50000
discriminator loss: 1.351321 - generator loss: 0.755696 - 1s
Epoch 12804/50000
discriminator loss: 1.352411 - generator loss: 0.746702 - 1s
Epoch 12805/50000
discriminator loss: 1.349828 - generator loss: 0.747820 - 1s
Epoch 12806/50000
discriminator loss: 1.353222 - generator loss: 0.737253 - 1s
Epoch 12807/50000
discriminator loss: 1.354803 - generator loss: 0.739094 - 1s
Epoch 12808/50000
discriminator loss: 1.353683 - generator loss: 0.737839 - 1s
Epoch 12809/50000
discriminator loss: 1.345837 - generator loss: 0.748367 - 1s
Epoch 12810/50000
discriminator loss: 1.356483 - generator loss: 0.741819 - 1s
Epoch 12811/50000
discriminator loss: 1.355827 - generator loss: 0.746412 - 1s
Epoch 12812/50000
discriminator loss: 1.347822 - generator loss: 0.754180 - 1s
Epoch 12813/50000
discriminator loss: 1.352103 - generator loss: 0.749329 - 1s
Epoch 12814/50000
discriminator loss: 1.361492 - generator loss: 0.732763 - 1s
Epoch 12815/50000
discriminator loss: 1.356022 - generator loss: 0.739188 - 1s
Epoch 12816/50000
discriminator loss: 1.350815 - generator loss: 0.735252 - 1s
Epoch 12817/50000
discriminator loss: 1.346951 - generator loss: 0.743721 - 1s
Epoch 12818/50000
discriminator loss: 1.360040 - generator loss: 0.743672 - 1s
Epoch 12819/50000
discriminator loss: 1.360905 - generator loss: 0.739616 - 1s
Epoch 12820/50000
discriminator loss: 1.353289 - generator loss: 0.752721 - 1s
Epoch 12821/50000
discriminator loss: 1.354479 - generator loss: 0.746506 - 1s
Epoch 12822/50000
discriminator loss: 1.357157 - generator loss: 0.745836 - 1s
Epoch 12823/50000
discriminator loss: 1.355237 - generator loss: 0.733951 - 1s
Epoch 12824/50000
discriminator loss: 1.357095 - generator loss: 0.737300 - 1s
Epoch 12825/50000
discriminator loss: 1.349937 - generator loss: 0.742279 - 1s
Epoch 12826/50000
discriminator loss: 1.359559 - generator loss: 0.744440 - 1s
Epoch 12827/50000
discriminator loss: 1.362903 - generator loss: 0.742048 - 1s
Epoch 12828/50000
discriminator loss: 1.361529 - generator loss: 0.751573 - 1s
Epoch 12829/50000
discriminator loss: 1.354494 - generator loss: 0.744538 - 1s
Epoch 12830/50000
discriminator loss: 1.351031 - generator loss: 0.743938 - 1s
Epoch 12831/50000
discriminator loss: 1.358360 - generator loss: 0.731266 - 1s
Epoch 12832/50000
discriminator loss: 1.353764 - generator loss: 0.738446 - 1s
Epoch 12833/50000
discriminator loss: 1.349188 - generator loss: 0.749089 - 1s
Epoch 12834/50000
discriminator loss: 1.355237 - generator loss: 0.739874 - 1s
Epoch 12835/50000
discriminator loss: 1.355028 - generator loss: 0.752637 - 1s
Epoch 12836/50000
discriminator loss: 1.354819 - generator loss: 0.746140 - 1s
Epoch 12837/50000
discriminator loss: 1.358848 - generator loss: 0.734929 - 1s
Epoch 12838/50000
discriminator loss: 1.352530 - generator loss: 0.742956 - 1s
Epoch 12839/50000
discriminator loss: 1.354858 - generator loss: 0.737912 - 1s
Epoch 12840/50000
discriminator loss: 1.350599 - generator loss: 0.743351 - 1s
Epoch 12841/50000
discriminator loss: 1.357344 - generator loss: 0.740326 - 1s
Epoch 12842/50000
discriminator loss: 1.364269 - generator loss: 0.740288 - 1s
Epoch 12843/50000
discriminator loss: 1.360085 - generator loss: 0.739032 - 1s
Epoch 12844/50000
discriminator loss: 1.352244 - generator loss: 0.750638 - 1s
Epoch 12845/50000
discriminator loss: 1.357900 - generator loss: 0.745735 - 1s
Epoch 12846/50000
discriminator loss: 1.362868 - generator loss: 0.739016 - 1s
Epoch 12847/50000
discriminator loss: 1.357625 - generator loss: 0.732913 - 1s
Epoch 12848/50000
discriminator loss: 1.356512 - generator loss: 0.736202 - 1s
Epoch 12849/50000
discriminator loss: 1.346469 - generator loss: 0.750759 - 1s
Epoch 12850/50000
discriminator loss: 1.360773 - generator loss: 0.739262 - 1s
Epoch 12851/50000
discriminator loss: 1.356703 - generator loss: 0.748309 - 1s
Epoch 12852/50000
discriminator loss: 1.351725 - generator loss: 0.751434 - 1s
Epoch 12853/50000
discriminator loss: 1.356162 - generator loss: 0.742410 - 1s
Epoch 12854/50000
discriminator loss: 1.361406 - generator loss: 0.734721 - 1s
Epoch 12855/50000
discriminator loss: 1.353771 - generator loss: 0.733376 - 1s
Epoch 12856/50000
discriminator loss: 1.354951 - generator loss: 0.737898 - 1s
Epoch 12857/50000
discriminator loss: 1.353042 - generator loss: 0.744179 - 1s
Epoch 12858/50000
discriminator loss: 1.346696 - generator loss: 0.751452 - 1s
Epoch 12859/50000
discriminator loss: 1.353390 - generator loss: 0.750169 - 1s
Epoch 12860/50000
discriminator loss: 1.337191 - generator loss: 0.757804 - 1s
Epoch 12861/50000
discriminator loss: 1.346288 - generator loss: 0.748900 - 1s
Epoch 12862/50000
discriminator loss: 1.356313 - generator loss: 0.732094 - 1s
Epoch 12863/50000
discriminator loss: 1.354894 - generator loss: 0.737326 - 1s
Epoch 12864/50000
discriminator loss: 1.356221 - generator loss: 0.742494 - 1s
Epoch 12865/50000
discriminator loss: 1.350928 - generator loss: 0.736689 - 1s
Epoch 12866/50000
discriminator loss: 1.361457 - generator loss: 0.746756 - 1s
Epoch 12867/50000
discriminator loss: 1.358231 - generator loss: 0.747236 - 1s
Epoch 12868/50000
discriminator loss: 1.348193 - generator loss: 0.755607 - 1s
Epoch 12869/50000
discriminator loss: 1.354081 - generator loss: 0.736876 - 1s
Epoch 12870/50000
discriminator loss: 1.362861 - generator loss: 0.728605 - 1s
Epoch 12871/50000
discriminator loss: 1.359131 - generator loss: 0.737747 - 1s
Epoch 12872/50000
discriminator loss: 1.344706 - generator loss: 0.748563 - 1s
Epoch 12873/50000
discriminator loss: 1.355562 - generator loss: 0.744118 - 1s
Epoch 12874/50000
discriminator loss: 1.350487 - generator loss: 0.748150 - 1s
Epoch 12875/50000
discriminator loss: 1.356167 - generator loss: 0.755081 - 1s
Epoch 12876/50000
discriminator loss: 1.355442 - generator loss: 0.749140 - 1s
Epoch 12877/50000
discriminator loss: 1.353985 - generator loss: 0.740597 - 1s
Epoch 12878/50000
discriminator loss: 1.363261 - generator loss: 0.734590 - 1s
Epoch 12879/50000
discriminator loss: 1.355215 - generator loss: 0.735877 - 1s
Epoch 12880/50000
discriminator loss: 1.341928 - generator loss: 0.750150 - 1s
Epoch 12881/50000
discriminator loss: 1.351504 - generator loss: 0.744383 - 1s
Epoch 12882/50000
discriminator loss: 1.357215 - generator loss: 0.746994 - 1s
Epoch 12883/50000
discriminator loss: 1.350075 - generator loss: 0.757466 - 1s
Epoch 12884/50000
discriminator loss: 1.341501 - generator loss: 0.755752 - 1s
Epoch 12885/50000
discriminator loss: 1.356987 - generator loss: 0.740359 - 1s
Epoch 12886/50000
discriminator loss: 1.361266 - generator loss: 0.741067 - 1s
Epoch 12887/50000
discriminator loss: 1.351507 - generator loss: 0.739270 - 1s
Epoch 12888/50000
discriminator loss: 1.348357 - generator loss: 0.741263 - 1s
Epoch 12889/50000
discriminator loss: 1.352837 - generator loss: 0.739186 - 1s
Epoch 12890/50000
discriminator loss: 1.352724 - generator loss: 0.753512 - 1s
Epoch 12891/50000
discriminator loss: 1.359400 - generator loss: 0.749474 - 1s
Epoch 12892/50000
discriminator loss: 1.349723 - generator loss: 0.755030 - 1s
Epoch 12893/50000
discriminator loss: 1.352217 - generator loss: 0.746542 - 1s
Epoch 12894/50000
discriminator loss: 1.366341 - generator loss: 0.722599 - 1s
Epoch 12895/50000
discriminator loss: 1.355834 - generator loss: 0.739001 - 1s
Epoch 12896/50000
discriminator loss: 1.350324 - generator loss: 0.745813 - 1s
Epoch 12897/50000
discriminator loss: 1.347046 - generator loss: 0.747402 - 1s
Epoch 12898/50000
discriminator loss: 1.359147 - generator loss: 0.745864 - 1s
Epoch 12899/50000
discriminator loss: 1.353508 - generator loss: 0.753734 - 1s
Epoch 12900/50000
discriminator loss: 1.342897 - generator loss: 0.757642 - 1s
Epoch 12901/50000
discriminator loss: 1.349492 - generator loss: 0.746761 - 1s
Epoch 12902/50000
discriminator loss: 1.349260 - generator loss: 0.737513 - 1s
Epoch 12903/50000
discriminator loss: 1.358060 - generator loss: 0.732088 - 1s
Epoch 12904/50000
discriminator loss: 1.343200 - generator loss: 0.751756 - 1s
Epoch 12905/50000
discriminator loss: 1.355524 - generator loss: 0.746038 - 1s
Epoch 12906/50000
discriminator loss: 1.353161 - generator loss: 0.748919 - 1s
Epoch 12907/50000
discriminator loss: 1.358364 - generator loss: 0.749239 - 1s
Epoch 12908/50000
discriminator loss: 1.345600 - generator loss: 0.756554 - 1s
Epoch 12909/50000
discriminator loss: 1.361868 - generator loss: 0.737470 - 1s
Epoch 12910/50000
discriminator loss: 1.361856 - generator loss: 0.741050 - 1s
Epoch 12911/50000
discriminator loss: 1.355032 - generator loss: 0.732419 - 1s
Epoch 12912/50000
discriminator loss: 1.347016 - generator loss: 0.746850 - 1s
Epoch 12913/50000
discriminator loss: 1.354011 - generator loss: 0.750061 - 1s
Epoch 12914/50000
discriminator loss: 1.362714 - generator loss: 0.743465 - 1s
Epoch 12915/50000
discriminator loss: 1.351193 - generator loss: 0.747631 - 1s
Epoch 12916/50000
discriminator loss: 1.349627 - generator loss: 0.757405 - 1s
Epoch 12917/50000
discriminator loss: 1.355434 - generator loss: 0.743285 - 1s
Epoch 12918/50000
discriminator loss: 1.353336 - generator loss: 0.742775 - 1s
Epoch 12919/50000
discriminator loss: 1.363562 - generator loss: 0.725082 - 1s
Epoch 12920/50000
discriminator loss: 1.341982 - generator loss: 0.748776 - 1s
Epoch 12921/50000
discriminator loss: 1.353840 - generator loss: 0.741201 - 1s
Epoch 12922/50000
discriminator loss: 1.361824 - generator loss: 0.745362 - 1s
Epoch 12923/50000
discriminator loss: 1.358334 - generator loss: 0.753670 - 1s
Epoch 12924/50000
discriminator loss: 1.343515 - generator loss: 0.754016 - 1s
Epoch 12925/50000
discriminator loss: 1.348510 - generator loss: 0.750812 - 1s
Epoch 12926/50000
discriminator loss: 1.367952 - generator loss: 0.724045 - 1s
Epoch 12927/50000
discriminator loss: 1.361262 - generator loss: 0.729666 - 1s
Epoch 12928/50000
discriminator loss: 1.351140 - generator loss: 0.748338 - 1s
Epoch 12929/50000
discriminator loss: 1.348090 - generator loss: 0.743581 - 1s
Epoch 12930/50000
discriminator loss: 1.364176 - generator loss: 0.737172 - 1s
Epoch 12931/50000
discriminator loss: 1.357775 - generator loss: 0.750016 - 1s
Epoch 12932/50000
discriminator loss: 1.355651 - generator loss: 0.748610 - 1s
Epoch 12933/50000
discriminator loss: 1.342628 - generator loss: 0.755598 - 1s
Epoch 12934/50000
discriminator loss: 1.356856 - generator loss: 0.740387 - 1s
Epoch 12935/50000
discriminator loss: 1.355284 - generator loss: 0.731151 - 1s
Epoch 12936/50000
discriminator loss: 1.348951 - generator loss: 0.737382 - 1s
Epoch 12937/50000
discriminator loss: 1.347996 - generator loss: 0.746947 - 1s
Epoch 12938/50000
discriminator loss: 1.359640 - generator loss: 0.743396 - 1s
Epoch 12939/50000
discriminator loss: 1.365080 - generator loss: 0.741366 - 1s
Epoch 12940/50000
discriminator loss: 1.345290 - generator loss: 0.757275 - 1s
Epoch 12941/50000
discriminator loss: 1.349710 - generator loss: 0.748861 - 1s
Epoch 12942/50000
discriminator loss: 1.347189 - generator loss: 0.743672 - 1s
Epoch 12943/50000
discriminator loss: 1.354175 - generator loss: 0.730926 - 1s
Epoch 12944/50000
discriminator loss: 1.346891 - generator loss: 0.741870 - 1s
Epoch 12945/50000
discriminator loss: 1.345212 - generator loss: 0.752230 - 1s
Epoch 12946/50000
discriminator loss: 1.357087 - generator loss: 0.747803 - 1s
Epoch 12947/50000
discriminator loss: 1.364411 - generator loss: 0.738607 - 1s
Epoch 12948/50000
discriminator loss: 1.346555 - generator loss: 0.752808 - 1s
Epoch 12949/50000
discriminator loss: 1.349216 - generator loss: 0.757006 - 1s
Epoch 12950/50000
discriminator loss: 1.367353 - generator loss: 0.733915 - 1s
Epoch 12951/50000
discriminator loss: 1.364035 - generator loss: 0.732894 - 1s
Epoch 12952/50000
discriminator loss: 1.357602 - generator loss: 0.734204 - 1s
Epoch 12953/50000
discriminator loss: 1.354440 - generator loss: 0.738279 - 1s
Epoch 12954/50000
discriminator loss: 1.359224 - generator loss: 0.742115 - 1s
Epoch 12955/50000
discriminator loss: 1.360549 - generator loss: 0.746885 - 1s
Epoch 12956/50000
discriminator loss: 1.343745 - generator loss: 0.761216 - 1s
Epoch 12957/50000
discriminator loss: 1.353114 - generator loss: 0.745806 - 1s
Epoch 12958/50000
discriminator loss: 1.358256 - generator loss: 0.734832 - 1s
Epoch 12959/50000
discriminator loss: 1.356955 - generator loss: 0.733565 - 1s
Epoch 12960/50000
discriminator loss: 1.355192 - generator loss: 0.738713 - 1s
Epoch 12961/50000
discriminator loss: 1.349429 - generator loss: 0.742252 - 1s
Epoch 12962/50000
discriminator loss: 1.353035 - generator loss: 0.743777 - 1s
Epoch 12963/50000
discriminator loss: 1.361395 - generator loss: 0.750243 - 1s
Epoch 12964/50000
discriminator loss: 1.362995 - generator loss: 0.743432 - 1s
Epoch 12965/50000
discriminator loss: 1.349917 - generator loss: 0.754252 - 1s
Epoch 12966/50000
discriminator loss: 1.356946 - generator loss: 0.737197 - 1s
Epoch 12967/50000
discriminator loss: 1.358766 - generator loss: 0.730436 - 1s
Epoch 12968/50000
discriminator loss: 1.353460 - generator loss: 0.739978 - 1s
Epoch 12969/50000
discriminator loss: 1.349755 - generator loss: 0.741466 - 1s
Epoch 12970/50000
discriminator loss: 1.352456 - generator loss: 0.747508 - 1s
Epoch 12971/50000
discriminator loss: 1.358910 - generator loss: 0.738650 - 1s
Epoch 12972/50000
discriminator loss: 1.358343 - generator loss: 0.751213 - 1s
Epoch 12973/50000
discriminator loss: 1.352365 - generator loss: 0.746352 - 1s
Epoch 12974/50000
discriminator loss: 1.359513 - generator loss: 0.734470 - 1s
Epoch 12975/50000
discriminator loss: 1.359069 - generator loss: 0.736747 - 1s
Epoch 12976/50000
discriminator loss: 1.346559 - generator loss: 0.744296 - 1s
Epoch 12977/50000
discriminator loss: 1.344792 - generator loss: 0.748553 - 1s
Epoch 12978/50000
discriminator loss: 1.355570 - generator loss: 0.743577 - 1s
Epoch 12979/50000
discriminator loss: 1.356198 - generator loss: 0.745945 - 1s
Epoch 12980/50000
discriminator loss: 1.353823 - generator loss: 0.754943 - 1s
Epoch 12981/50000
discriminator loss: 1.349888 - generator loss: 0.751938 - 1s
Epoch 12982/50000
discriminator loss: 1.355257 - generator loss: 0.734014 - 1s
Epoch 12983/50000
discriminator loss: 1.360129 - generator loss: 0.738795 - 1s
Epoch 12984/50000
discriminator loss: 1.350018 - generator loss: 0.734145 - 1s
Epoch 12985/50000
discriminator loss: 1.342790 - generator loss: 0.745328 - 1s
Epoch 12986/50000
discriminator loss: 1.352790 - generator loss: 0.747176 - 1s
Epoch 12987/50000
discriminator loss: 1.362547 - generator loss: 0.741154 - 1s
Epoch 12988/50000
discriminator loss: 1.358005 - generator loss: 0.749464 - 1s
Epoch 12989/50000
discriminator loss: 1.350612 - generator loss: 0.752499 - 1s
Epoch 12990/50000
discriminator loss: 1.353998 - generator loss: 0.740823 - 1s
Epoch 12991/50000
discriminator loss: 1.362619 - generator loss: 0.726027 - 1s
Epoch 12992/50000
discriminator loss: 1.345591 - generator loss: 0.748103 - 1s
Epoch 12993/50000
discriminator loss: 1.346624 - generator loss: 0.740746 - 1s
Epoch 12994/50000
discriminator loss: 1.348410 - generator loss: 0.745514 - 1s
Epoch 12995/50000
discriminator loss: 1.370461 - generator loss: 0.739061 - 1s
Epoch 12996/50000
discriminator loss: 1.349996 - generator loss: 0.753133 - 1s
Epoch 12997/50000
discriminator loss: 1.355733 - generator loss: 0.745717 - 1s
Epoch 12998/50000
discriminator loss: 1.357864 - generator loss: 0.739435 - 1s
Epoch 12999/50000
discriminator loss: 1.357015 - generator loss: 0.733453 - 1s
Epoch 13000/50000
discriminator loss: 1.356831 - generator loss: 0.738101 - 1s
Epoch 13001/50000
discriminator loss: 1.351949 - generator loss: 0.744927 - 1s

Loss: 

Epoch 13002/50000
discriminator loss: 1.356661 - generator loss: 0.740585 - 1s
Epoch 13003/50000
discriminator loss: 1.356881 - generator loss: 0.748118 - 1s
Epoch 13004/50000
discriminator loss: 1.359378 - generator loss: 0.737086 - 1s
Epoch 13005/50000
discriminator loss: 1.347729 - generator loss: 0.760920 - 1s
Epoch 13006/50000
discriminator loss: 1.350122 - generator loss: 0.741354 - 1s
Epoch 13007/50000
discriminator loss: 1.361115 - generator loss: 0.731191 - 1s
Epoch 13008/50000
discriminator loss: 1.349960 - generator loss: 0.738919 - 1s
Epoch 13009/50000
discriminator loss: 1.345004 - generator loss: 0.750893 - 1s
Epoch 13010/50000
discriminator loss: 1.353477 - generator loss: 0.744163 - 1s
Epoch 13011/50000
discriminator loss: 1.356675 - generator loss: 0.741888 - 1s
Epoch 13012/50000
discriminator loss: 1.347072 - generator loss: 0.756080 - 1s
Epoch 13013/50000
discriminator loss: 1.349041 - generator loss: 0.749956 - 1s
Epoch 13014/50000
discriminator loss: 1.352062 - generator loss: 0.744486 - 1s
Epoch 13015/50000
discriminator loss: 1.360643 - generator loss: 0.728186 - 1s
Epoch 13016/50000
discriminator loss: 1.363079 - generator loss: 0.733132 - 1s
Epoch 13017/50000
discriminator loss: 1.344101 - generator loss: 0.741090 - 1s
Epoch 13018/50000
discriminator loss: 1.354255 - generator loss: 0.742851 - 1s
Epoch 13019/50000
discriminator loss: 1.357303 - generator loss: 0.746537 - 1s
Epoch 13020/50000
discriminator loss: 1.345762 - generator loss: 0.756685 - 1s
Epoch 13021/50000
discriminator loss: 1.344433 - generator loss: 0.753640 - 1s
Epoch 13022/50000
discriminator loss: 1.352875 - generator loss: 0.742902 - 1s
Epoch 13023/50000
discriminator loss: 1.357748 - generator loss: 0.731903 - 1s
Epoch 13024/50000
discriminator loss: 1.345643 - generator loss: 0.742423 - 1s
Epoch 13025/50000
discriminator loss: 1.350343 - generator loss: 0.747607 - 1s
Epoch 13026/50000
discriminator loss: 1.355807 - generator loss: 0.737652 - 1s
Epoch 13027/50000
discriminator loss: 1.366587 - generator loss: 0.744121 - 1s
Epoch 13028/50000
discriminator loss: 1.355899 - generator loss: 0.750597 - 1s
Epoch 13029/50000
discriminator loss: 1.359604 - generator loss: 0.745055 - 1s
Epoch 13030/50000
discriminator loss: 1.356778 - generator loss: 0.744527 - 1s
Epoch 13031/50000
discriminator loss: 1.355651 - generator loss: 0.734523 - 1s
Epoch 13032/50000
discriminator loss: 1.350863 - generator loss: 0.735882 - 1s
Epoch 13033/50000
discriminator loss: 1.355432 - generator loss: 0.741033 - 1s
Epoch 13034/50000
discriminator loss: 1.352081 - generator loss: 0.747572 - 1s
Epoch 13035/50000
discriminator loss: 1.356560 - generator loss: 0.750047 - 1s
Epoch 13036/50000
discriminator loss: 1.349774 - generator loss: 0.752281 - 1s
Epoch 13037/50000
discriminator loss: 1.353538 - generator loss: 0.744688 - 1s
Epoch 13038/50000
discriminator loss: 1.357458 - generator loss: 0.734368 - 1s
Epoch 13039/50000
discriminator loss: 1.358023 - generator loss: 0.736051 - 1s
Epoch 13040/50000
discriminator loss: 1.349538 - generator loss: 0.741719 - 1s
Epoch 13041/50000
discriminator loss: 1.345961 - generator loss: 0.753051 - 1s
Epoch 13042/50000
discriminator loss: 1.357897 - generator loss: 0.750186 - 1s
Epoch 13043/50000
discriminator loss: 1.361980 - generator loss: 0.736084 - 1s
Epoch 13044/50000
discriminator loss: 1.352314 - generator loss: 0.755232 - 1s
Epoch 13045/50000
discriminator loss: 1.358685 - generator loss: 0.745013 - 1s
Epoch 13046/50000
discriminator loss: 1.353388 - generator loss: 0.739716 - 1s
Epoch 13047/50000
discriminator loss: 1.367725 - generator loss: 0.733808 - 1s
Epoch 13048/50000
discriminator loss: 1.347333 - generator loss: 0.734602 - 1s
Epoch 13049/50000
discriminator loss: 1.358190 - generator loss: 0.737945 - 1s
Epoch 13050/50000
discriminator loss: 1.356120 - generator loss: 0.745008 - 1s
Epoch 13051/50000
discriminator loss: 1.358260 - generator loss: 0.748366 - 1s
Epoch 13052/50000
discriminator loss: 1.348309 - generator loss: 0.762248 - 1s
Epoch 13053/50000
discriminator loss: 1.346154 - generator loss: 0.751150 - 1s
Epoch 13054/50000
discriminator loss: 1.358725 - generator loss: 0.737683 - 1s
Epoch 13055/50000
discriminator loss: 1.358423 - generator loss: 0.737434 - 1s
Epoch 13056/50000
discriminator loss: 1.354773 - generator loss: 0.738610 - 1s
Epoch 13057/50000
discriminator loss: 1.346534 - generator loss: 0.750079 - 1s
Epoch 13058/50000
discriminator loss: 1.363931 - generator loss: 0.739311 - 1s
Epoch 13059/50000
discriminator loss: 1.362370 - generator loss: 0.743294 - 1s
Epoch 13060/50000
discriminator loss: 1.354709 - generator loss: 0.752668 - 1s
Epoch 13061/50000
discriminator loss: 1.351786 - generator loss: 0.756707 - 1s
Epoch 13062/50000
discriminator loss: 1.353402 - generator loss: 0.747019 - 1s
Epoch 13063/50000
discriminator loss: 1.357138 - generator loss: 0.730311 - 1s
Epoch 13064/50000
discriminator loss: 1.357912 - generator loss: 0.734812 - 1s
Epoch 13065/50000
discriminator loss: 1.343736 - generator loss: 0.752081 - 1s
Epoch 13066/50000
discriminator loss: 1.367875 - generator loss: 0.732861 - 1s
Epoch 13067/50000
discriminator loss: 1.353913 - generator loss: 0.751027 - 1s
Epoch 13068/50000
discriminator loss: 1.362003 - generator loss: 0.733673 - 1s
Epoch 13069/50000
discriminator loss: 1.350386 - generator loss: 0.752561 - 1s
Epoch 13070/50000
discriminator loss: 1.362273 - generator loss: 0.742860 - 1s
Epoch 13071/50000
discriminator loss: 1.354129 - generator loss: 0.735008 - 1s
Epoch 13072/50000
discriminator loss: 1.357845 - generator loss: 0.731067 - 1s
Epoch 13073/50000
discriminator loss: 1.351168 - generator loss: 0.745850 - 1s
Epoch 13074/50000
discriminator loss: 1.360220 - generator loss: 0.740501 - 1s
Epoch 13075/50000
discriminator loss: 1.354789 - generator loss: 0.747931 - 1s
Epoch 13076/50000
discriminator loss: 1.346519 - generator loss: 0.751476 - 1s
Epoch 13077/50000
discriminator loss: 1.346623 - generator loss: 0.751930 - 1s
Epoch 13078/50000
discriminator loss: 1.361900 - generator loss: 0.732334 - 1s
Epoch 13079/50000
discriminator loss: 1.357938 - generator loss: 0.735656 - 1s
Epoch 13080/50000
discriminator loss: 1.358882 - generator loss: 0.740114 - 1s
Epoch 13081/50000
discriminator loss: 1.347033 - generator loss: 0.743173 - 1s
Epoch 13082/50000
discriminator loss: 1.354038 - generator loss: 0.742199 - 1s
Epoch 13083/50000
discriminator loss: 1.358239 - generator loss: 0.743950 - 1s
Epoch 13084/50000
discriminator loss: 1.359834 - generator loss: 0.743434 - 1s
Epoch 13085/50000
discriminator loss: 1.349221 - generator loss: 0.749349 - 1s
Epoch 13086/50000
discriminator loss: 1.350978 - generator loss: 0.747704 - 1s
Epoch 13087/50000
discriminator loss: 1.361918 - generator loss: 0.734720 - 1s
Epoch 13088/50000
discriminator loss: 1.351087 - generator loss: 0.736946 - 1s
Epoch 13089/50000
discriminator loss: 1.347353 - generator loss: 0.746962 - 1s
Epoch 13090/50000
discriminator loss: 1.353059 - generator loss: 0.747227 - 1s
Epoch 13091/50000
discriminator loss: 1.354044 - generator loss: 0.744046 - 1s
Epoch 13092/50000
discriminator loss: 1.348708 - generator loss: 0.750102 - 1s
Epoch 13093/50000
discriminator loss: 1.349314 - generator loss: 0.756423 - 1s
Epoch 13094/50000
discriminator loss: 1.351484 - generator loss: 0.739066 - 1s
Epoch 13095/50000
discriminator loss: 1.354378 - generator loss: 0.741732 - 1s
Epoch 13096/50000
discriminator loss: 1.349241 - generator loss: 0.738877 - 1s
Epoch 13097/50000
discriminator loss: 1.347310 - generator loss: 0.746994 - 1s
Epoch 13098/50000
discriminator loss: 1.354879 - generator loss: 0.736386 - 1s
Epoch 13099/50000
discriminator loss: 1.358620 - generator loss: 0.743267 - 1s
Epoch 13100/50000
discriminator loss: 1.366120 - generator loss: 0.748977 - 1s
Epoch 13101/50000
discriminator loss: 1.350183 - generator loss: 0.752991 - 1s
Epoch 13102/50000
discriminator loss: 1.346497 - generator loss: 0.747601 - 1s
Epoch 13103/50000
discriminator loss: 1.363628 - generator loss: 0.732965 - 1s
Epoch 13104/50000
discriminator loss: 1.362299 - generator loss: 0.730686 - 1s
Epoch 13105/50000
discriminator loss: 1.359250 - generator loss: 0.732663 - 1s
Epoch 13106/50000
discriminator loss: 1.352583 - generator loss: 0.750439 - 1s
Epoch 13107/50000
discriminator loss: 1.362614 - generator loss: 0.748293 - 1s
Epoch 13108/50000
discriminator loss: 1.356714 - generator loss: 0.749610 - 1s
Epoch 13109/50000
discriminator loss: 1.348727 - generator loss: 0.751500 - 1s
Epoch 13110/50000
discriminator loss: 1.357174 - generator loss: 0.739831 - 1s
Epoch 13111/50000
discriminator loss: 1.358025 - generator loss: 0.737683 - 1s
Epoch 13112/50000
discriminator loss: 1.354004 - generator loss: 0.733353 - 1s
Epoch 13113/50000
discriminator loss: 1.346139 - generator loss: 0.741733 - 1s
Epoch 13114/50000
discriminator loss: 1.346006 - generator loss: 0.750067 - 1s
Epoch 13115/50000
discriminator loss: 1.352448 - generator loss: 0.751772 - 1s
Epoch 13116/50000
discriminator loss: 1.350909 - generator loss: 0.749242 - 1s
Epoch 13117/50000
discriminator loss: 1.347638 - generator loss: 0.756485 - 1s
Epoch 13118/50000
discriminator loss: 1.349717 - generator loss: 0.747078 - 1s
Epoch 13119/50000
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Epoch 13120/50000
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Epoch 13121/50000
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Epoch 13122/50000
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Epoch 13123/50000
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Epoch 13124/50000
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Epoch 13125/50000
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Epoch 13126/50000
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Epoch 13127/50000
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Epoch 13128/50000
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Epoch 13129/50000
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Epoch 13130/50000
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Epoch 13131/50000
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Epoch 13132/50000
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Epoch 13133/50000
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Epoch 13134/50000
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Epoch 13135/50000
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Epoch 13136/50000
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Epoch 13137/50000
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Epoch 13138/50000
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Epoch 13139/50000
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Epoch 13140/50000
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Epoch 13141/50000
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Epoch 13142/50000
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Epoch 13143/50000
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Epoch 13144/50000
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Epoch 13145/50000
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Epoch 13146/50000
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Epoch 13147/50000
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Epoch 13148/50000
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Epoch 13149/50000
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Epoch 13150/50000
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Epoch 13151/50000
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Epoch 13152/50000
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Epoch 13153/50000
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Epoch 13154/50000
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Epoch 13155/50000
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Epoch 13156/50000
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Epoch 13157/50000
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Epoch 13158/50000
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Epoch 13159/50000
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Epoch 13160/50000
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Epoch 13161/50000
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Epoch 13162/50000
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Epoch 13163/50000
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Epoch 13164/50000
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Epoch 13165/50000
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Epoch 13166/50000
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Epoch 13167/50000
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Epoch 13168/50000
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Epoch 13169/50000
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Epoch 13170/50000
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Epoch 13171/50000
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Epoch 13172/50000
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Epoch 13173/50000
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Epoch 13174/50000
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Epoch 13175/50000
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Epoch 13176/50000
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Epoch 13177/50000
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Epoch 13178/50000
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Epoch 13179/50000
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Epoch 13180/50000
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Epoch 13181/50000
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Epoch 13182/50000
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Epoch 13183/50000
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Epoch 13184/50000
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Epoch 13185/50000
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Epoch 13186/50000
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Epoch 13187/50000
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Epoch 13188/50000
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Epoch 13189/50000
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Epoch 13190/50000
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Epoch 13191/50000
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Epoch 13192/50000
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Epoch 13193/50000
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Epoch 13194/50000
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Epoch 13195/50000
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Epoch 13196/50000
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Epoch 13197/50000
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Epoch 13198/50000
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Epoch 13199/50000
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Epoch 13200/50000
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Epoch 13201/50000
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Epoch 13202/50000
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Epoch 13203/50000
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Epoch 13204/50000
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Epoch 13205/50000
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Epoch 13206/50000
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Epoch 13207/50000
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Epoch 13208/50000
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Epoch 13209/50000
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Epoch 13210/50000
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Epoch 13211/50000
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Epoch 13212/50000
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Epoch 13213/50000
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Epoch 13214/50000
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Epoch 13215/50000
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Epoch 13216/50000
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Epoch 13217/50000
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Epoch 13218/50000
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Epoch 13219/50000
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Epoch 13220/50000
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Epoch 13221/50000
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Epoch 13222/50000
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Epoch 13223/50000
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Epoch 13224/50000
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Epoch 13225/50000
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Epoch 13226/50000
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Epoch 13227/50000
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Epoch 13228/50000
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Epoch 13229/50000
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Epoch 13230/50000
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Epoch 13231/50000
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Epoch 13232/50000
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Epoch 13233/50000
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Epoch 13234/50000
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Epoch 13235/50000
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Epoch 13236/50000
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Epoch 13237/50000
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Epoch 13238/50000
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Epoch 13239/50000
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Epoch 13240/50000
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Epoch 13241/50000
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Epoch 13242/50000
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Epoch 13243/50000
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Epoch 13244/50000
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Epoch 13245/50000
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Epoch 13246/50000
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Epoch 13247/50000
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Epoch 13248/50000
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Epoch 13249/50000
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Epoch 13250/50000
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Epoch 13251/50000
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Epoch 13252/50000
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Epoch 13253/50000
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Epoch 13254/50000
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Epoch 13255/50000
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Epoch 13256/50000
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Epoch 13257/50000
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Epoch 13258/50000
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Epoch 13259/50000
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Epoch 13260/50000
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Epoch 13261/50000
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Epoch 13262/50000
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Epoch 13263/50000
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Epoch 13264/50000
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Epoch 13265/50000
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Epoch 13266/50000
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Epoch 13267/50000
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Epoch 13268/50000
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Epoch 13269/50000
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Epoch 13270/50000
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Epoch 13271/50000
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Epoch 13272/50000
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Epoch 13273/50000
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Epoch 13274/50000
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Epoch 13275/50000
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Epoch 13276/50000
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Epoch 13277/50000
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Epoch 13278/50000
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Epoch 13279/50000
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Epoch 13280/50000
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Epoch 13281/50000
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Epoch 13282/50000
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Epoch 13283/50000
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Epoch 13284/50000
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Epoch 13285/50000
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Epoch 13286/50000
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Epoch 13287/50000
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Epoch 13288/50000
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Epoch 13289/50000
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Epoch 13290/50000
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Epoch 13291/50000
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Epoch 13292/50000
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Epoch 13293/50000
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Epoch 13294/50000
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Epoch 13295/50000
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Epoch 13296/50000
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Epoch 13297/50000
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Epoch 13298/50000
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Epoch 13299/50000
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Epoch 13300/50000
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Epoch 13301/50000
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Epoch 13302/50000
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Epoch 13303/50000
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Epoch 13304/50000
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Epoch 13305/50000
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Epoch 13306/50000
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Epoch 13307/50000
discriminator loss: 1.363993 - generator loss: 0.738932 - 1s
Epoch 13308/50000
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Epoch 13309/50000
discriminator loss: 1.345909 - generator loss: 0.752183 - 1s
Epoch 13310/50000
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Epoch 13311/50000
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Epoch 13312/50000
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Epoch 13313/50000
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Epoch 13314/50000
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Epoch 13315/50000
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Epoch 13316/50000
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Epoch 13317/50000
discriminator loss: 1.351708 - generator loss: 0.749475 - 1s
Epoch 13318/50000
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Epoch 13319/50000
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Epoch 13320/50000
discriminator loss: 1.350433 - generator loss: 0.744090 - 1s
Epoch 13321/50000
discriminator loss: 1.360830 - generator loss: 0.739581 - 1s
Epoch 13322/50000
discriminator loss: 1.363749 - generator loss: 0.739919 - 1s
Epoch 13323/50000
discriminator loss: 1.354588 - generator loss: 0.747925 - 1s
Epoch 13324/50000
discriminator loss: 1.345876 - generator loss: 0.752780 - 1s
Epoch 13325/50000
discriminator loss: 1.352946 - generator loss: 0.740858 - 1s
Epoch 13326/50000
discriminator loss: 1.362817 - generator loss: 0.730315 - 1s
Epoch 13327/50000
discriminator loss: 1.354007 - generator loss: 0.741492 - 1s
Epoch 13328/50000
discriminator loss: 1.350557 - generator loss: 0.746857 - 1s
Epoch 13329/50000
discriminator loss: 1.355409 - generator loss: 0.741691 - 1s
Epoch 13330/50000
discriminator loss: 1.364571 - generator loss: 0.739950 - 1s
Epoch 13331/50000
discriminator loss: 1.357186 - generator loss: 0.750266 - 1s
Epoch 13332/50000
discriminator loss: 1.346036 - generator loss: 0.753722 - 1s
Epoch 13333/50000
discriminator loss: 1.351332 - generator loss: 0.742527 - 1s
Epoch 13334/50000
discriminator loss: 1.361098 - generator loss: 0.734331 - 1s
Epoch 13335/50000
discriminator loss: 1.356809 - generator loss: 0.728844 - 1s
Epoch 13336/50000
discriminator loss: 1.335086 - generator loss: 0.756590 - 1s
Epoch 13337/50000
discriminator loss: 1.360307 - generator loss: 0.738966 - 1s
Epoch 13338/50000
discriminator loss: 1.361865 - generator loss: 0.744089 - 1s
Epoch 13339/50000
discriminator loss: 1.349482 - generator loss: 0.757697 - 1s
Epoch 13340/50000
discriminator loss: 1.340909 - generator loss: 0.760988 - 1s
Epoch 13341/50000
discriminator loss: 1.357714 - generator loss: 0.732417 - 1s
Epoch 13342/50000
discriminator loss: 1.354878 - generator loss: 0.729429 - 1s
Epoch 13343/50000
discriminator loss: 1.352303 - generator loss: 0.737897 - 1s
Epoch 13344/50000
discriminator loss: 1.330533 - generator loss: 0.756761 - 1s
Epoch 13345/50000
discriminator loss: 1.368333 - generator loss: 0.739014 - 1s
Epoch 13346/50000
discriminator loss: 1.361624 - generator loss: 0.739420 - 1s
Epoch 13347/50000
discriminator loss: 1.352871 - generator loss: 0.756586 - 1s
Epoch 13348/50000
discriminator loss: 1.344563 - generator loss: 0.758694 - 1s
Epoch 13349/50000
discriminator loss: 1.355322 - generator loss: 0.735512 - 1s
Epoch 13350/50000
discriminator loss: 1.364621 - generator loss: 0.721386 - 1s
Epoch 13351/50000
discriminator loss: 1.352359 - generator loss: 0.735580 - 1s
Epoch 13352/50000
discriminator loss: 1.346000 - generator loss: 0.758025 - 1s
Epoch 13353/50000
discriminator loss: 1.364382 - generator loss: 0.735771 - 1s
Epoch 13354/50000
discriminator loss: 1.359761 - generator loss: 0.740912 - 1s
Epoch 13355/50000
discriminator loss: 1.350656 - generator loss: 0.754333 - 1s
Epoch 13356/50000
discriminator loss: 1.351880 - generator loss: 0.756655 - 1s
Epoch 13357/50000
discriminator loss: 1.358293 - generator loss: 0.737987 - 1s
Epoch 13358/50000
discriminator loss: 1.361044 - generator loss: 0.724961 - 1s
Epoch 13359/50000
discriminator loss: 1.347677 - generator loss: 0.744656 - 1s
Epoch 13360/50000
discriminator loss: 1.346385 - generator loss: 0.745660 - 1s
Epoch 13361/50000
discriminator loss: 1.348255 - generator loss: 0.746708 - 1s
Epoch 13362/50000
discriminator loss: 1.360695 - generator loss: 0.744283 - 1s
Epoch 13363/50000
discriminator loss: 1.357515 - generator loss: 0.751456 - 1s
Epoch 13364/50000
discriminator loss: 1.347750 - generator loss: 0.748567 - 1s
Epoch 13365/50000
discriminator loss: 1.361219 - generator loss: 0.738184 - 1s
Epoch 13366/50000
discriminator loss: 1.362278 - generator loss: 0.726672 - 1s
Epoch 13367/50000
discriminator loss: 1.352924 - generator loss: 0.739224 - 1s
Epoch 13368/50000
discriminator loss: 1.346908 - generator loss: 0.747525 - 1s
Epoch 13369/50000
discriminator loss: 1.355646 - generator loss: 0.739391 - 1s
Epoch 13370/50000
discriminator loss: 1.364416 - generator loss: 0.750269 - 1s
Epoch 13371/50000
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Epoch 13372/50000
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Epoch 13373/50000
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Epoch 13374/50000
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Epoch 13375/50000
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Epoch 13376/50000
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Epoch 13377/50000
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Epoch 13378/50000
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Epoch 13379/50000
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Epoch 13380/50000
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Epoch 13381/50000
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Epoch 13382/50000
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Epoch 13383/50000
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Epoch 13384/50000
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Epoch 13385/50000
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Epoch 13386/50000
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Epoch 13387/50000
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Epoch 13388/50000
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Epoch 13389/50000
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Epoch 13390/50000
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Epoch 13391/50000
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Epoch 13392/50000
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Epoch 13393/50000
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Epoch 13394/50000
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Epoch 13395/50000
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Epoch 13396/50000
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Epoch 13397/50000
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Epoch 13398/50000
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Epoch 13399/50000
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Epoch 13400/50000
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Epoch 13401/50000
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Epoch 13402/50000
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Epoch 13403/50000
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Epoch 13404/50000
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Epoch 13405/50000
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Epoch 13406/50000
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Epoch 13407/50000
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Epoch 13408/50000
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Epoch 13409/50000
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Epoch 13410/50000
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Epoch 13411/50000
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Epoch 13412/50000
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Epoch 13413/50000
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Epoch 13414/50000
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Epoch 13415/50000
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Epoch 13416/50000
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Epoch 13417/50000
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Epoch 13418/50000
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Epoch 13419/50000
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Epoch 13420/50000
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Epoch 13421/50000
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Epoch 13422/50000
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Epoch 13423/50000
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Epoch 13424/50000
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Epoch 13425/50000
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Epoch 13426/50000
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Epoch 13427/50000
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Epoch 13428/50000
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Epoch 13429/50000
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Epoch 13430/50000
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Epoch 13431/50000
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Epoch 13432/50000
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Epoch 13433/50000
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Epoch 13434/50000
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Epoch 13435/50000
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Epoch 13436/50000
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Epoch 13437/50000
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Epoch 13438/50000
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Epoch 13439/50000
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Epoch 13440/50000
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Epoch 13441/50000
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Epoch 13442/50000
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Epoch 13443/50000
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Epoch 13444/50000
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Epoch 13445/50000
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Epoch 13446/50000
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Epoch 13447/50000
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Epoch 13448/50000
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Epoch 13449/50000
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Epoch 13450/50000
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Epoch 13451/50000
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Epoch 13452/50000
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Epoch 13453/50000
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Epoch 13454/50000
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Epoch 13455/50000
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Epoch 13456/50000
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Epoch 13457/50000
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Epoch 13458/50000
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Epoch 13459/50000
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Epoch 13460/50000
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Epoch 13461/50000
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Epoch 13462/50000
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Epoch 13463/50000
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Epoch 13464/50000
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Epoch 13465/50000
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Epoch 13466/50000
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Epoch 13467/50000
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Epoch 13468/50000
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Epoch 13469/50000
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Epoch 13470/50000
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Epoch 13471/50000
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Epoch 13472/50000
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Epoch 13473/50000
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Epoch 13474/50000
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Epoch 13475/50000
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Epoch 13476/50000
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Epoch 13477/50000
discriminator loss: 1.356008 - generator loss: 0.750240 - 1s
Epoch 13478/50000
discriminator loss: 1.353518 - generator loss: 0.741187 - 1s
Epoch 13479/50000
discriminator loss: 1.355212 - generator loss: 0.740041 - 1s
Epoch 13480/50000
discriminator loss: 1.355727 - generator loss: 0.739126 - 1s
Epoch 13481/50000
discriminator loss: 1.352094 - generator loss: 0.730032 - 1s
Epoch 13482/50000
discriminator loss: 1.353240 - generator loss: 0.742497 - 1s
Epoch 13483/50000
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Epoch 13484/50000
discriminator loss: 1.354684 - generator loss: 0.746964 - 1s
Epoch 13485/50000
discriminator loss: 1.349796 - generator loss: 0.752548 - 1s
Epoch 13486/50000
discriminator loss: 1.347463 - generator loss: 0.753274 - 1s
Epoch 13487/50000
discriminator loss: 1.361088 - generator loss: 0.731812 - 1s
Epoch 13488/50000
discriminator loss: 1.360219 - generator loss: 0.736585 - 1s
Epoch 13489/50000
discriminator loss: 1.352210 - generator loss: 0.740619 - 1s
Epoch 13490/50000
discriminator loss: 1.350542 - generator loss: 0.740373 - 1s
Epoch 13491/50000
discriminator loss: 1.359490 - generator loss: 0.748481 - 1s
Epoch 13492/50000
discriminator loss: 1.352430 - generator loss: 0.748950 - 1s
Epoch 13493/50000
discriminator loss: 1.356328 - generator loss: 0.743197 - 1s
Epoch 13494/50000
discriminator loss: 1.353829 - generator loss: 0.750813 - 1s
Epoch 13495/50000
discriminator loss: 1.345588 - generator loss: 0.745105 - 1s
Epoch 13496/50000
discriminator loss: 1.359513 - generator loss: 0.736040 - 1s
Epoch 13497/50000
discriminator loss: 1.350121 - generator loss: 0.738447 - 1s
Epoch 13498/50000
discriminator loss: 1.344103 - generator loss: 0.747590 - 1s
Epoch 13499/50000
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Epoch 13500/50000
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Epoch 13501/50000
discriminator loss: 1.355488 - generator loss: 0.747350 - 1s
Epoch 13502/50000
discriminator loss: 1.349878 - generator loss: 0.748124 - 1s
Epoch 13503/50000
discriminator loss: 1.364678 - generator loss: 0.728889 - 1s
Epoch 13504/50000
discriminator loss: 1.353005 - generator loss: 0.745387 - 1s
Epoch 13505/50000
discriminator loss: 1.346785 - generator loss: 0.743289 - 1s
Epoch 13506/50000
discriminator loss: 1.347455 - generator loss: 0.740474 - 1s
Epoch 13507/50000
discriminator loss: 1.356585 - generator loss: 0.744072 - 1s
Epoch 13508/50000
discriminator loss: 1.359610 - generator loss: 0.744365 - 1s
Epoch 13509/50000
discriminator loss: 1.350780 - generator loss: 0.747620 - 1s
Epoch 13510/50000
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Epoch 13511/50000
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Epoch 13512/50000
discriminator loss: 1.355709 - generator loss: 0.739091 - 1s
Epoch 13513/50000
discriminator loss: 1.351093 - generator loss: 0.737799 - 1s
Epoch 13514/50000
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Epoch 13515/50000
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Epoch 13516/50000
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Epoch 13517/50000
discriminator loss: 1.350963 - generator loss: 0.757287 - 1s
Epoch 13518/50000
discriminator loss: 1.345904 - generator loss: 0.748539 - 1s
Epoch 13519/50000
discriminator loss: 1.351319 - generator loss: 0.744901 - 1s
Epoch 13520/50000
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Epoch 13521/50000
discriminator loss: 1.354444 - generator loss: 0.739870 - 1s
Epoch 13522/50000
discriminator loss: 1.352888 - generator loss: 0.741640 - 1s
Epoch 13523/50000
discriminator loss: 1.363053 - generator loss: 0.732835 - 1s
Epoch 13524/50000
discriminator loss: 1.364768 - generator loss: 0.747371 - 1s
Epoch 13525/50000
discriminator loss: 1.353970 - generator loss: 0.748611 - 1s
Epoch 13526/50000
discriminator loss: 1.348005 - generator loss: 0.753433 - 1s
Epoch 13527/50000
discriminator loss: 1.357735 - generator loss: 0.734471 - 1s
Epoch 13528/50000
discriminator loss: 1.357422 - generator loss: 0.736185 - 1s
Epoch 13529/50000
discriminator loss: 1.352442 - generator loss: 0.737494 - 1s
Epoch 13530/50000
discriminator loss: 1.353853 - generator loss: 0.743916 - 1s
Epoch 13531/50000
discriminator loss: 1.358349 - generator loss: 0.736160 - 1s
Epoch 13532/50000
discriminator loss: 1.363706 - generator loss: 0.750392 - 1s
Epoch 13533/50000
discriminator loss: 1.351432 - generator loss: 0.748728 - 1s
Epoch 13534/50000
discriminator loss: 1.360130 - generator loss: 0.743597 - 1s
Epoch 13535/50000
discriminator loss: 1.364701 - generator loss: 0.734010 - 1s
Epoch 13536/50000
discriminator loss: 1.366576 - generator loss: 0.725223 - 1s
Epoch 13537/50000
discriminator loss: 1.350425 - generator loss: 0.741182 - 1s
Epoch 13538/50000
discriminator loss: 1.354747 - generator loss: 0.747933 - 1s
Epoch 13539/50000
discriminator loss: 1.351869 - generator loss: 0.740159 - 1s
Epoch 13540/50000
discriminator loss: 1.360026 - generator loss: 0.745684 - 1s
Epoch 13541/50000
discriminator loss: 1.355883 - generator loss: 0.747060 - 1s
Epoch 13542/50000
discriminator loss: 1.349881 - generator loss: 0.753912 - 1s
Epoch 13543/50000
discriminator loss: 1.352652 - generator loss: 0.743738 - 1s
Epoch 13544/50000
discriminator loss: 1.364882 - generator loss: 0.726012 - 1s
Epoch 13545/50000
discriminator loss: 1.350207 - generator loss: 0.738198 - 1s
Epoch 13546/50000
discriminator loss: 1.353153 - generator loss: 0.737364 - 1s
Epoch 13547/50000
discriminator loss: 1.353898 - generator loss: 0.746299 - 1s
Epoch 13548/50000
discriminator loss: 1.348187 - generator loss: 0.755242 - 1s
Epoch 13549/50000
discriminator loss: 1.350219 - generator loss: 0.746374 - 1s
Epoch 13550/50000
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Epoch 13551/50000
discriminator loss: 1.356321 - generator loss: 0.743850 - 1s
Epoch 13552/50000
discriminator loss: 1.356474 - generator loss: 0.731125 - 1s
Epoch 13553/50000
discriminator loss: 1.354765 - generator loss: 0.733452 - 1s
Epoch 13554/50000
discriminator loss: 1.343719 - generator loss: 0.748524 - 1s
Epoch 13555/50000
discriminator loss: 1.358906 - generator loss: 0.745662 - 1s
Epoch 13556/50000
discriminator loss: 1.360797 - generator loss: 0.740578 - 1s
Epoch 13557/50000
discriminator loss: 1.352883 - generator loss: 0.755942 - 1s
Epoch 13558/50000
discriminator loss: 1.342239 - generator loss: 0.756100 - 1s
Epoch 13559/50000
discriminator loss: 1.349418 - generator loss: 0.741580 - 1s
Epoch 13560/50000
discriminator loss: 1.359199 - generator loss: 0.732307 - 1s
Epoch 13561/50000
discriminator loss: 1.357946 - generator loss: 0.733887 - 1s
Epoch 13562/50000
discriminator loss: 1.350512 - generator loss: 0.744174 - 1s
Epoch 13563/50000
discriminator loss: 1.350600 - generator loss: 0.743387 - 1s
Epoch 13564/50000
discriminator loss: 1.356131 - generator loss: 0.748711 - 1s
Epoch 13565/50000
discriminator loss: 1.362807 - generator loss: 0.741002 - 1s
Epoch 13566/50000
discriminator loss: 1.348438 - generator loss: 0.753704 - 1s
Epoch 13567/50000
discriminator loss: 1.356599 - generator loss: 0.747080 - 1s
Epoch 13568/50000
discriminator loss: 1.354923 - generator loss: 0.733657 - 1s
Epoch 13569/50000
discriminator loss: 1.357491 - generator loss: 0.731290 - 1s
Epoch 13570/50000
discriminator loss: 1.345403 - generator loss: 0.745271 - 1s
Epoch 13571/50000
discriminator loss: 1.349188 - generator loss: 0.747487 - 1s
Epoch 13572/50000
discriminator loss: 1.363150 - generator loss: 0.741590 - 1s
Epoch 13573/50000
discriminator loss: 1.356274 - generator loss: 0.751378 - 1s
Epoch 13574/50000
discriminator loss: 1.349601 - generator loss: 0.747015 - 1s
Epoch 13575/50000
discriminator loss: 1.352802 - generator loss: 0.748961 - 1s
Epoch 13576/50000
discriminator loss: 1.359551 - generator loss: 0.733662 - 1s
Epoch 13577/50000
discriminator loss: 1.352746 - generator loss: 0.738444 - 1s
Epoch 13578/50000
discriminator loss: 1.350212 - generator loss: 0.741928 - 1s
Epoch 13579/50000
discriminator loss: 1.359353 - generator loss: 0.743990 - 1s
Epoch 13580/50000
discriminator loss: 1.360476 - generator loss: 0.738377 - 1s
Epoch 13581/50000
discriminator loss: 1.356114 - generator loss: 0.745813 - 1s
Epoch 13582/50000
discriminator loss: 1.340153 - generator loss: 0.761861 - 1s
Epoch 13583/50000
discriminator loss: 1.358658 - generator loss: 0.742786 - 1s
Epoch 13584/50000
discriminator loss: 1.372001 - generator loss: 0.722107 - 1s
Epoch 13585/50000
discriminator loss: 1.359655 - generator loss: 0.732783 - 1s
Epoch 13586/50000
discriminator loss: 1.358107 - generator loss: 0.737170 - 1s
Epoch 13587/50000
discriminator loss: 1.354656 - generator loss: 0.743465 - 1s
Epoch 13588/50000
discriminator loss: 1.362352 - generator loss: 0.746970 - 1s
Epoch 13589/50000
discriminator loss: 1.350805 - generator loss: 0.749556 - 1s
Epoch 13590/50000
discriminator loss: 1.343858 - generator loss: 0.759560 - 1s
Epoch 13591/50000
discriminator loss: 1.352563 - generator loss: 0.740189 - 1s
Epoch 13592/50000
discriminator loss: 1.356344 - generator loss: 0.734642 - 1s
Epoch 13593/50000
discriminator loss: 1.358597 - generator loss: 0.733138 - 1s
Epoch 13594/50000
discriminator loss: 1.347152 - generator loss: 0.743768 - 1s
Epoch 13595/50000
discriminator loss: 1.354596 - generator loss: 0.741907 - 1s
Epoch 13596/50000
discriminator loss: 1.361549 - generator loss: 0.743692 - 1s
Epoch 13597/50000
discriminator loss: 1.352826 - generator loss: 0.753106 - 1s
Epoch 13598/50000
discriminator loss: 1.344728 - generator loss: 0.763014 - 1s
Epoch 13599/50000
discriminator loss: 1.353330 - generator loss: 0.736019 - 1s
Epoch 13600/50000
discriminator loss: 1.363497 - generator loss: 0.734380 - 1s
Epoch 13601/50000
discriminator loss: 1.357578 - generator loss: 0.726927 - 1s
Epoch 13602/50000
discriminator loss: 1.348148 - generator loss: 0.747246 - 1s
Epoch 13603/50000
discriminator loss: 1.359955 - generator loss: 0.737276 - 1s
Epoch 13604/50000
discriminator loss: 1.360335 - generator loss: 0.745589 - 1s
Epoch 13605/50000
discriminator loss: 1.355738 - generator loss: 0.749897 - 1s
Epoch 13606/50000
discriminator loss: 1.339417 - generator loss: 0.765210 - 1s
Epoch 13607/50000
discriminator loss: 1.357607 - generator loss: 0.740864 - 1s
Epoch 13608/50000
discriminator loss: 1.364143 - generator loss: 0.730710 - 1s
Epoch 13609/50000
discriminator loss: 1.366216 - generator loss: 0.723534 - 1s
Epoch 13610/50000
discriminator loss: 1.355416 - generator loss: 0.740332 - 1s
Epoch 13611/50000
discriminator loss: 1.357328 - generator loss: 0.748986 - 1s
Epoch 13612/50000
discriminator loss: 1.361226 - generator loss: 0.742310 - 1s
Epoch 13613/50000
discriminator loss: 1.363853 - generator loss: 0.740350 - 1s
Epoch 13614/50000
discriminator loss: 1.346399 - generator loss: 0.758104 - 1s
Epoch 13615/50000
discriminator loss: 1.352692 - generator loss: 0.749147 - 1s
Epoch 13616/50000
discriminator loss: 1.357299 - generator loss: 0.734444 - 1s
Epoch 13617/50000
discriminator loss: 1.357552 - generator loss: 0.736540 - 1s
Epoch 13618/50000
discriminator loss: 1.353282 - generator loss: 0.736237 - 1s
Epoch 13619/50000
discriminator loss: 1.350539 - generator loss: 0.740804 - 1s
Epoch 13620/50000
discriminator loss: 1.363752 - generator loss: 0.744010 - 1s
Epoch 13621/50000
discriminator loss: 1.359801 - generator loss: 0.746249 - 1s
Epoch 13622/50000
discriminator loss: 1.350316 - generator loss: 0.753835 - 1s
Epoch 13623/50000
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Epoch 13624/50000
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Epoch 13625/50000
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Epoch 13626/50000
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Epoch 13627/50000
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Epoch 13628/50000
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Epoch 13629/50000
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Epoch 13630/50000
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Epoch 13631/50000
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Epoch 13632/50000
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Epoch 13633/50000
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Epoch 13634/50000
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Epoch 13635/50000
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Epoch 13636/50000
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Epoch 13637/50000
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Epoch 13638/50000
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Epoch 13639/50000
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Epoch 13640/50000
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Epoch 13641/50000
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Epoch 13642/50000
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Epoch 13643/50000
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Epoch 13644/50000
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Epoch 13645/50000
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Epoch 13646/50000
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Epoch 13647/50000
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Epoch 13648/50000
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Epoch 13649/50000
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Epoch 13650/50000
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Epoch 13651/50000
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Epoch 13652/50000
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Epoch 13653/50000
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Epoch 13654/50000
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Epoch 13655/50000
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Epoch 13656/50000
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Epoch 13657/50000
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Epoch 13658/50000
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Epoch 13659/50000
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Epoch 13660/50000
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Epoch 13661/50000
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Epoch 13662/50000
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Epoch 13663/50000
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Epoch 13664/50000
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Epoch 13665/50000
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Epoch 13666/50000
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Epoch 13667/50000
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Epoch 13668/50000
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Epoch 13669/50000
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Epoch 13670/50000
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Epoch 13671/50000
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Epoch 13672/50000
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Epoch 13673/50000
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Epoch 13674/50000
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Epoch 13675/50000
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Epoch 13676/50000
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Epoch 13677/50000
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Epoch 13678/50000
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Epoch 13679/50000
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Epoch 13680/50000
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Epoch 13681/50000
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Epoch 13682/50000
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Epoch 13683/50000
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Epoch 13684/50000
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Epoch 13685/50000
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Epoch 13686/50000
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Epoch 13687/50000
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Epoch 13688/50000
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Epoch 13689/50000
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Epoch 13690/50000
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Epoch 13691/50000
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Epoch 13692/50000
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Epoch 13693/50000
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Epoch 13694/50000
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Epoch 13695/50000
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Epoch 13696/50000
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Epoch 13697/50000
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Epoch 13698/50000
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Epoch 13699/50000
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Epoch 13700/50000
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Epoch 13701/50000
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Epoch 13702/50000
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Epoch 13703/50000
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Epoch 13704/50000
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Epoch 13705/50000
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Epoch 13706/50000
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Epoch 13707/50000
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Epoch 13708/50000
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Epoch 13709/50000
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Epoch 13710/50000
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Epoch 13711/50000
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Epoch 13712/50000
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Epoch 13713/50000
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Epoch 13714/50000
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Epoch 13715/50000
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Epoch 13716/50000
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Epoch 13717/50000
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Epoch 13718/50000
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Epoch 13719/50000
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Epoch 13720/50000
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Epoch 13721/50000
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Epoch 13722/50000
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Epoch 13723/50000
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Epoch 13724/50000
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Epoch 13725/50000
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Epoch 13726/50000
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Epoch 13727/50000
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Epoch 13728/50000
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Epoch 13729/50000
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Epoch 13730/50000
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Epoch 13731/50000
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Epoch 13732/50000
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Epoch 13733/50000
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Epoch 13734/50000
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Epoch 13735/50000
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Epoch 13736/50000
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Epoch 13737/50000
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Epoch 13738/50000
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Epoch 13739/50000
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Epoch 13740/50000
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Epoch 13741/50000
discriminator loss: 1.360874 - generator loss: 0.728760 - 1s
Epoch 13742/50000
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Epoch 13743/50000
discriminator loss: 1.346451 - generator loss: 0.750744 - 1s
Epoch 13744/50000
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Epoch 13745/50000
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Epoch 13746/50000
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Epoch 13747/50000
discriminator loss: 1.349001 - generator loss: 0.749266 - 1s
Epoch 13748/50000
discriminator loss: 1.350380 - generator loss: 0.745258 - 1s
Epoch 13749/50000
discriminator loss: 1.359588 - generator loss: 0.733049 - 1s
Epoch 13750/50000
discriminator loss: 1.344700 - generator loss: 0.745218 - 1s
Epoch 13751/50000
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Epoch 13752/50000
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Epoch 13753/50000
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Epoch 13754/50000
discriminator loss: 1.348728 - generator loss: 0.749421 - 1s
Epoch 13755/50000
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Epoch 13756/50000
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Epoch 13757/50000
discriminator loss: 1.370823 - generator loss: 0.724032 - 1s
Epoch 13758/50000
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Epoch 13759/50000
discriminator loss: 1.344574 - generator loss: 0.743269 - 1s
Epoch 13760/50000
discriminator loss: 1.361550 - generator loss: 0.744646 - 1s
Epoch 13761/50000
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Epoch 13762/50000
discriminator loss: 1.355571 - generator loss: 0.753627 - 1s
Epoch 13763/50000
discriminator loss: 1.355541 - generator loss: 0.750096 - 1s
Epoch 13764/50000
discriminator loss: 1.350165 - generator loss: 0.757903 - 1s
Epoch 13765/50000
discriminator loss: 1.366858 - generator loss: 0.722127 - 1s
Epoch 13766/50000
discriminator loss: 1.355282 - generator loss: 0.744475 - 1s
Epoch 13767/50000
discriminator loss: 1.345433 - generator loss: 0.736854 - 1s
Epoch 13768/50000
discriminator loss: 1.345736 - generator loss: 0.747345 - 1s
Epoch 13769/50000
discriminator loss: 1.359993 - generator loss: 0.744104 - 1s
Epoch 13770/50000
discriminator loss: 1.356784 - generator loss: 0.744989 - 1s
Epoch 13771/50000
discriminator loss: 1.349473 - generator loss: 0.757505 - 1s
Epoch 13772/50000
discriminator loss: 1.354910 - generator loss: 0.751533 - 1s
Epoch 13773/50000
discriminator loss: 1.359847 - generator loss: 0.736073 - 1s
Epoch 13774/50000
discriminator loss: 1.358900 - generator loss: 0.731635 - 1s
Epoch 13775/50000
discriminator loss: 1.349941 - generator loss: 0.731773 - 1s
Epoch 13776/50000
discriminator loss: 1.350057 - generator loss: 0.748948 - 1s
Epoch 13777/50000
discriminator loss: 1.352314 - generator loss: 0.746516 - 1s
Epoch 13778/50000
discriminator loss: 1.361064 - generator loss: 0.742921 - 1s
Epoch 13779/50000
discriminator loss: 1.354859 - generator loss: 0.745015 - 1s
Epoch 13780/50000
discriminator loss: 1.357300 - generator loss: 0.750111 - 1s
Epoch 13781/50000
discriminator loss: 1.355562 - generator loss: 0.742258 - 1s
Epoch 13782/50000
discriminator loss: 1.349403 - generator loss: 0.741378 - 1s
Epoch 13783/50000
discriminator loss: 1.356310 - generator loss: 0.730428 - 1s
Epoch 13784/50000
discriminator loss: 1.354841 - generator loss: 0.739046 - 1s
Epoch 13785/50000
discriminator loss: 1.358885 - generator loss: 0.743581 - 1s
Epoch 13786/50000
discriminator loss: 1.354158 - generator loss: 0.747082 - 1s
Epoch 13787/50000
discriminator loss: 1.361625 - generator loss: 0.739556 - 1s
Epoch 13788/50000
discriminator loss: 1.351514 - generator loss: 0.749548 - 1s
Epoch 13789/50000
discriminator loss: 1.344196 - generator loss: 0.751300 - 1s
Epoch 13790/50000
discriminator loss: 1.363771 - generator loss: 0.733763 - 1s
Epoch 13791/50000
discriminator loss: 1.351484 - generator loss: 0.741296 - 1s
Epoch 13792/50000
discriminator loss: 1.353707 - generator loss: 0.739260 - 1s
Epoch 13793/50000
discriminator loss: 1.350742 - generator loss: 0.748722 - 1s
Epoch 13794/50000
discriminator loss: 1.364380 - generator loss: 0.732233 - 1s
Epoch 13795/50000
discriminator loss: 1.352840 - generator loss: 0.750721 - 1s
Epoch 13796/50000
discriminator loss: 1.355531 - generator loss: 0.745263 - 1s
Epoch 13797/50000
discriminator loss: 1.344155 - generator loss: 0.758506 - 1s
Epoch 13798/50000
discriminator loss: 1.351133 - generator loss: 0.741067 - 1s
Epoch 13799/50000
discriminator loss: 1.354176 - generator loss: 0.731072 - 1s
Epoch 13800/50000
discriminator loss: 1.352565 - generator loss: 0.750476 - 1s
Epoch 13801/50000
discriminator loss: 1.340288 - generator loss: 0.749639 - 1s
Epoch 13802/50000
discriminator loss: 1.354313 - generator loss: 0.741764 - 1s
Epoch 13803/50000
discriminator loss: 1.361216 - generator loss: 0.745715 - 1s
Epoch 13804/50000
discriminator loss: 1.359002 - generator loss: 0.748790 - 1s
Epoch 13805/50000
discriminator loss: 1.345094 - generator loss: 0.749363 - 1s
Epoch 13806/50000
discriminator loss: 1.351373 - generator loss: 0.742639 - 1s
Epoch 13807/50000
discriminator loss: 1.353273 - generator loss: 0.737479 - 1s
Epoch 13808/50000
discriminator loss: 1.350257 - generator loss: 0.737428 - 1s
Epoch 13809/50000
discriminator loss: 1.343643 - generator loss: 0.755554 - 1s
Epoch 13810/50000
discriminator loss: 1.353659 - generator loss: 0.742226 - 1s
Epoch 13811/50000
discriminator loss: 1.354217 - generator loss: 0.747746 - 1s
Epoch 13812/50000
discriminator loss: 1.350036 - generator loss: 0.747840 - 1s
Epoch 13813/50000
discriminator loss: 1.342486 - generator loss: 0.754872 - 1s
Epoch 13814/50000
discriminator loss: 1.350740 - generator loss: 0.745290 - 1s
Epoch 13815/50000
discriminator loss: 1.351078 - generator loss: 0.736551 - 1s
Epoch 13816/50000
discriminator loss: 1.355963 - generator loss: 0.735059 - 1s
Epoch 13817/50000
discriminator loss: 1.347871 - generator loss: 0.745053 - 1s
Epoch 13818/50000
discriminator loss: 1.354341 - generator loss: 0.739084 - 1s
Epoch 13819/50000
discriminator loss: 1.350530 - generator loss: 0.750508 - 1s
Epoch 13820/50000
discriminator loss: 1.358235 - generator loss: 0.744833 - 1s
Epoch 13821/50000
discriminator loss: 1.345165 - generator loss: 0.757104 - 1s
Epoch 13822/50000
discriminator loss: 1.350605 - generator loss: 0.742217 - 1s
Epoch 13823/50000
discriminator loss: 1.360606 - generator loss: 0.735476 - 1s
Epoch 13824/50000
discriminator loss: 1.351109 - generator loss: 0.741393 - 1s
Epoch 13825/50000
discriminator loss: 1.351783 - generator loss: 0.742816 - 1s
Epoch 13826/50000
discriminator loss: 1.348560 - generator loss: 0.745978 - 1s
Epoch 13827/50000
discriminator loss: 1.361131 - generator loss: 0.741951 - 1s
Epoch 13828/50000
discriminator loss: 1.365890 - generator loss: 0.743661 - 1s
Epoch 13829/50000
discriminator loss: 1.344436 - generator loss: 0.759581 - 1s
Epoch 13830/50000
discriminator loss: 1.351180 - generator loss: 0.748373 - 1s
Epoch 13831/50000
discriminator loss: 1.358312 - generator loss: 0.734969 - 1s
Epoch 13832/50000
discriminator loss: 1.355171 - generator loss: 0.733788 - 1s
Epoch 13833/50000
discriminator loss: 1.348474 - generator loss: 0.746081 - 1s
Epoch 13834/50000
discriminator loss: 1.340984 - generator loss: 0.748079 - 1s
Epoch 13835/50000
discriminator loss: 1.367204 - generator loss: 0.735111 - 1s
Epoch 13836/50000
discriminator loss: 1.369341 - generator loss: 0.742002 - 1s
Epoch 13837/50000
discriminator loss: 1.360924 - generator loss: 0.750636 - 1s
Epoch 13838/50000
discriminator loss: 1.354155 - generator loss: 0.740868 - 1s
Epoch 13839/50000
discriminator loss: 1.355451 - generator loss: 0.737103 - 1s
Epoch 13840/50000
discriminator loss: 1.361267 - generator loss: 0.733056 - 1s
Epoch 13841/50000
discriminator loss: 1.348904 - generator loss: 0.743437 - 1s
Epoch 13842/50000
discriminator loss: 1.348861 - generator loss: 0.744917 - 1s
Epoch 13843/50000
discriminator loss: 1.364243 - generator loss: 0.737439 - 1s
Epoch 13844/50000
discriminator loss: 1.360003 - generator loss: 0.742260 - 1s
Epoch 13845/50000
discriminator loss: 1.361484 - generator loss: 0.741012 - 1s
Epoch 13846/50000
discriminator loss: 1.351535 - generator loss: 0.751381 - 1s
Epoch 13847/50000
discriminator loss: 1.361589 - generator loss: 0.732426 - 1s
Epoch 13848/50000
discriminator loss: 1.359531 - generator loss: 0.735746 - 1s
Epoch 13849/50000
discriminator loss: 1.355064 - generator loss: 0.733370 - 1s
Epoch 13850/50000
discriminator loss: 1.346912 - generator loss: 0.748618 - 1s
Epoch 13851/50000
discriminator loss: 1.351828 - generator loss: 0.747912 - 1s
Epoch 13852/50000
discriminator loss: 1.361182 - generator loss: 0.740812 - 1s
Epoch 13853/50000
discriminator loss: 1.351170 - generator loss: 0.754731 - 1s
Epoch 13854/50000
discriminator loss: 1.359356 - generator loss: 0.742305 - 1s
Epoch 13855/50000
discriminator loss: 1.363268 - generator loss: 0.734425 - 1s
Epoch 13856/50000
discriminator loss: 1.359905 - generator loss: 0.732336 - 1s
Epoch 13857/50000
discriminator loss: 1.356859 - generator loss: 0.737915 - 1s
Epoch 13858/50000
discriminator loss: 1.352348 - generator loss: 0.741209 - 1s
Epoch 13859/50000
discriminator loss: 1.361590 - generator loss: 0.745551 - 1s
Epoch 13860/50000
discriminator loss: 1.357491 - generator loss: 0.745871 - 1s
Epoch 13861/50000
discriminator loss: 1.360581 - generator loss: 0.748585 - 1s
Epoch 13862/50000
discriminator loss: 1.356605 - generator loss: 0.747175 - 1s
Epoch 13863/50000
discriminator loss: 1.355415 - generator loss: 0.738644 - 1s
Epoch 13864/50000
discriminator loss: 1.358928 - generator loss: 0.738978 - 1s
Epoch 13865/50000
discriminator loss: 1.356521 - generator loss: 0.735801 - 1s
Epoch 13866/50000
discriminator loss: 1.346042 - generator loss: 0.742307 - 1s
Epoch 13867/50000
discriminator loss: 1.360416 - generator loss: 0.744147 - 1s
Epoch 13868/50000
discriminator loss: 1.354246 - generator loss: 0.750639 - 1s
Epoch 13869/50000
discriminator loss: 1.336934 - generator loss: 0.763160 - 1s
Epoch 13870/50000
discriminator loss: 1.353627 - generator loss: 0.746987 - 1s
Epoch 13871/50000
discriminator loss: 1.352451 - generator loss: 0.736401 - 1s
Epoch 13872/50000
discriminator loss: 1.354953 - generator loss: 0.733347 - 1s
Epoch 13873/50000
discriminator loss: 1.347743 - generator loss: 0.744544 - 1s
Epoch 13874/50000
discriminator loss: 1.356846 - generator loss: 0.742031 - 1s
Epoch 13875/50000
discriminator loss: 1.360057 - generator loss: 0.742690 - 1s
Epoch 13876/50000
discriminator loss: 1.360559 - generator loss: 0.743668 - 1s
Epoch 13877/50000
discriminator loss: 1.348618 - generator loss: 0.750537 - 1s
Epoch 13878/50000
discriminator loss: 1.357793 - generator loss: 0.743797 - 1s
Epoch 13879/50000
discriminator loss: 1.349916 - generator loss: 0.735325 - 1s
Epoch 13880/50000
discriminator loss: 1.366948 - generator loss: 0.729118 - 1s
Epoch 13881/50000
discriminator loss: 1.347546 - generator loss: 0.746037 - 1s
Epoch 13882/50000
discriminator loss: 1.352467 - generator loss: 0.744712 - 1s
Epoch 13883/50000
discriminator loss: 1.353372 - generator loss: 0.742994 - 1s
Epoch 13884/50000
discriminator loss: 1.360981 - generator loss: 0.750378 - 1s
Epoch 13885/50000
discriminator loss: 1.355580 - generator loss: 0.747172 - 1s
Epoch 13886/50000
discriminator loss: 1.355308 - generator loss: 0.746904 - 1s
Epoch 13887/50000
discriminator loss: 1.348528 - generator loss: 0.739432 - 1s
Epoch 13888/50000
discriminator loss: 1.360924 - generator loss: 0.729796 - 1s
Epoch 13889/50000
discriminator loss: 1.344715 - generator loss: 0.755759 - 1s
Epoch 13890/50000
discriminator loss: 1.354762 - generator loss: 0.739844 - 1s
Epoch 13891/50000
discriminator loss: 1.353745 - generator loss: 0.744525 - 1s
Epoch 13892/50000
discriminator loss: 1.353118 - generator loss: 0.756153 - 1s
Epoch 13893/50000
discriminator loss: 1.342521 - generator loss: 0.759466 - 1s
Epoch 13894/50000
discriminator loss: 1.354578 - generator loss: 0.744808 - 1s
Epoch 13895/50000
discriminator loss: 1.363735 - generator loss: 0.731017 - 1s
Epoch 13896/50000
discriminator loss: 1.352322 - generator loss: 0.739128 - 1s
Epoch 13897/50000
discriminator loss: 1.352205 - generator loss: 0.753614 - 1s
Epoch 13898/50000
discriminator loss: 1.349885 - generator loss: 0.739863 - 1s
Epoch 13899/50000
discriminator loss: 1.355067 - generator loss: 0.741884 - 1s
Epoch 13900/50000
discriminator loss: 1.361707 - generator loss: 0.746774 - 1s
Epoch 13901/50000
discriminator loss: 1.344021 - generator loss: 0.762702 - 1s
Epoch 13902/50000
discriminator loss: 1.361150 - generator loss: 0.735986 - 1s
Epoch 13903/50000
discriminator loss: 1.358847 - generator loss: 0.738125 - 1s
Epoch 13904/50000
discriminator loss: 1.353928 - generator loss: 0.732545 - 1s
Epoch 13905/50000
discriminator loss: 1.354587 - generator loss: 0.739429 - 1s
Epoch 13906/50000
discriminator loss: 1.351404 - generator loss: 0.739127 - 1s
Epoch 13907/50000
discriminator loss: 1.364677 - generator loss: 0.747705 - 1s
Epoch 13908/50000
discriminator loss: 1.363361 - generator loss: 0.746407 - 1s
Epoch 13909/50000
discriminator loss: 1.342888 - generator loss: 0.759531 - 1s
Epoch 13910/50000
discriminator loss: 1.351595 - generator loss: 0.742742 - 1s
Epoch 13911/50000
discriminator loss: 1.360759 - generator loss: 0.734975 - 1s
Epoch 13912/50000
discriminator loss: 1.352913 - generator loss: 0.730981 - 1s
Epoch 13913/50000
discriminator loss: 1.343200 - generator loss: 0.742854 - 1s
Epoch 13914/50000
discriminator loss: 1.358121 - generator loss: 0.744645 - 1s
Epoch 13915/50000
discriminator loss: 1.365451 - generator loss: 0.743572 - 1s
Epoch 13916/50000
discriminator loss: 1.359998 - generator loss: 0.748707 - 1s
Epoch 13917/50000
discriminator loss: 1.354715 - generator loss: 0.744739 - 1s
Epoch 13918/50000
discriminator loss: 1.352317 - generator loss: 0.749275 - 1s
Epoch 13919/50000
discriminator loss: 1.351278 - generator loss: 0.738936 - 1s
Epoch 13920/50000
discriminator loss: 1.367803 - generator loss: 0.727024 - 1s
Epoch 13921/50000
discriminator loss: 1.355636 - generator loss: 0.735093 - 1s
Epoch 13922/50000
discriminator loss: 1.346061 - generator loss: 0.749067 - 1s
Epoch 13923/50000
discriminator loss: 1.353657 - generator loss: 0.740905 - 1s
Epoch 13924/50000
discriminator loss: 1.366490 - generator loss: 0.741775 - 1s
Epoch 13925/50000
discriminator loss: 1.347505 - generator loss: 0.757665 - 1s
Epoch 13926/50000
discriminator loss: 1.359382 - generator loss: 0.742958 - 1s
Epoch 13927/50000
discriminator loss: 1.351460 - generator loss: 0.744327 - 1s
Epoch 13928/50000
discriminator loss: 1.363589 - generator loss: 0.726202 - 1s
Epoch 13929/50000
discriminator loss: 1.355924 - generator loss: 0.737216 - 1s
Epoch 13930/50000
discriminator loss: 1.350653 - generator loss: 0.742531 - 1s
Epoch 13931/50000
discriminator loss: 1.349692 - generator loss: 0.744895 - 1s
Epoch 13932/50000
discriminator loss: 1.358080 - generator loss: 0.742437 - 1s
Epoch 13933/50000
discriminator loss: 1.355143 - generator loss: 0.749155 - 1s
Epoch 13934/50000
discriminator loss: 1.346657 - generator loss: 0.756503 - 1s
Epoch 13935/50000
discriminator loss: 1.353549 - generator loss: 0.742854 - 1s
Epoch 13936/50000
discriminator loss: 1.354457 - generator loss: 0.737468 - 1s
Epoch 13937/50000
discriminator loss: 1.368285 - generator loss: 0.723082 - 1s
Epoch 13938/50000
discriminator loss: 1.340651 - generator loss: 0.742137 - 1s
Epoch 13939/50000
discriminator loss: 1.352310 - generator loss: 0.748298 - 1s
Epoch 13940/50000
discriminator loss: 1.357746 - generator loss: 0.741759 - 1s
Epoch 13941/50000
discriminator loss: 1.358757 - generator loss: 0.747733 - 1s
Epoch 13942/50000
discriminator loss: 1.351433 - generator loss: 0.751975 - 1s
Epoch 13943/50000
discriminator loss: 1.348844 - generator loss: 0.750082 - 1s
Epoch 13944/50000
discriminator loss: 1.362530 - generator loss: 0.734935 - 1s
Epoch 13945/50000
discriminator loss: 1.358378 - generator loss: 0.723304 - 1s
Epoch 13946/50000
discriminator loss: 1.353093 - generator loss: 0.740749 - 1s
Epoch 13947/50000
discriminator loss: 1.359374 - generator loss: 0.742376 - 1s
Epoch 13948/50000
discriminator loss: 1.360121 - generator loss: 0.742989 - 1s
Epoch 13949/50000
discriminator loss: 1.358993 - generator loss: 0.751000 - 1s
Epoch 13950/50000
discriminator loss: 1.348855 - generator loss: 0.752786 - 1s
Epoch 13951/50000
discriminator loss: 1.350369 - generator loss: 0.750958 - 1s
Epoch 13952/50000
discriminator loss: 1.363473 - generator loss: 0.728724 - 1s
Epoch 13953/50000
discriminator loss: 1.357468 - generator loss: 0.728980 - 1s
Epoch 13954/50000
discriminator loss: 1.355273 - generator loss: 0.741051 - 1s
Epoch 13955/50000
discriminator loss: 1.349751 - generator loss: 0.740632 - 1s
Epoch 13956/50000
discriminator loss: 1.356435 - generator loss: 0.748643 - 1s
Epoch 13957/50000
discriminator loss: 1.365154 - generator loss: 0.744255 - 1s
Epoch 13958/50000
discriminator loss: 1.350478 - generator loss: 0.751271 - 1s
Epoch 13959/50000
discriminator loss: 1.342639 - generator loss: 0.755919 - 1s
Epoch 13960/50000
discriminator loss: 1.352204 - generator loss: 0.744821 - 1s
Epoch 13961/50000
discriminator loss: 1.363545 - generator loss: 0.725007 - 1s
Epoch 13962/50000
discriminator loss: 1.351536 - generator loss: 0.740815 - 1s
Epoch 13963/50000
discriminator loss: 1.352258 - generator loss: 0.742715 - 1s
Epoch 13964/50000
discriminator loss: 1.358318 - generator loss: 0.738931 - 1s
Epoch 13965/50000
discriminator loss: 1.357021 - generator loss: 0.746946 - 1s
Epoch 13966/50000
discriminator loss: 1.362224 - generator loss: 0.749206 - 1s
Epoch 13967/50000
discriminator loss: 1.347901 - generator loss: 0.748826 - 1s
Epoch 13968/50000
discriminator loss: 1.357074 - generator loss: 0.741279 - 1s
Epoch 13969/50000
discriminator loss: 1.358660 - generator loss: 0.734621 - 1s
Epoch 13970/50000
discriminator loss: 1.347546 - generator loss: 0.743517 - 1s
Epoch 13971/50000
discriminator loss: 1.339146 - generator loss: 0.740043 - 1s
Epoch 13972/50000
discriminator loss: 1.349041 - generator loss: 0.748933 - 1s
Epoch 13973/50000
discriminator loss: 1.360732 - generator loss: 0.743382 - 1s
Epoch 13974/50000
discriminator loss: 1.349107 - generator loss: 0.755928 - 1s
Epoch 13975/50000
discriminator loss: 1.353013 - generator loss: 0.756357 - 1s
Epoch 13976/50000
discriminator loss: 1.349072 - generator loss: 0.737794 - 1s
Epoch 13977/50000
discriminator loss: 1.362177 - generator loss: 0.732102 - 1s
Epoch 13978/50000
discriminator loss: 1.354570 - generator loss: 0.735682 - 1s
Epoch 13979/50000
discriminator loss: 1.356210 - generator loss: 0.737567 - 1s
Epoch 13980/50000
discriminator loss: 1.351362 - generator loss: 0.742522 - 1s
Epoch 13981/50000
discriminator loss: 1.360831 - generator loss: 0.745492 - 1s
Epoch 13982/50000
discriminator loss: 1.353885 - generator loss: 0.747221 - 1s
Epoch 13983/50000
discriminator loss: 1.342230 - generator loss: 0.759458 - 1s
Epoch 13984/50000
discriminator loss: 1.358182 - generator loss: 0.742729 - 1s
Epoch 13985/50000
discriminator loss: 1.349521 - generator loss: 0.741031 - 1s
Epoch 13986/50000
discriminator loss: 1.361807 - generator loss: 0.726188 - 1s
Epoch 13987/50000
discriminator loss: 1.349565 - generator loss: 0.749975 - 1s
Epoch 13988/50000
discriminator loss: 1.348057 - generator loss: 0.744964 - 1s
Epoch 13989/50000
discriminator loss: 1.364646 - generator loss: 0.739785 - 1s
Epoch 13990/50000
discriminator loss: 1.356377 - generator loss: 0.748052 - 1s
Epoch 13991/50000
discriminator loss: 1.352454 - generator loss: 0.748791 - 1s
Epoch 13992/50000
discriminator loss: 1.352596 - generator loss: 0.745017 - 1s
Epoch 13993/50000
discriminator loss: 1.356847 - generator loss: 0.735484 - 1s
Epoch 13994/50000
discriminator loss: 1.363312 - generator loss: 0.726848 - 1s
Epoch 13995/50000
discriminator loss: 1.353223 - generator loss: 0.739825 - 1s
Epoch 13996/50000
discriminator loss: 1.352433 - generator loss: 0.749091 - 1s
Epoch 13997/50000
discriminator loss: 1.358320 - generator loss: 0.739813 - 1s
Epoch 13998/50000
discriminator loss: 1.357139 - generator loss: 0.755045 - 1s
Epoch 13999/50000
discriminator loss: 1.355636 - generator loss: 0.749580 - 1s
Epoch 14000/50000
discriminator loss: 1.352472 - generator loss: 0.753077 - 1s
Epoch 14001/50000
discriminator loss: 1.358120 - generator loss: 0.733815 - 1s

Loss: 

Epoch 14002/50000
discriminator loss: 1.360945 - generator loss: 0.732083 - 1s
Epoch 14003/50000
discriminator loss: 1.351906 - generator loss: 0.739731 - 1s
Epoch 14004/50000
discriminator loss: 1.351663 - generator loss: 0.744063 - 1s
Epoch 14005/50000
discriminator loss: 1.354685 - generator loss: 0.748179 - 1s
Epoch 14006/50000
discriminator loss: 1.360307 - generator loss: 0.745244 - 1s
Epoch 14007/50000
discriminator loss: 1.349377 - generator loss: 0.757912 - 1s
Epoch 14008/50000
discriminator loss: 1.358109 - generator loss: 0.743720 - 1s
Epoch 14009/50000
discriminator loss: 1.357605 - generator loss: 0.741531 - 1s
Epoch 14010/50000
discriminator loss: 1.359617 - generator loss: 0.730419 - 1s
Epoch 14011/50000
discriminator loss: 1.351865 - generator loss: 0.737225 - 1s
Epoch 14012/50000
discriminator loss: 1.352693 - generator loss: 0.743087 - 1s
Epoch 14013/50000
discriminator loss: 1.352334 - generator loss: 0.747142 - 1s
Epoch 14014/50000
discriminator loss: 1.349328 - generator loss: 0.754312 - 1s
Epoch 14015/50000
discriminator loss: 1.349733 - generator loss: 0.757309 - 1s
Epoch 14016/50000
discriminator loss: 1.345866 - generator loss: 0.751373 - 1s
Epoch 14017/50000
discriminator loss: 1.356905 - generator loss: 0.739117 - 1s
Epoch 14018/50000
discriminator loss: 1.360198 - generator loss: 0.729622 - 1s
Epoch 14019/50000
discriminator loss: 1.350263 - generator loss: 0.740426 - 1s
Epoch 14020/50000
discriminator loss: 1.352380 - generator loss: 0.743190 - 1s
Epoch 14021/50000
discriminator loss: 1.360733 - generator loss: 0.739834 - 1s
Epoch 14022/50000
discriminator loss: 1.359805 - generator loss: 0.742485 - 1s
Epoch 14023/50000
discriminator loss: 1.350355 - generator loss: 0.758877 - 1s
Epoch 14024/50000
discriminator loss: 1.347030 - generator loss: 0.747733 - 1s
Epoch 14025/50000
discriminator loss: 1.359267 - generator loss: 0.740120 - 1s
Epoch 14026/50000
discriminator loss: 1.354612 - generator loss: 0.733761 - 1s
Epoch 14027/50000
discriminator loss: 1.351895 - generator loss: 0.737738 - 1s
Epoch 14028/50000
discriminator loss: 1.357458 - generator loss: 0.741970 - 1s
Epoch 14029/50000
discriminator loss: 1.358835 - generator loss: 0.735277 - 1s
Epoch 14030/50000
discriminator loss: 1.363581 - generator loss: 0.745778 - 1s
Epoch 14031/50000
discriminator loss: 1.352582 - generator loss: 0.749700 - 1s
Epoch 14032/50000
discriminator loss: 1.354108 - generator loss: 0.751278 - 1s
Epoch 14033/50000
discriminator loss: 1.354904 - generator loss: 0.736410 - 1s
Epoch 14034/50000
discriminator loss: 1.363782 - generator loss: 0.726926 - 1s
Epoch 14035/50000
discriminator loss: 1.348133 - generator loss: 0.743003 - 1s
Epoch 14036/50000
discriminator loss: 1.342509 - generator loss: 0.749230 - 1s
Epoch 14037/50000
discriminator loss: 1.367347 - generator loss: 0.733222 - 1s
Epoch 14038/50000
discriminator loss: 1.358086 - generator loss: 0.749195 - 1s
Epoch 14039/50000
discriminator loss: 1.354548 - generator loss: 0.756653 - 1s
Epoch 14040/50000
discriminator loss: 1.345164 - generator loss: 0.751932 - 1s
Epoch 14041/50000
discriminator loss: 1.350604 - generator loss: 0.741978 - 1s
Epoch 14042/50000
discriminator loss: 1.359599 - generator loss: 0.732318 - 1s
Epoch 14043/50000
discriminator loss: 1.356992 - generator loss: 0.736901 - 1s
Epoch 14044/50000
discriminator loss: 1.347308 - generator loss: 0.745046 - 1s
Epoch 14045/50000
discriminator loss: 1.358106 - generator loss: 0.743635 - 1s
Epoch 14046/50000
discriminator loss: 1.368849 - generator loss: 0.739207 - 1s
Epoch 14047/50000
discriminator loss: 1.357111 - generator loss: 0.745754 - 1s
Epoch 14048/50000
discriminator loss: 1.340319 - generator loss: 0.763721 - 1s
Epoch 14049/50000
discriminator loss: 1.349785 - generator loss: 0.748332 - 1s
Epoch 14050/50000
discriminator loss: 1.362831 - generator loss: 0.724279 - 1s
Epoch 14051/50000
discriminator loss: 1.352124 - generator loss: 0.736395 - 1s
Epoch 14052/50000
discriminator loss: 1.349166 - generator loss: 0.741076 - 1s
Epoch 14053/50000
discriminator loss: 1.356234 - generator loss: 0.749529 - 1s
Epoch 14054/50000
discriminator loss: 1.355146 - generator loss: 0.738999 - 1s
Epoch 14055/50000
discriminator loss: 1.357066 - generator loss: 0.752077 - 1s
Epoch 14056/50000
discriminator loss: 1.353159 - generator loss: 0.748647 - 1s
Epoch 14057/50000
discriminator loss: 1.359804 - generator loss: 0.737129 - 1s
Epoch 14058/50000
discriminator loss: 1.356868 - generator loss: 0.738774 - 1s
Epoch 14059/50000
discriminator loss: 1.355654 - generator loss: 0.739576 - 1s
Epoch 14060/50000
discriminator loss: 1.349630 - generator loss: 0.733771 - 1s
Epoch 14061/50000
discriminator loss: 1.361532 - generator loss: 0.743849 - 1s
Epoch 14062/50000
discriminator loss: 1.349401 - generator loss: 0.748411 - 1s
Epoch 14063/50000
discriminator loss: 1.359399 - generator loss: 0.750789 - 1s
Epoch 14064/50000
discriminator loss: 1.348404 - generator loss: 0.750655 - 1s
Epoch 14065/50000
discriminator loss: 1.358300 - generator loss: 0.738280 - 1s
Epoch 14066/50000
discriminator loss: 1.355532 - generator loss: 0.734844 - 1s
Epoch 14067/50000
discriminator loss: 1.352587 - generator loss: 0.736218 - 1s
Epoch 14068/50000
discriminator loss: 1.353275 - generator loss: 0.740025 - 1s
Epoch 14069/50000
discriminator loss: 1.347122 - generator loss: 0.749550 - 1s
Epoch 14070/50000
discriminator loss: 1.361564 - generator loss: 0.746801 - 1s
Epoch 14071/50000
discriminator loss: 1.349915 - generator loss: 0.743278 - 1s
Epoch 14072/50000
discriminator loss: 1.352130 - generator loss: 0.758894 - 1s
Epoch 14073/50000
discriminator loss: 1.344038 - generator loss: 0.751251 - 1s
Epoch 14074/50000
discriminator loss: 1.366395 - generator loss: 0.731564 - 1s
Epoch 14075/50000
discriminator loss: 1.361391 - generator loss: 0.727910 - 1s
Epoch 14076/50000
discriminator loss: 1.346540 - generator loss: 0.746638 - 1s
Epoch 14077/50000
discriminator loss: 1.350102 - generator loss: 0.746234 - 1s
Epoch 14078/50000
discriminator loss: 1.360017 - generator loss: 0.743550 - 1s
Epoch 14079/50000
discriminator loss: 1.355535 - generator loss: 0.749476 - 1s
Epoch 14080/50000
discriminator loss: 1.349820 - generator loss: 0.760536 - 1s
Epoch 14081/50000
discriminator loss: 1.362279 - generator loss: 0.742043 - 1s
Epoch 14082/50000
discriminator loss: 1.358992 - generator loss: 0.731136 - 1s
Epoch 14083/50000
discriminator loss: 1.362962 - generator loss: 0.726991 - 1s
Epoch 14084/50000
discriminator loss: 1.353723 - generator loss: 0.741444 - 1s
Epoch 14085/50000
discriminator loss: 1.348360 - generator loss: 0.749911 - 1s
Epoch 14086/50000
discriminator loss: 1.361297 - generator loss: 0.737662 - 1s
Epoch 14087/50000
discriminator loss: 1.347565 - generator loss: 0.749588 - 1s
Epoch 14088/50000
discriminator loss: 1.353449 - generator loss: 0.752820 - 1s
Epoch 14089/50000
discriminator loss: 1.352374 - generator loss: 0.749466 - 1s
Epoch 14090/50000
discriminator loss: 1.358769 - generator loss: 0.737122 - 1s
Epoch 14091/50000
discriminator loss: 1.350704 - generator loss: 0.735662 - 1s
Epoch 14092/50000
discriminator loss: 1.348985 - generator loss: 0.737367 - 1s
Epoch 14093/50000
discriminator loss: 1.351374 - generator loss: 0.742036 - 1s
Epoch 14094/50000
discriminator loss: 1.364227 - generator loss: 0.742194 - 1s
Epoch 14095/50000
discriminator loss: 1.360208 - generator loss: 0.745738 - 1s
Epoch 14096/50000
discriminator loss: 1.355659 - generator loss: 0.745791 - 1s
Epoch 14097/50000
discriminator loss: 1.344435 - generator loss: 0.756263 - 1s
Epoch 14098/50000
discriminator loss: 1.354599 - generator loss: 0.740945 - 1s
Epoch 14099/50000
discriminator loss: 1.358130 - generator loss: 0.729021 - 1s
Epoch 14100/50000
discriminator loss: 1.348252 - generator loss: 0.738005 - 1s
Epoch 14101/50000
discriminator loss: 1.351501 - generator loss: 0.749559 - 1s
Epoch 14102/50000
discriminator loss: 1.352718 - generator loss: 0.744528 - 1s
Epoch 14103/50000
discriminator loss: 1.362779 - generator loss: 0.741675 - 1s
Epoch 14104/50000
discriminator loss: 1.359554 - generator loss: 0.751790 - 1s
Epoch 14105/50000
discriminator loss: 1.349353 - generator loss: 0.752263 - 1s
Epoch 14106/50000
discriminator loss: 1.352688 - generator loss: 0.741958 - 1s
Epoch 14107/50000
discriminator loss: 1.359796 - generator loss: 0.730719 - 1s
Epoch 14108/50000
discriminator loss: 1.355456 - generator loss: 0.736370 - 1s
Epoch 14109/50000
discriminator loss: 1.349411 - generator loss: 0.748095 - 1s
Epoch 14110/50000
discriminator loss: 1.356986 - generator loss: 0.741568 - 1s
Epoch 14111/50000
discriminator loss: 1.354545 - generator loss: 0.742863 - 1s
Epoch 14112/50000
discriminator loss: 1.363580 - generator loss: 0.738095 - 1s
Epoch 14113/50000
discriminator loss: 1.348024 - generator loss: 0.759283 - 1s
Epoch 14114/50000
discriminator loss: 1.352453 - generator loss: 0.743520 - 1s
Epoch 14115/50000
discriminator loss: 1.357266 - generator loss: 0.736223 - 1s
Epoch 14116/50000
discriminator loss: 1.357968 - generator loss: 0.734530 - 1s
Epoch 14117/50000
discriminator loss: 1.355176 - generator loss: 0.746036 - 1s
Epoch 14118/50000
discriminator loss: 1.345269 - generator loss: 0.749408 - 1s
Epoch 14119/50000
discriminator loss: 1.358544 - generator loss: 0.736085 - 1s
Epoch 14120/50000
discriminator loss: 1.364854 - generator loss: 0.743995 - 1s
Epoch 14121/50000
discriminator loss: 1.350813 - generator loss: 0.755008 - 1s
Epoch 14122/50000
discriminator loss: 1.350818 - generator loss: 0.744008 - 1s
Epoch 14123/50000
discriminator loss: 1.360238 - generator loss: 0.732718 - 1s
Epoch 14124/50000
discriminator loss: 1.358560 - generator loss: 0.730764 - 1s
Epoch 14125/50000
discriminator loss: 1.343622 - generator loss: 0.747739 - 1s
Epoch 14126/50000
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Epoch 14127/50000
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Epoch 14128/50000
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Epoch 14129/50000
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Epoch 14130/50000
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Epoch 14131/50000
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Epoch 14132/50000
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Epoch 14133/50000
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Epoch 14134/50000
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Epoch 14135/50000
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Epoch 14136/50000
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Epoch 14137/50000
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Epoch 14138/50000
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Epoch 14139/50000
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Epoch 14140/50000
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Epoch 14141/50000
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Epoch 14142/50000
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Epoch 14143/50000
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Epoch 14144/50000
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Epoch 14145/50000
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Epoch 14146/50000
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Epoch 14147/50000
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Epoch 14148/50000
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Epoch 14149/50000
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Epoch 14150/50000
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Epoch 14151/50000
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Epoch 14152/50000
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Epoch 14153/50000
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Epoch 14154/50000
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Epoch 14155/50000
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Epoch 14156/50000
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Epoch 14157/50000
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Epoch 14158/50000
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Epoch 14159/50000
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Epoch 14160/50000
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Epoch 14161/50000
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Epoch 14162/50000
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Epoch 14163/50000
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Epoch 14164/50000
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Epoch 14165/50000
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Epoch 14166/50000
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Epoch 14167/50000
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Epoch 14168/50000
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Epoch 14169/50000
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Epoch 14170/50000
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Epoch 14171/50000
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Epoch 14172/50000
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Epoch 14173/50000
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Epoch 14174/50000
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Epoch 14175/50000
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Epoch 14176/50000
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Epoch 14177/50000
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Epoch 14178/50000
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Epoch 14179/50000
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Epoch 14180/50000
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Epoch 14181/50000
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Epoch 14182/50000
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Epoch 14183/50000
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Epoch 14184/50000
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Epoch 14185/50000
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Epoch 14186/50000
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Epoch 14187/50000
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Epoch 14188/50000
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Epoch 14189/50000
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Epoch 14190/50000
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Epoch 14191/50000
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Epoch 14192/50000
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Epoch 14193/50000
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Epoch 14194/50000
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Epoch 14195/50000
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Epoch 14196/50000
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Epoch 14197/50000
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Epoch 14198/50000
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Epoch 14199/50000
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Epoch 14200/50000
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Epoch 14201/50000
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Epoch 14202/50000
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Epoch 14203/50000
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Epoch 14204/50000
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Epoch 14205/50000
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Epoch 14206/50000
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Epoch 14207/50000
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Epoch 14208/50000
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Epoch 14209/50000
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Epoch 14210/50000
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Epoch 14211/50000
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Epoch 14212/50000
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Epoch 14213/50000
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Epoch 14214/50000
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Epoch 14215/50000
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Epoch 14216/50000
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Epoch 14217/50000
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Epoch 14218/50000
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Epoch 14219/50000
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Epoch 14220/50000
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Epoch 14221/50000
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Epoch 14222/50000
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Epoch 14223/50000
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Epoch 14224/50000
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Epoch 14225/50000
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Epoch 14226/50000
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Epoch 14227/50000
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Epoch 14228/50000
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Epoch 14229/50000
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Epoch 14230/50000
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Epoch 14231/50000
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Epoch 14232/50000
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Epoch 14233/50000
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Epoch 14234/50000
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Epoch 14235/50000
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Epoch 14236/50000
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Epoch 14237/50000
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Epoch 14238/50000
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Epoch 14239/50000
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Epoch 14240/50000
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Epoch 14241/50000
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Epoch 14242/50000
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Epoch 14243/50000
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Epoch 14244/50000
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Epoch 14245/50000
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Epoch 14246/50000
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Epoch 14247/50000
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Epoch 14248/50000
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Epoch 14249/50000
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Epoch 14250/50000
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Epoch 14251/50000
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Epoch 14252/50000
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Epoch 14253/50000
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Epoch 14254/50000
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Epoch 14255/50000
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Epoch 14256/50000
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Epoch 14257/50000
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Epoch 14258/50000
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Epoch 14259/50000
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Epoch 14260/50000
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Epoch 14261/50000
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Epoch 14262/50000
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Epoch 14263/50000
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Epoch 14264/50000
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Epoch 14265/50000
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Epoch 14266/50000
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Epoch 14267/50000
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Epoch 14268/50000
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Epoch 14269/50000
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Epoch 14270/50000
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Epoch 14271/50000
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Epoch 14272/50000
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Epoch 14273/50000
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Epoch 14274/50000
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Epoch 14275/50000
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Epoch 14276/50000
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Epoch 14277/50000
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Epoch 14278/50000
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Epoch 14279/50000
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Epoch 14280/50000
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Epoch 14281/50000
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Epoch 14282/50000
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Epoch 14283/50000
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Epoch 14284/50000
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Epoch 14285/50000
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Epoch 14286/50000
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Epoch 14287/50000
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Epoch 14288/50000
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Epoch 14289/50000
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Epoch 14290/50000
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Epoch 14291/50000
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Epoch 14292/50000
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Epoch 14293/50000
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Epoch 14294/50000
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Epoch 14295/50000
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Epoch 14296/50000
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Epoch 14297/50000
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Epoch 14298/50000
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Epoch 14299/50000
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Epoch 14300/50000
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Epoch 14301/50000
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Epoch 14302/50000
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Epoch 14303/50000
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Epoch 14304/50000
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Epoch 14305/50000
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Epoch 14306/50000
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Epoch 14307/50000
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Epoch 14308/50000
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Epoch 14309/50000
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Epoch 14310/50000
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Epoch 14311/50000
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Epoch 14312/50000
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Epoch 14313/50000
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Epoch 14314/50000
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Epoch 14315/50000
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Epoch 14316/50000
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Epoch 14317/50000
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Epoch 14318/50000
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Epoch 14319/50000
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Epoch 14320/50000
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Epoch 14321/50000
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Epoch 14322/50000
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Epoch 14323/50000
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Epoch 14324/50000
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Epoch 14325/50000
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Epoch 14326/50000
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Epoch 14327/50000
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Epoch 14328/50000
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Epoch 14329/50000
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Epoch 14330/50000
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Epoch 14331/50000
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Epoch 14332/50000
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Epoch 14333/50000
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Epoch 14334/50000
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Epoch 14335/50000
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Epoch 14336/50000
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Epoch 14337/50000
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Epoch 14338/50000
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Epoch 14339/50000
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Epoch 14340/50000
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Epoch 14341/50000
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Epoch 14342/50000
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Epoch 14343/50000
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Epoch 14344/50000
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Epoch 14345/50000
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Epoch 14346/50000
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Epoch 14347/50000
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Epoch 14348/50000
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Epoch 14349/50000
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Epoch 14350/50000
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Epoch 14351/50000
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Epoch 14352/50000
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Epoch 14353/50000
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Epoch 14354/50000
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Epoch 14355/50000
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Epoch 14356/50000
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Epoch 14357/50000
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Epoch 14358/50000
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Epoch 14359/50000
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Epoch 14360/50000
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Epoch 14361/50000
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Epoch 14362/50000
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Epoch 14363/50000
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Epoch 14364/50000
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Epoch 14365/50000
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Epoch 14366/50000
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Epoch 14367/50000
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Epoch 14368/50000
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Epoch 14369/50000
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Epoch 14370/50000
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Epoch 14371/50000
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Epoch 14372/50000
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Epoch 14373/50000
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Epoch 14374/50000
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Epoch 14375/50000
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Epoch 14376/50000
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Epoch 14377/50000
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Epoch 14378/50000
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Epoch 14379/50000
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Epoch 14380/50000
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Epoch 14381/50000
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Epoch 14382/50000
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Epoch 14383/50000
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Epoch 14384/50000
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Epoch 14385/50000
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Epoch 14386/50000
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Epoch 14387/50000
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Epoch 14388/50000
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Epoch 14389/50000
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Epoch 14390/50000
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Epoch 14391/50000
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Epoch 14392/50000
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Epoch 14393/50000
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Epoch 14394/50000
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Epoch 14395/50000
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Epoch 14396/50000
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Epoch 14397/50000
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Epoch 14398/50000
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Epoch 14399/50000
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Epoch 14400/50000
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Epoch 14401/50000
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Epoch 14402/50000
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Epoch 14403/50000
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Epoch 14404/50000
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Epoch 14405/50000
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Epoch 14406/50000
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Epoch 14407/50000
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Epoch 14408/50000
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Epoch 14409/50000
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Epoch 14410/50000
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Epoch 14411/50000
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Epoch 14412/50000
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Epoch 14413/50000
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Epoch 14414/50000
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Epoch 14415/50000
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Epoch 14416/50000
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Epoch 14417/50000
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Epoch 14418/50000
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Epoch 14419/50000
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Epoch 14420/50000
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Epoch 14421/50000
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Epoch 14422/50000
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Epoch 14423/50000
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Epoch 14424/50000
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Epoch 14425/50000
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Epoch 14426/50000
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Epoch 14427/50000
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Epoch 14428/50000
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Epoch 14429/50000
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Epoch 14430/50000
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Epoch 14431/50000
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Epoch 14432/50000
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Epoch 14433/50000
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Epoch 14434/50000
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Epoch 14435/50000
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Epoch 14436/50000
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Epoch 14437/50000
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Epoch 14438/50000
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Epoch 14439/50000
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Epoch 14440/50000
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Epoch 14441/50000
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Epoch 14442/50000
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Epoch 14443/50000
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Epoch 14444/50000
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Epoch 14445/50000
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Epoch 14446/50000
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Epoch 14447/50000
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Epoch 14448/50000
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Epoch 14449/50000
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Epoch 14450/50000
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Epoch 14451/50000
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Epoch 14452/50000
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Epoch 14453/50000
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Epoch 14454/50000
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Epoch 14455/50000
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Epoch 14456/50000
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Epoch 14457/50000
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Epoch 14458/50000
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Epoch 14459/50000
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Epoch 14460/50000
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Epoch 14461/50000
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Epoch 14462/50000
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Epoch 14463/50000
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Epoch 14464/50000
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Epoch 14465/50000
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Epoch 14466/50000
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Epoch 14467/50000
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Epoch 14468/50000
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Epoch 14469/50000
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Epoch 14470/50000
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Epoch 14471/50000
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Epoch 14472/50000
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Epoch 14473/50000
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Epoch 14474/50000
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Epoch 14475/50000
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Epoch 14476/50000
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Epoch 14477/50000
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Epoch 14478/50000
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Epoch 14479/50000
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Epoch 14480/50000
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Epoch 14481/50000
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Epoch 14482/50000
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Epoch 14483/50000
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Epoch 14484/50000
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Epoch 14485/50000
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Epoch 14486/50000
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Epoch 14487/50000
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Epoch 14488/50000
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Epoch 14489/50000
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Epoch 14490/50000
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Epoch 14491/50000
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Epoch 14492/50000
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Epoch 14493/50000
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Epoch 14494/50000
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Epoch 14495/50000
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Epoch 14496/50000
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Epoch 14497/50000
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Epoch 14498/50000
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Epoch 14499/50000
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Epoch 14500/50000
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Epoch 14501/50000
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Epoch 14502/50000
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Epoch 14503/50000
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Epoch 14504/50000
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Epoch 14505/50000
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Epoch 14506/50000
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Epoch 14507/50000
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Epoch 14508/50000
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Epoch 14509/50000
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Epoch 14510/50000
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Epoch 14511/50000
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Epoch 14512/50000
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Epoch 14513/50000
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Epoch 14514/50000
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Epoch 14515/50000
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Epoch 14516/50000
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Epoch 14517/50000
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Epoch 14518/50000
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Epoch 14519/50000
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Epoch 14520/50000
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Epoch 14521/50000
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Epoch 14522/50000
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Epoch 14523/50000
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Epoch 14524/50000
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Epoch 14525/50000
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Epoch 14526/50000
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Epoch 14527/50000
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Epoch 14528/50000
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Epoch 14529/50000
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Epoch 14530/50000
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Epoch 14531/50000
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Epoch 14532/50000
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Epoch 14533/50000
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Epoch 14534/50000
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Epoch 14535/50000
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Epoch 14536/50000
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Epoch 14537/50000
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Epoch 14538/50000
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Epoch 14539/50000
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Epoch 14540/50000
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Epoch 14541/50000
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Epoch 14542/50000
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Epoch 14543/50000
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Epoch 14544/50000
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Epoch 14545/50000
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Epoch 14546/50000
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Epoch 14547/50000
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Epoch 14548/50000
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Epoch 14549/50000
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Epoch 14550/50000
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Epoch 14551/50000
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Epoch 14552/50000
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Epoch 14553/50000
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Epoch 14554/50000
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Epoch 14555/50000
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Epoch 14556/50000
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Epoch 14557/50000
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Epoch 14558/50000
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Epoch 14559/50000
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Epoch 14560/50000
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Epoch 14561/50000
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Epoch 14562/50000
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Epoch 14563/50000
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Epoch 14564/50000
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Epoch 14565/50000
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Epoch 14566/50000
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Epoch 14567/50000
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Epoch 14568/50000
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Epoch 14569/50000
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Epoch 14570/50000
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Epoch 14571/50000
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Epoch 14572/50000
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Epoch 14573/50000
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Epoch 14574/50000
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Epoch 14575/50000
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Epoch 14576/50000
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Epoch 14577/50000
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Epoch 14578/50000
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Epoch 14579/50000
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Epoch 14580/50000
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Epoch 14581/50000
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Epoch 14582/50000
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Epoch 14583/50000
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Epoch 14584/50000
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Epoch 14585/50000
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Epoch 14586/50000
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Epoch 14587/50000
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Epoch 14588/50000
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Epoch 14589/50000
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Epoch 14590/50000
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Epoch 14591/50000
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Epoch 14592/50000
discriminator loss: 1.349461 - generator loss: 0.745939 - 1s
Epoch 14593/50000
discriminator loss: 1.353188 - generator loss: 0.741044 - 1s
Epoch 14594/50000
discriminator loss: 1.352274 - generator loss: 0.744843 - 1s
Epoch 14595/50000
discriminator loss: 1.358055 - generator loss: 0.738695 - 1s
Epoch 14596/50000
discriminator loss: 1.355579 - generator loss: 0.746394 - 1s
Epoch 14597/50000
discriminator loss: 1.350640 - generator loss: 0.751960 - 1s
Epoch 14598/50000
discriminator loss: 1.352018 - generator loss: 0.748474 - 1s
Epoch 14599/50000
discriminator loss: 1.355566 - generator loss: 0.738009 - 1s
Epoch 14600/50000
discriminator loss: 1.360566 - generator loss: 0.730551 - 1s
Epoch 14601/50000
discriminator loss: 1.360110 - generator loss: 0.740453 - 1s
Epoch 14602/50000
discriminator loss: 1.347836 - generator loss: 0.743007 - 1s
Epoch 14603/50000
discriminator loss: 1.350220 - generator loss: 0.744506 - 1s
Epoch 14604/50000
discriminator loss: 1.347748 - generator loss: 0.752998 - 1s
Epoch 14605/50000
discriminator loss: 1.356855 - generator loss: 0.754121 - 1s
Epoch 14606/50000
discriminator loss: 1.354168 - generator loss: 0.745101 - 1s
Epoch 14607/50000
discriminator loss: 1.358519 - generator loss: 0.736083 - 1s
Epoch 14608/50000
discriminator loss: 1.358222 - generator loss: 0.737141 - 1s
Epoch 14609/50000
discriminator loss: 1.352220 - generator loss: 0.738823 - 1s
Epoch 14610/50000
discriminator loss: 1.348454 - generator loss: 0.747649 - 1s
Epoch 14611/50000
discriminator loss: 1.355038 - generator loss: 0.743792 - 1s
Epoch 14612/50000
discriminator loss: 1.362580 - generator loss: 0.744963 - 1s
Epoch 14613/50000
discriminator loss: 1.342183 - generator loss: 0.755656 - 1s
Epoch 14614/50000
discriminator loss: 1.352878 - generator loss: 0.744871 - 1s
Epoch 14615/50000
discriminator loss: 1.359924 - generator loss: 0.735899 - 1s
Epoch 14616/50000
discriminator loss: 1.358720 - generator loss: 0.735005 - 1s
Epoch 14617/50000
discriminator loss: 1.359259 - generator loss: 0.735731 - 1s
Epoch 14618/50000
discriminator loss: 1.350882 - generator loss: 0.743795 - 1s
Epoch 14619/50000
discriminator loss: 1.365403 - generator loss: 0.738714 - 1s
Epoch 14620/50000
discriminator loss: 1.361307 - generator loss: 0.744082 - 1s
Epoch 14621/50000
discriminator loss: 1.353651 - generator loss: 0.757856 - 1s
Epoch 14622/50000
discriminator loss: 1.355516 - generator loss: 0.752371 - 1s
Epoch 14623/50000
discriminator loss: 1.355223 - generator loss: 0.734789 - 1s
Epoch 14624/50000
discriminator loss: 1.361311 - generator loss: 0.727339 - 1s
Epoch 14625/50000
discriminator loss: 1.348988 - generator loss: 0.748167 - 1s
Epoch 14626/50000
discriminator loss: 1.347895 - generator loss: 0.745838 - 1s
Epoch 14627/50000
discriminator loss: 1.363195 - generator loss: 0.739240 - 1s
Epoch 14628/50000
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Epoch 14629/50000
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Epoch 14630/50000
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Epoch 14631/50000
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Epoch 14632/50000
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Epoch 14633/50000
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Epoch 14634/50000
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Epoch 14635/50000
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Epoch 14636/50000
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Epoch 14637/50000
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Epoch 14638/50000
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Epoch 14639/50000
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Epoch 14640/50000
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Epoch 14641/50000
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Epoch 14642/50000
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Epoch 14643/50000
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Epoch 14644/50000
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Epoch 14645/50000
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Epoch 14646/50000
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Epoch 14647/50000
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Epoch 14648/50000
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Epoch 14649/50000
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Epoch 14650/50000
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Epoch 14651/50000
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Epoch 14652/50000
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Epoch 14653/50000
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Epoch 14654/50000
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Epoch 14655/50000
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Epoch 14656/50000
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Epoch 14657/50000
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Epoch 14658/50000
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Epoch 14659/50000
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Epoch 14660/50000
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Epoch 14661/50000
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Epoch 14662/50000
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Epoch 14663/50000
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Epoch 14664/50000
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Epoch 14665/50000
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Epoch 14666/50000
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Epoch 14667/50000
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Epoch 14668/50000
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Epoch 14669/50000
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Epoch 14670/50000
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Epoch 14671/50000
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Epoch 14672/50000
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Epoch 14673/50000
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Epoch 14674/50000
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Epoch 14675/50000
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Epoch 14676/50000
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Epoch 14677/50000
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Epoch 14678/50000
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Epoch 14679/50000
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Epoch 14680/50000
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Epoch 14681/50000
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Epoch 14682/50000
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Epoch 14683/50000
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Epoch 14684/50000
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Epoch 14685/50000
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Epoch 14686/50000
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Epoch 14687/50000
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Epoch 14688/50000
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Epoch 14689/50000
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Epoch 14690/50000
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Epoch 14691/50000
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Epoch 14692/50000
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Epoch 14693/50000
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Epoch 14694/50000
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Epoch 14695/50000
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Epoch 14696/50000
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Epoch 14697/50000
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Epoch 14698/50000
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Epoch 14699/50000
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Epoch 14700/50000
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Epoch 14701/50000
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Epoch 14702/50000
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Epoch 14703/50000
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Epoch 14704/50000
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Epoch 14705/50000
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Epoch 14706/50000
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Epoch 14707/50000
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Epoch 14708/50000
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Epoch 14709/50000
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Epoch 14710/50000
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Epoch 14711/50000
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Epoch 14712/50000
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Epoch 14713/50000
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Epoch 14714/50000
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Epoch 14715/50000
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Epoch 14716/50000
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Epoch 14717/50000
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Epoch 14718/50000
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Epoch 14719/50000
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Epoch 14720/50000
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Epoch 14721/50000
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Epoch 14722/50000
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Epoch 14723/50000
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Epoch 14724/50000
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Epoch 14725/50000
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Epoch 14726/50000
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Epoch 14727/50000
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Epoch 14728/50000
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Epoch 14729/50000
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Epoch 14730/50000
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Epoch 14731/50000
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Epoch 14732/50000
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Epoch 14733/50000
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Epoch 14734/50000
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Epoch 14735/50000
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Epoch 14736/50000
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Epoch 14737/50000
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Epoch 14738/50000
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Epoch 14739/50000
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Epoch 14740/50000
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Epoch 14741/50000
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Epoch 14742/50000
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Epoch 14743/50000
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Epoch 14744/50000
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Epoch 14745/50000
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Epoch 14746/50000
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Epoch 14747/50000
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Epoch 14748/50000
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Epoch 14749/50000
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Epoch 14750/50000
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Epoch 14751/50000
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Epoch 14752/50000
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Epoch 14753/50000
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Epoch 14754/50000
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Epoch 14755/50000
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Epoch 14756/50000
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Epoch 14757/50000
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Epoch 14758/50000
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Epoch 14759/50000
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Epoch 14760/50000
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Epoch 14761/50000
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Epoch 14762/50000
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Epoch 14763/50000
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Epoch 14764/50000
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Epoch 14765/50000
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Epoch 14766/50000
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Epoch 14767/50000
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Epoch 14768/50000
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Epoch 14769/50000
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Epoch 14770/50000
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Epoch 14771/50000
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Epoch 14772/50000
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Epoch 14773/50000
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Epoch 14774/50000
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Epoch 14775/50000
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Epoch 14776/50000
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Epoch 14777/50000
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Epoch 14778/50000
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Epoch 14779/50000
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Epoch 14780/50000
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Epoch 14781/50000
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Epoch 14782/50000
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Epoch 14783/50000
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Epoch 14784/50000
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Epoch 14785/50000
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Epoch 14786/50000
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Epoch 14787/50000
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Epoch 14788/50000
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Epoch 14789/50000
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Epoch 14790/50000
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Epoch 14791/50000
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Epoch 14792/50000
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Epoch 14793/50000
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Epoch 14794/50000
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Epoch 14795/50000
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Epoch 14796/50000
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Epoch 14797/50000
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Epoch 14798/50000
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Epoch 14799/50000
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Epoch 14800/50000
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Epoch 14801/50000
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Epoch 14802/50000
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Epoch 14803/50000
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Epoch 14804/50000
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Epoch 14805/50000
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Epoch 14806/50000
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Epoch 14807/50000
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Epoch 14808/50000
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Epoch 14809/50000
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Epoch 14810/50000
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Epoch 14811/50000
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Epoch 14812/50000
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Epoch 14813/50000
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Epoch 14814/50000
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Epoch 14815/50000
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Epoch 14816/50000
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Epoch 14817/50000
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Epoch 14818/50000
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Epoch 14819/50000
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Epoch 14820/50000
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Epoch 14821/50000
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Epoch 14822/50000
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Epoch 14823/50000
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Epoch 14824/50000
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Epoch 14825/50000
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Epoch 14826/50000
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Epoch 14827/50000
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Epoch 14828/50000
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Epoch 14829/50000
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Epoch 14830/50000
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Epoch 14831/50000
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Epoch 14832/50000
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Epoch 14833/50000
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Epoch 14834/50000
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Epoch 14835/50000
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Epoch 14836/50000
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Epoch 14837/50000
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Epoch 14838/50000
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Epoch 14839/50000
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Epoch 14840/50000
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Epoch 14841/50000
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Epoch 14842/50000
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Epoch 14843/50000
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Epoch 14844/50000
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Epoch 14845/50000
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Epoch 14846/50000
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Epoch 14847/50000
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Epoch 14848/50000
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Epoch 14849/50000
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Epoch 14850/50000
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Epoch 14851/50000
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Epoch 14852/50000
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Epoch 14853/50000
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Epoch 14854/50000
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Epoch 14855/50000
discriminator loss: 1.347531 - generator loss: 0.755684 - 1s
Epoch 14856/50000
discriminator loss: 1.358320 - generator loss: 0.742157 - 1s
Epoch 14857/50000
discriminator loss: 1.360471 - generator loss: 0.726318 - 1s
Epoch 14858/50000
discriminator loss: 1.358277 - generator loss: 0.727994 - 1s
Epoch 14859/50000
discriminator loss: 1.348891 - generator loss: 0.745829 - 1s
Epoch 14860/50000
discriminator loss: 1.348674 - generator loss: 0.745415 - 1s
Epoch 14861/50000
discriminator loss: 1.362530 - generator loss: 0.743174 - 1s
Epoch 14862/50000
discriminator loss: 1.359932 - generator loss: 0.744448 - 1s
Epoch 14863/50000
discriminator loss: 1.351852 - generator loss: 0.753183 - 1s
Epoch 14864/50000
discriminator loss: 1.349295 - generator loss: 0.746852 - 1s
Epoch 14865/50000
discriminator loss: 1.368633 - generator loss: 0.733584 - 1s
Epoch 14866/50000
discriminator loss: 1.355694 - generator loss: 0.735625 - 1s
Epoch 14867/50000
discriminator loss: 1.348538 - generator loss: 0.735620 - 1s
Epoch 14868/50000
discriminator loss: 1.349884 - generator loss: 0.746025 - 1s
Epoch 14869/50000
discriminator loss: 1.363908 - generator loss: 0.743651 - 1s
Epoch 14870/50000
discriminator loss: 1.355193 - generator loss: 0.745485 - 1s
Epoch 14871/50000
discriminator loss: 1.353476 - generator loss: 0.749411 - 1s
Epoch 14872/50000
discriminator loss: 1.349298 - generator loss: 0.750708 - 1s
Epoch 14873/50000
discriminator loss: 1.349187 - generator loss: 0.744903 - 1s
Epoch 14874/50000
discriminator loss: 1.366549 - generator loss: 0.725416 - 1s
Epoch 14875/50000
discriminator loss: 1.356598 - generator loss: 0.731404 - 1s
Epoch 14876/50000
discriminator loss: 1.351539 - generator loss: 0.746426 - 1s
Epoch 14877/50000
discriminator loss: 1.348391 - generator loss: 0.749512 - 1s
Epoch 14878/50000
discriminator loss: 1.362953 - generator loss: 0.746554 - 1s
Epoch 14879/50000
discriminator loss: 1.349899 - generator loss: 0.744465 - 1s
Epoch 14880/50000
discriminator loss: 1.341383 - generator loss: 0.760656 - 1s
Epoch 14881/50000
discriminator loss: 1.347664 - generator loss: 0.750544 - 1s
Epoch 14882/50000
discriminator loss: 1.354189 - generator loss: 0.738941 - 1s
Epoch 14883/50000
discriminator loss: 1.356074 - generator loss: 0.735406 - 1s
Epoch 14884/50000
discriminator loss: 1.345743 - generator loss: 0.745274 - 1s
Epoch 14885/50000
discriminator loss: 1.354192 - generator loss: 0.741842 - 1s
Epoch 14886/50000
discriminator loss: 1.357842 - generator loss: 0.743851 - 1s
Epoch 14887/50000
discriminator loss: 1.353917 - generator loss: 0.751822 - 1s
Epoch 14888/50000
discriminator loss: 1.357646 - generator loss: 0.746462 - 1s
Epoch 14889/50000
discriminator loss: 1.347193 - generator loss: 0.757788 - 1s
Epoch 14890/50000
discriminator loss: 1.363919 - generator loss: 0.738919 - 1s
Epoch 14891/50000
discriminator loss: 1.358297 - generator loss: 0.739762 - 1s
Epoch 14892/50000
discriminator loss: 1.347975 - generator loss: 0.735291 - 1s
Epoch 14893/50000
discriminator loss: 1.347350 - generator loss: 0.743770 - 1s
Epoch 14894/50000
discriminator loss: 1.352655 - generator loss: 0.743622 - 1s
Epoch 14895/50000
discriminator loss: 1.370744 - generator loss: 0.742098 - 1s
Epoch 14896/50000
discriminator loss: 1.356864 - generator loss: 0.741703 - 1s
Epoch 14897/50000
discriminator loss: 1.349903 - generator loss: 0.762110 - 1s
Epoch 14898/50000
discriminator loss: 1.354191 - generator loss: 0.743562 - 1s
Epoch 14899/50000
discriminator loss: 1.354485 - generator loss: 0.737406 - 1s
Epoch 14900/50000
discriminator loss: 1.363462 - generator loss: 0.729379 - 1s
Epoch 14901/50000
discriminator loss: 1.345076 - generator loss: 0.742932 - 1s
Epoch 14902/50000
discriminator loss: 1.352721 - generator loss: 0.739297 - 1s
Epoch 14903/50000
discriminator loss: 1.362528 - generator loss: 0.744823 - 1s
Epoch 14904/50000
discriminator loss: 1.367132 - generator loss: 0.744747 - 1s
Epoch 14905/50000
discriminator loss: 1.354514 - generator loss: 0.749762 - 1s
Epoch 14906/50000
discriminator loss: 1.348032 - generator loss: 0.750899 - 1s
Epoch 14907/50000
discriminator loss: 1.351696 - generator loss: 0.746951 - 1s
Epoch 14908/50000
discriminator loss: 1.364412 - generator loss: 0.728835 - 1s
Epoch 14909/50000
discriminator loss: 1.356220 - generator loss: 0.735269 - 1s
Epoch 14910/50000
discriminator loss: 1.348464 - generator loss: 0.738706 - 1s
Epoch 14911/50000
discriminator loss: 1.357460 - generator loss: 0.740919 - 1s
Epoch 14912/50000
discriminator loss: 1.357722 - generator loss: 0.743804 - 1s
Epoch 14913/50000
discriminator loss: 1.357769 - generator loss: 0.748291 - 1s
Epoch 14914/50000
discriminator loss: 1.350984 - generator loss: 0.753881 - 1s
Epoch 14915/50000
discriminator loss: 1.348870 - generator loss: 0.748665 - 1s
Epoch 14916/50000
discriminator loss: 1.361270 - generator loss: 0.731643 - 1s
Epoch 14917/50000
discriminator loss: 1.350551 - generator loss: 0.735620 - 1s
Epoch 14918/50000
discriminator loss: 1.356138 - generator loss: 0.739626 - 1s
Epoch 14919/50000
discriminator loss: 1.358747 - generator loss: 0.742230 - 1s
Epoch 14920/50000
discriminator loss: 1.360081 - generator loss: 0.740100 - 1s
Epoch 14921/50000
discriminator loss: 1.361264 - generator loss: 0.741972 - 1s
Epoch 14922/50000
discriminator loss: 1.352309 - generator loss: 0.752737 - 1s
Epoch 14923/50000
discriminator loss: 1.349838 - generator loss: 0.752916 - 1s
Epoch 14924/50000
discriminator loss: 1.360511 - generator loss: 0.736356 - 1s
Epoch 14925/50000
discriminator loss: 1.350636 - generator loss: 0.739793 - 1s
Epoch 14926/50000
discriminator loss: 1.357169 - generator loss: 0.731646 - 1s
Epoch 14927/50000
discriminator loss: 1.344884 - generator loss: 0.740754 - 1s
Epoch 14928/50000
discriminator loss: 1.352011 - generator loss: 0.750269 - 1s
Epoch 14929/50000
discriminator loss: 1.366058 - generator loss: 0.742874 - 1s
Epoch 14930/50000
discriminator loss: 1.355640 - generator loss: 0.744616 - 1s
Epoch 14931/50000
discriminator loss: 1.343633 - generator loss: 0.754831 - 1s
Epoch 14932/50000
discriminator loss: 1.353008 - generator loss: 0.752756 - 1s
Epoch 14933/50000
discriminator loss: 1.368397 - generator loss: 0.726247 - 1s
Epoch 14934/50000
discriminator loss: 1.356420 - generator loss: 0.729693 - 1s
Epoch 14935/50000
discriminator loss: 1.346894 - generator loss: 0.742984 - 1s
Epoch 14936/50000
discriminator loss: 1.356880 - generator loss: 0.742805 - 1s
Epoch 14937/50000
discriminator loss: 1.367883 - generator loss: 0.742017 - 1s
Epoch 14938/50000
discriminator loss: 1.360602 - generator loss: 0.746721 - 1s
Epoch 14939/50000
discriminator loss: 1.351003 - generator loss: 0.751020 - 1s
Epoch 14940/50000
discriminator loss: 1.345685 - generator loss: 0.748749 - 1s
Epoch 14941/50000
discriminator loss: 1.348868 - generator loss: 0.746900 - 1s
Epoch 14942/50000
discriminator loss: 1.355780 - generator loss: 0.734000 - 1s
Epoch 14943/50000
discriminator loss: 1.348277 - generator loss: 0.741932 - 1s
Epoch 14944/50000
discriminator loss: 1.353564 - generator loss: 0.739981 - 1s
Epoch 14945/50000
discriminator loss: 1.360125 - generator loss: 0.739137 - 1s
Epoch 14946/50000
discriminator loss: 1.360746 - generator loss: 0.742986 - 1s
Epoch 14947/50000
discriminator loss: 1.363458 - generator loss: 0.743214 - 1s
Epoch 14948/50000
discriminator loss: 1.356783 - generator loss: 0.748202 - 1s
Epoch 14949/50000
discriminator loss: 1.353689 - generator loss: 0.747872 - 1s
Epoch 14950/50000
discriminator loss: 1.363623 - generator loss: 0.729750 - 1s
Epoch 14951/50000
discriminator loss: 1.358555 - generator loss: 0.737395 - 1s
Epoch 14952/50000
discriminator loss: 1.348690 - generator loss: 0.744541 - 1s
Epoch 14953/50000
discriminator loss: 1.346988 - generator loss: 0.746562 - 1s
Epoch 14954/50000
discriminator loss: 1.349562 - generator loss: 0.749354 - 1s
Epoch 14955/50000
discriminator loss: 1.352795 - generator loss: 0.750052 - 1s
Epoch 14956/50000
discriminator loss: 1.354482 - generator loss: 0.751620 - 1s
Epoch 14957/50000
discriminator loss: 1.355291 - generator loss: 0.747948 - 1s
Epoch 14958/50000
discriminator loss: 1.351324 - generator loss: 0.741932 - 1s
Epoch 14959/50000
discriminator loss: 1.353457 - generator loss: 0.733604 - 1s
Epoch 14960/50000
discriminator loss: 1.362916 - generator loss: 0.741072 - 1s
Epoch 14961/50000
discriminator loss: 1.353189 - generator loss: 0.742548 - 1s
Epoch 14962/50000
discriminator loss: 1.351743 - generator loss: 0.746784 - 1s
Epoch 14963/50000
discriminator loss: 1.357373 - generator loss: 0.744103 - 1s
Epoch 14964/50000
discriminator loss: 1.351234 - generator loss: 0.757424 - 1s
Epoch 14965/50000
discriminator loss: 1.352210 - generator loss: 0.742675 - 1s
Epoch 14966/50000
discriminator loss: 1.349911 - generator loss: 0.747360 - 1s
Epoch 14967/50000
discriminator loss: 1.358380 - generator loss: 0.729952 - 1s
Epoch 14968/50000
discriminator loss: 1.356017 - generator loss: 0.737514 - 1s
Epoch 14969/50000
discriminator loss: 1.347113 - generator loss: 0.754604 - 1s
Epoch 14970/50000
discriminator loss: 1.351590 - generator loss: 0.741825 - 1s
Epoch 14971/50000
discriminator loss: 1.362787 - generator loss: 0.743004 - 1s
Epoch 14972/50000
discriminator loss: 1.354488 - generator loss: 0.747576 - 1s
Epoch 14973/50000
discriminator loss: 1.349837 - generator loss: 0.758421 - 1s
Epoch 14974/50000
discriminator loss: 1.350153 - generator loss: 0.749154 - 1s
Epoch 14975/50000
discriminator loss: 1.359833 - generator loss: 0.732475 - 1s
Epoch 14976/50000
discriminator loss: 1.354068 - generator loss: 0.742487 - 1s
Epoch 14977/50000
discriminator loss: 1.350784 - generator loss: 0.734242 - 1s
Epoch 14978/50000
discriminator loss: 1.349801 - generator loss: 0.750719 - 1s
Epoch 14979/50000
discriminator loss: 1.358797 - generator loss: 0.751020 - 1s
Epoch 14980/50000
discriminator loss: 1.351429 - generator loss: 0.748361 - 1s
Epoch 14981/50000
discriminator loss: 1.353459 - generator loss: 0.750050 - 1s
Epoch 14982/50000
discriminator loss: 1.352250 - generator loss: 0.747960 - 1s
Epoch 14983/50000
discriminator loss: 1.345328 - generator loss: 0.749902 - 1s
Epoch 14984/50000
discriminator loss: 1.353174 - generator loss: 0.741180 - 1s
Epoch 14985/50000
discriminator loss: 1.351884 - generator loss: 0.738956 - 1s
Epoch 14986/50000
discriminator loss: 1.339983 - generator loss: 0.758372 - 1s
Epoch 14987/50000
discriminator loss: 1.356216 - generator loss: 0.737722 - 1s
Epoch 14988/50000
discriminator loss: 1.362268 - generator loss: 0.750577 - 1s
Epoch 14989/50000
discriminator loss: 1.360021 - generator loss: 0.743193 - 1s
Epoch 14990/50000
discriminator loss: 1.344258 - generator loss: 0.757666 - 1s
Epoch 14991/50000
discriminator loss: 1.349037 - generator loss: 0.742481 - 1s
Epoch 14992/50000
discriminator loss: 1.358812 - generator loss: 0.739273 - 1s
Epoch 14993/50000
discriminator loss: 1.365932 - generator loss: 0.730556 - 1s
Epoch 14994/50000
discriminator loss: 1.347619 - generator loss: 0.736741 - 1s
Epoch 14995/50000
discriminator loss: 1.349393 - generator loss: 0.753656 - 1s
Epoch 14996/50000
discriminator loss: 1.358775 - generator loss: 0.738317 - 1s
Epoch 14997/50000
discriminator loss: 1.362726 - generator loss: 0.749727 - 1s
Epoch 14998/50000
discriminator loss: 1.348861 - generator loss: 0.750266 - 1s
Epoch 14999/50000
discriminator loss: 1.342230 - generator loss: 0.759505 - 1s
Epoch 15000/50000
discriminator loss: 1.363088 - generator loss: 0.736519 - 1s
Epoch 15001/50000
discriminator loss: 1.362344 - generator loss: 0.732783 - 1s

Loss: 

Epoch 15002/50000
discriminator loss: 1.347093 - generator loss: 0.737006 - 1s
Epoch 15003/50000
discriminator loss: 1.351686 - generator loss: 0.741853 - 1s
Epoch 15004/50000
discriminator loss: 1.356575 - generator loss: 0.751322 - 1s
Epoch 15005/50000
discriminator loss: 1.362004 - generator loss: 0.737690 - 1s
Epoch 15006/50000
discriminator loss: 1.354409 - generator loss: 0.751184 - 1s
Epoch 15007/50000
discriminator loss: 1.347470 - generator loss: 0.756580 - 1s
Epoch 15008/50000
discriminator loss: 1.356148 - generator loss: 0.740889 - 1s
Epoch 15009/50000
discriminator loss: 1.365924 - generator loss: 0.722951 - 1s
Epoch 15010/50000
discriminator loss: 1.352535 - generator loss: 0.738783 - 1s
Epoch 15011/50000
discriminator loss: 1.345427 - generator loss: 0.746284 - 1s
Epoch 15012/50000
discriminator loss: 1.349157 - generator loss: 0.744108 - 1s
Epoch 15013/50000
discriminator loss: 1.357237 - generator loss: 0.751045 - 1s
Epoch 15014/50000
discriminator loss: 1.364152 - generator loss: 0.748638 - 1s
Epoch 15015/50000
discriminator loss: 1.352266 - generator loss: 0.748873 - 1s
Epoch 15016/50000
discriminator loss: 1.354660 - generator loss: 0.746509 - 1s
Epoch 15017/50000
discriminator loss: 1.362730 - generator loss: 0.730734 - 1s
Epoch 15018/50000
discriminator loss: 1.358756 - generator loss: 0.733358 - 1s
Epoch 15019/50000
discriminator loss: 1.349879 - generator loss: 0.740193 - 1s
Epoch 15020/50000
discriminator loss: 1.345821 - generator loss: 0.744250 - 1s
Epoch 15021/50000
discriminator loss: 1.352155 - generator loss: 0.745004 - 1s
Epoch 15022/50000
discriminator loss: 1.365561 - generator loss: 0.739006 - 1s
Epoch 15023/50000
discriminator loss: 1.355411 - generator loss: 0.753243 - 1s
Epoch 15024/50000
discriminator loss: 1.337955 - generator loss: 0.762240 - 1s
Epoch 15025/50000
discriminator loss: 1.354593 - generator loss: 0.741733 - 1s
Epoch 15026/50000
discriminator loss: 1.363072 - generator loss: 0.734323 - 1s
Epoch 15027/50000
discriminator loss: 1.364906 - generator loss: 0.726655 - 1s
Epoch 15028/50000
discriminator loss: 1.348627 - generator loss: 0.744839 - 1s
Epoch 15029/50000
discriminator loss: 1.346213 - generator loss: 0.751092 - 1s
Epoch 15030/50000
discriminator loss: 1.355178 - generator loss: 0.743972 - 1s
Epoch 15031/50000
discriminator loss: 1.361020 - generator loss: 0.743159 - 1s
Epoch 15032/50000
discriminator loss: 1.359392 - generator loss: 0.747840 - 1s
Epoch 15033/50000
discriminator loss: 1.355183 - generator loss: 0.744684 - 1s
Epoch 15034/50000
discriminator loss: 1.355039 - generator loss: 0.735927 - 1s
Epoch 15035/50000
discriminator loss: 1.355126 - generator loss: 0.735240 - 1s
Epoch 15036/50000
discriminator loss: 1.349956 - generator loss: 0.738574 - 1s
Epoch 15037/50000
discriminator loss: 1.343881 - generator loss: 0.753495 - 1s
Epoch 15038/50000
discriminator loss: 1.359919 - generator loss: 0.739652 - 1s
Epoch 15039/50000
discriminator loss: 1.354792 - generator loss: 0.749120 - 1s
Epoch 15040/50000
discriminator loss: 1.350399 - generator loss: 0.754578 - 1s
Epoch 15041/50000
discriminator loss: 1.351501 - generator loss: 0.752246 - 1s
Epoch 15042/50000
discriminator loss: 1.358044 - generator loss: 0.737623 - 1s
Epoch 15043/50000
discriminator loss: 1.358423 - generator loss: 0.731660 - 1s
Epoch 15044/50000
discriminator loss: 1.361169 - generator loss: 0.730248 - 1s
Epoch 15045/50000
discriminator loss: 1.349449 - generator loss: 0.743344 - 1s
Epoch 15046/50000
discriminator loss: 1.349523 - generator loss: 0.747668 - 1s
Epoch 15047/50000
discriminator loss: 1.356594 - generator loss: 0.739906 - 1s
Epoch 15048/50000
discriminator loss: 1.354422 - generator loss: 0.745170 - 1s
Epoch 15049/50000
discriminator loss: 1.349535 - generator loss: 0.759659 - 1s
Epoch 15050/50000
discriminator loss: 1.356272 - generator loss: 0.746698 - 1s
Epoch 15051/50000
discriminator loss: 1.355512 - generator loss: 0.742334 - 1s
Epoch 15052/50000
discriminator loss: 1.352277 - generator loss: 0.732906 - 1s
Epoch 15053/50000
discriminator loss: 1.357351 - generator loss: 0.735869 - 1s
Epoch 15054/50000
discriminator loss: 1.352715 - generator loss: 0.740311 - 1s
Epoch 15055/50000
discriminator loss: 1.356781 - generator loss: 0.745516 - 1s
Epoch 15056/50000
discriminator loss: 1.364865 - generator loss: 0.740788 - 1s
Epoch 15057/50000
discriminator loss: 1.366617 - generator loss: 0.748888 - 1s
Epoch 15058/50000
discriminator loss: 1.349470 - generator loss: 0.748765 - 1s
Epoch 15059/50000
discriminator loss: 1.356249 - generator loss: 0.740459 - 1s
Epoch 15060/50000
discriminator loss: 1.354928 - generator loss: 0.735717 - 1s
Epoch 15061/50000
discriminator loss: 1.366094 - generator loss: 0.725860 - 1s
Epoch 15062/50000
discriminator loss: 1.349725 - generator loss: 0.739983 - 1s
Epoch 15063/50000
discriminator loss: 1.353605 - generator loss: 0.746336 - 1s
Epoch 15064/50000
discriminator loss: 1.355676 - generator loss: 0.743578 - 1s
Epoch 15065/50000
discriminator loss: 1.347677 - generator loss: 0.751504 - 1s
Epoch 15066/50000
discriminator loss: 1.352059 - generator loss: 0.752277 - 1s
Epoch 15067/50000
discriminator loss: 1.353856 - generator loss: 0.740935 - 1s
Epoch 15068/50000
discriminator loss: 1.355581 - generator loss: 0.741366 - 1s
Epoch 15069/50000
discriminator loss: 1.356578 - generator loss: 0.739238 - 1s
Epoch 15070/50000
discriminator loss: 1.349955 - generator loss: 0.738496 - 1s
Epoch 15071/50000
discriminator loss: 1.345339 - generator loss: 0.742261 - 1s
Epoch 15072/50000
discriminator loss: 1.361438 - generator loss: 0.743183 - 1s
Epoch 15073/50000
discriminator loss: 1.360075 - generator loss: 0.742459 - 1s
Epoch 15074/50000
discriminator loss: 1.352808 - generator loss: 0.750498 - 1s
Epoch 15075/50000
discriminator loss: 1.348744 - generator loss: 0.752995 - 1s
Epoch 15076/50000
discriminator loss: 1.351774 - generator loss: 0.740581 - 1s
Epoch 15077/50000
discriminator loss: 1.358691 - generator loss: 0.729476 - 1s
Epoch 15078/50000
discriminator loss: 1.349079 - generator loss: 0.745327 - 1s
Epoch 15079/50000
discriminator loss: 1.351610 - generator loss: 0.744301 - 1s
Epoch 15080/50000
discriminator loss: 1.354000 - generator loss: 0.739277 - 1s
Epoch 15081/50000
discriminator loss: 1.358975 - generator loss: 0.746872 - 1s
Epoch 15082/50000
discriminator loss: 1.360624 - generator loss: 0.744207 - 1s
Epoch 15083/50000
discriminator loss: 1.350660 - generator loss: 0.752004 - 1s
Epoch 15084/50000
discriminator loss: 1.353191 - generator loss: 0.742508 - 1s
Epoch 15085/50000
discriminator loss: 1.357204 - generator loss: 0.734330 - 1s
Epoch 15086/50000
discriminator loss: 1.359649 - generator loss: 0.735175 - 1s
Epoch 15087/50000
discriminator loss: 1.349063 - generator loss: 0.745382 - 1s
Epoch 15088/50000
discriminator loss: 1.355201 - generator loss: 0.738540 - 1s
Epoch 15089/50000
discriminator loss: 1.358680 - generator loss: 0.741287 - 1s
Epoch 15090/50000
discriminator loss: 1.356686 - generator loss: 0.744365 - 1s
Epoch 15091/50000
discriminator loss: 1.346063 - generator loss: 0.752887 - 1s
Epoch 15092/50000
discriminator loss: 1.351104 - generator loss: 0.750749 - 1s
Epoch 15093/50000
discriminator loss: 1.348598 - generator loss: 0.739193 - 1s
Epoch 15094/50000
discriminator loss: 1.359465 - generator loss: 0.729847 - 1s
Epoch 15095/50000
discriminator loss: 1.352480 - generator loss: 0.743571 - 1s
Epoch 15096/50000
discriminator loss: 1.358061 - generator loss: 0.741534 - 1s
Epoch 15097/50000
discriminator loss: 1.353022 - generator loss: 0.741039 - 1s
Epoch 15098/50000
discriminator loss: 1.356686 - generator loss: 0.746803 - 1s
Epoch 15099/50000
discriminator loss: 1.349137 - generator loss: 0.749602 - 1s
Epoch 15100/50000
discriminator loss: 1.353454 - generator loss: 0.745951 - 1s
Epoch 15101/50000
discriminator loss: 1.357426 - generator loss: 0.734461 - 1s
Epoch 15102/50000
discriminator loss: 1.363173 - generator loss: 0.734968 - 1s
Epoch 15103/50000
discriminator loss: 1.353719 - generator loss: 0.738719 - 1s
Epoch 15104/50000
discriminator loss: 1.348195 - generator loss: 0.745697 - 1s
Epoch 15105/50000
discriminator loss: 1.365296 - generator loss: 0.739294 - 1s
Epoch 15106/50000
discriminator loss: 1.352049 - generator loss: 0.749700 - 1s
Epoch 15107/50000
discriminator loss: 1.346499 - generator loss: 0.753276 - 1s
Epoch 15108/50000
discriminator loss: 1.345764 - generator loss: 0.752349 - 1s
Epoch 15109/50000
discriminator loss: 1.359130 - generator loss: 0.734079 - 1s
Epoch 15110/50000
discriminator loss: 1.356196 - generator loss: 0.736061 - 1s
Epoch 15111/50000
discriminator loss: 1.359717 - generator loss: 0.733250 - 1s
Epoch 15112/50000
discriminator loss: 1.348791 - generator loss: 0.744147 - 1s
Epoch 15113/50000
discriminator loss: 1.351311 - generator loss: 0.746755 - 1s
Epoch 15114/50000
discriminator loss: 1.350821 - generator loss: 0.748304 - 1s
Epoch 15115/50000
discriminator loss: 1.362651 - generator loss: 0.743987 - 1s
Epoch 15116/50000
discriminator loss: 1.344681 - generator loss: 0.756824 - 1s
Epoch 15117/50000
discriminator loss: 1.342757 - generator loss: 0.749762 - 1s
Epoch 15118/50000
discriminator loss: 1.356287 - generator loss: 0.734873 - 1s
Epoch 15119/50000
discriminator loss: 1.359638 - generator loss: 0.733781 - 1s
Epoch 15120/50000
discriminator loss: 1.345165 - generator loss: 0.744792 - 1s
Epoch 15121/50000
discriminator loss: 1.355579 - generator loss: 0.743898 - 1s
Epoch 15122/50000
discriminator loss: 1.368539 - generator loss: 0.742634 - 1s
Epoch 15123/50000
discriminator loss: 1.359787 - generator loss: 0.746249 - 1s
Epoch 15124/50000
discriminator loss: 1.347013 - generator loss: 0.755357 - 1s
Epoch 15125/50000
discriminator loss: 1.360810 - generator loss: 0.741933 - 1s
Epoch 15126/50000
discriminator loss: 1.359159 - generator loss: 0.739176 - 1s
Epoch 15127/50000
discriminator loss: 1.363566 - generator loss: 0.728824 - 1s
Epoch 15128/50000
discriminator loss: 1.347125 - generator loss: 0.742569 - 1s
Epoch 15129/50000
discriminator loss: 1.348669 - generator loss: 0.748329 - 1s
Epoch 15130/50000
discriminator loss: 1.359709 - generator loss: 0.743472 - 1s
Epoch 15131/50000
discriminator loss: 1.359141 - generator loss: 0.749571 - 1s
Epoch 15132/50000
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Epoch 15133/50000
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Epoch 15134/50000
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Epoch 15135/50000
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Epoch 15136/50000
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Epoch 15137/50000
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Epoch 15138/50000
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Epoch 15139/50000
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Epoch 15140/50000
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Epoch 15141/50000
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Epoch 15142/50000
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Epoch 15143/50000
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Epoch 15144/50000
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Epoch 15145/50000
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Epoch 15146/50000
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Epoch 15147/50000
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Epoch 15148/50000
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Epoch 15149/50000
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Epoch 15150/50000
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Epoch 15151/50000
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Epoch 15152/50000
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Epoch 15153/50000
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Epoch 15154/50000
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Epoch 15155/50000
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Epoch 15156/50000
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Epoch 15157/50000
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Epoch 15158/50000
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Epoch 15159/50000
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Epoch 15160/50000
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Epoch 15161/50000
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Epoch 15162/50000
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Epoch 15163/50000
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Epoch 15164/50000
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Epoch 15165/50000
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Epoch 15166/50000
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Epoch 15167/50000
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Epoch 15168/50000
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Epoch 15169/50000
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Epoch 15170/50000
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Epoch 15171/50000
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Epoch 15172/50000
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Epoch 15173/50000
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Epoch 15174/50000
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Epoch 15175/50000
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Epoch 15176/50000
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Epoch 15177/50000
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Epoch 15178/50000
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Epoch 15179/50000
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Epoch 15180/50000
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Epoch 15181/50000
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Epoch 15182/50000
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Epoch 15183/50000
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Epoch 15184/50000
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Epoch 15185/50000
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Epoch 15186/50000
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Epoch 15187/50000
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Epoch 15188/50000
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Epoch 15189/50000
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Epoch 15190/50000
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Epoch 15191/50000
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Epoch 15192/50000
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Epoch 15193/50000
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Epoch 15194/50000
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Epoch 15195/50000
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Epoch 15196/50000
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Epoch 15197/50000
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Epoch 15198/50000
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Epoch 15199/50000
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Epoch 15200/50000
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Epoch 15201/50000
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Epoch 15202/50000
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Epoch 15203/50000
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Epoch 15204/50000
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Epoch 15205/50000
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Epoch 15206/50000
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Epoch 15207/50000
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Epoch 15208/50000
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Epoch 15209/50000
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Epoch 15210/50000
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Epoch 15211/50000
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Epoch 15212/50000
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Epoch 15213/50000
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Epoch 15214/50000
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Epoch 15215/50000
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Epoch 15216/50000
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Epoch 15217/50000
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Epoch 15218/50000
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Epoch 15219/50000
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Epoch 15220/50000
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Epoch 15221/50000
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Epoch 15222/50000
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Epoch 15223/50000
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Epoch 15224/50000
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Epoch 15225/50000
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Epoch 15226/50000
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Epoch 15227/50000
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Epoch 15228/50000
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Epoch 15229/50000
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Epoch 15230/50000
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Epoch 15231/50000
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Epoch 15232/50000
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Epoch 15233/50000
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Epoch 15234/50000
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Epoch 15235/50000
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Epoch 15236/50000
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Epoch 15237/50000
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Epoch 15238/50000
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Epoch 15239/50000
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Epoch 15240/50000
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Epoch 15241/50000
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Epoch 15242/50000
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Epoch 15243/50000
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Epoch 15244/50000
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Epoch 15245/50000
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Epoch 15246/50000
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Epoch 15247/50000
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Epoch 15248/50000
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Epoch 15249/50000
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Epoch 15250/50000
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Epoch 15251/50000
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Epoch 15252/50000
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Epoch 15253/50000
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Epoch 15254/50000
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Epoch 15255/50000
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Epoch 15256/50000
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Epoch 15257/50000
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Epoch 15258/50000
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Epoch 15259/50000
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Epoch 15260/50000
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Epoch 15261/50000
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Epoch 15262/50000
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Epoch 15263/50000
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Epoch 15264/50000
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Epoch 15265/50000
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Epoch 15266/50000
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Epoch 15267/50000
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Epoch 15268/50000
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Epoch 15269/50000
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Epoch 15270/50000
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Epoch 15271/50000
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Epoch 15272/50000
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Epoch 15273/50000
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Epoch 15274/50000
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Epoch 15275/50000
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Epoch 15276/50000
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Epoch 15277/50000
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Epoch 15278/50000
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Epoch 15279/50000
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Epoch 15280/50000
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Epoch 15281/50000
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Epoch 15282/50000
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Epoch 15283/50000
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Epoch 15284/50000
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Epoch 15285/50000
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Epoch 15286/50000
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Epoch 15287/50000
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Epoch 15288/50000
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Epoch 15289/50000
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Epoch 15290/50000
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Epoch 15291/50000
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Epoch 15292/50000
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Epoch 15293/50000
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Epoch 15294/50000
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Epoch 15295/50000
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Epoch 15296/50000
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Epoch 15297/50000
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Epoch 15298/50000
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Epoch 15299/50000
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Epoch 15300/50000
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Epoch 15301/50000
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Epoch 15302/50000
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Epoch 15303/50000
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Epoch 15304/50000
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Epoch 15305/50000
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Epoch 15306/50000
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Epoch 15307/50000
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Epoch 15308/50000
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Epoch 15309/50000
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Epoch 15310/50000
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Epoch 15311/50000
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Epoch 15312/50000
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Epoch 15313/50000
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Epoch 15314/50000
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Epoch 15315/50000
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Epoch 15316/50000
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Epoch 15317/50000
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Epoch 15318/50000
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Epoch 15319/50000
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Epoch 15320/50000
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Epoch 15321/50000
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Epoch 15322/50000
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Epoch 15323/50000
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Epoch 15324/50000
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Epoch 15325/50000
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Epoch 15326/50000
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Epoch 15327/50000
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Epoch 15328/50000
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Epoch 15329/50000
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Epoch 15330/50000
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Epoch 15331/50000
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Epoch 15332/50000
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Epoch 15333/50000
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Epoch 15334/50000
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Epoch 15335/50000
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Epoch 15336/50000
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Epoch 15337/50000
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Epoch 15338/50000
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Epoch 15339/50000
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Epoch 15340/50000
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Epoch 15341/50000
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Epoch 15342/50000
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Epoch 15343/50000
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Epoch 15344/50000
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Epoch 15345/50000
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Epoch 15346/50000
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Epoch 15347/50000
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Epoch 15348/50000
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Epoch 15349/50000
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Epoch 15350/50000
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Epoch 15351/50000
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Epoch 15352/50000
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Epoch 15353/50000
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Epoch 15354/50000
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Epoch 15355/50000
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Epoch 15356/50000
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Epoch 15357/50000
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Epoch 15358/50000
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Epoch 15359/50000
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Epoch 15360/50000
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Epoch 15361/50000
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Epoch 15362/50000
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Epoch 15363/50000
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Epoch 15364/50000
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Epoch 15365/50000
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Epoch 15366/50000
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Epoch 15367/50000
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Epoch 15368/50000
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Epoch 15369/50000
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Epoch 15370/50000
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Epoch 15371/50000
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Epoch 15372/50000
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Epoch 15373/50000
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Epoch 15374/50000
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Epoch 15375/50000
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Epoch 15376/50000
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Epoch 15377/50000
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Epoch 15378/50000
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Epoch 15379/50000
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Epoch 15380/50000
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Epoch 15381/50000
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Epoch 15382/50000
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Epoch 15383/50000
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Epoch 15384/50000
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Epoch 15385/50000
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Epoch 15386/50000
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Epoch 15387/50000
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Epoch 15388/50000
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Epoch 15389/50000
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Epoch 15390/50000
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Epoch 15391/50000
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Epoch 15392/50000
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Epoch 15393/50000
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Epoch 15394/50000
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Epoch 15395/50000
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Epoch 15396/50000
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Epoch 15397/50000
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Epoch 15398/50000
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Epoch 15399/50000
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Epoch 15400/50000
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Epoch 15401/50000
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Epoch 15402/50000
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Epoch 15403/50000
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Epoch 15404/50000
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Epoch 15405/50000
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Epoch 15406/50000
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Epoch 15407/50000
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Epoch 15408/50000
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Epoch 15409/50000
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Epoch 15410/50000
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Epoch 15411/50000
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Epoch 15412/50000
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Epoch 15413/50000
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Epoch 15414/50000
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Epoch 15415/50000
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Epoch 15416/50000
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Epoch 15417/50000
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Epoch 15418/50000
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Epoch 15419/50000
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Epoch 15420/50000
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Epoch 15421/50000
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Epoch 15422/50000
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Epoch 15423/50000
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Epoch 15424/50000
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Epoch 15425/50000
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Epoch 15426/50000
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Epoch 15427/50000
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Epoch 15428/50000
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Epoch 15429/50000
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Epoch 15430/50000
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Epoch 15431/50000
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Epoch 15432/50000
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Epoch 15433/50000
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Epoch 15434/50000
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Epoch 15435/50000
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Epoch 15436/50000
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Epoch 15437/50000
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Epoch 15438/50000
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Epoch 15439/50000
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Epoch 15440/50000
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Epoch 15441/50000
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Epoch 15442/50000
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Epoch 15443/50000
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Epoch 15444/50000
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Epoch 15445/50000
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Epoch 15446/50000
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Epoch 15447/50000
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Epoch 15448/50000
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Epoch 15449/50000
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Epoch 15450/50000
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Epoch 15451/50000
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Epoch 15452/50000
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Epoch 15453/50000
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Epoch 15454/50000
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Epoch 15455/50000
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Epoch 15456/50000
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Epoch 15457/50000
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Epoch 15458/50000
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Epoch 15459/50000
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Epoch 15460/50000
discriminator loss: 1.354972 - generator loss: 0.754110 - 1s
Epoch 15461/50000
discriminator loss: 1.353317 - generator loss: 0.744101 - 1s
Epoch 15462/50000
discriminator loss: 1.361292 - generator loss: 0.735704 - 1s
Epoch 15463/50000
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Epoch 15464/50000
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Epoch 15465/50000
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Epoch 15466/50000
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Epoch 15467/50000
discriminator loss: 1.360541 - generator loss: 0.748178 - 1s
Epoch 15468/50000
discriminator loss: 1.351207 - generator loss: 0.747637 - 1s
Epoch 15469/50000
discriminator loss: 1.349659 - generator loss: 0.748352 - 1s
Epoch 15470/50000
discriminator loss: 1.354687 - generator loss: 0.743270 - 1s
Epoch 15471/50000
discriminator loss: 1.360668 - generator loss: 0.739286 - 1s
Epoch 15472/50000
discriminator loss: 1.350873 - generator loss: 0.734088 - 1s
Epoch 15473/50000
discriminator loss: 1.348207 - generator loss: 0.739631 - 1s
Epoch 15474/50000
discriminator loss: 1.352912 - generator loss: 0.746578 - 1s
Epoch 15475/50000
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Epoch 15476/50000
discriminator loss: 1.343090 - generator loss: 0.761164 - 1s
Epoch 15477/50000
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Epoch 15478/50000
discriminator loss: 1.351052 - generator loss: 0.740905 - 1s
Epoch 15479/50000
discriminator loss: 1.361686 - generator loss: 0.730928 - 1s
Epoch 15480/50000
discriminator loss: 1.349360 - generator loss: 0.738616 - 1s
Epoch 15481/50000
discriminator loss: 1.341186 - generator loss: 0.751217 - 1s
Epoch 15482/50000
discriminator loss: 1.349138 - generator loss: 0.749011 - 1s
Epoch 15483/50000
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Epoch 15484/50000
discriminator loss: 1.362937 - generator loss: 0.742851 - 1s
Epoch 15485/50000
discriminator loss: 1.353991 - generator loss: 0.753970 - 1s
Epoch 15486/50000
discriminator loss: 1.348577 - generator loss: 0.752876 - 1s
Epoch 15487/50000
discriminator loss: 1.359984 - generator loss: 0.730318 - 1s
Epoch 15488/50000
discriminator loss: 1.350178 - generator loss: 0.745434 - 1s
Epoch 15489/50000
discriminator loss: 1.351078 - generator loss: 0.733576 - 1s
Epoch 15490/50000
discriminator loss: 1.341908 - generator loss: 0.754957 - 1s
Epoch 15491/50000
discriminator loss: 1.358535 - generator loss: 0.740766 - 1s
Epoch 15492/50000
discriminator loss: 1.367199 - generator loss: 0.733691 - 1s
Epoch 15493/50000
discriminator loss: 1.359182 - generator loss: 0.750467 - 1s
Epoch 15494/50000
discriminator loss: 1.346123 - generator loss: 0.751393 - 1s
Epoch 15495/50000
discriminator loss: 1.348902 - generator loss: 0.755606 - 1s
Epoch 15496/50000
discriminator loss: 1.361932 - generator loss: 0.731609 - 1s
Epoch 15497/50000
discriminator loss: 1.358204 - generator loss: 0.727482 - 1s
Epoch 15498/50000
discriminator loss: 1.351660 - generator loss: 0.738342 - 1s
Epoch 15499/50000
discriminator loss: 1.353248 - generator loss: 0.747330 - 1s
Epoch 15500/50000
discriminator loss: 1.357741 - generator loss: 0.750998 - 1s
Epoch 15501/50000
discriminator loss: 1.361866 - generator loss: 0.746533 - 1s
Epoch 15502/50000
discriminator loss: 1.344685 - generator loss: 0.759026 - 1s
Epoch 15503/50000
discriminator loss: 1.344245 - generator loss: 0.757204 - 1s
Epoch 15504/50000
discriminator loss: 1.360036 - generator loss: 0.729368 - 1s
Epoch 15505/50000
discriminator loss: 1.361935 - generator loss: 0.725263 - 1s
Epoch 15506/50000
discriminator loss: 1.352604 - generator loss: 0.742849 - 1s
Epoch 15507/50000
discriminator loss: 1.344764 - generator loss: 0.746985 - 1s
Epoch 15508/50000
discriminator loss: 1.350246 - generator loss: 0.749930 - 1s
Epoch 15509/50000
discriminator loss: 1.364069 - generator loss: 0.740880 - 1s
Epoch 15510/50000
discriminator loss: 1.345545 - generator loss: 0.754489 - 1s
Epoch 15511/50000
discriminator loss: 1.353468 - generator loss: 0.751458 - 1s
Epoch 15512/50000
discriminator loss: 1.350220 - generator loss: 0.757579 - 1s
Epoch 15513/50000
discriminator loss: 1.355082 - generator loss: 0.734752 - 1s
Epoch 15514/50000
discriminator loss: 1.354586 - generator loss: 0.733534 - 1s
Epoch 15515/50000
discriminator loss: 1.349487 - generator loss: 0.742451 - 1s
Epoch 15516/50000
discriminator loss: 1.348074 - generator loss: 0.743222 - 1s
Epoch 15517/50000
discriminator loss: 1.358152 - generator loss: 0.746233 - 1s
Epoch 15518/50000
discriminator loss: 1.356587 - generator loss: 0.746589 - 1s
Epoch 15519/50000
discriminator loss: 1.353057 - generator loss: 0.755993 - 1s
Epoch 15520/50000
discriminator loss: 1.349480 - generator loss: 0.758631 - 1s
Epoch 15521/50000
discriminator loss: 1.354455 - generator loss: 0.733990 - 1s
Epoch 15522/50000
discriminator loss: 1.359960 - generator loss: 0.731023 - 1s
Epoch 15523/50000
discriminator loss: 1.350602 - generator loss: 0.738691 - 1s
Epoch 15524/50000
discriminator loss: 1.349010 - generator loss: 0.741697 - 1s
Epoch 15525/50000
discriminator loss: 1.357103 - generator loss: 0.745377 - 1s
Epoch 15526/50000
discriminator loss: 1.357412 - generator loss: 0.744349 - 1s
Epoch 15527/50000
discriminator loss: 1.355822 - generator loss: 0.755450 - 1s
Epoch 15528/50000
discriminator loss: 1.351347 - generator loss: 0.749497 - 1s
Epoch 15529/50000
discriminator loss: 1.342836 - generator loss: 0.756575 - 1s
Epoch 15530/50000
discriminator loss: 1.363426 - generator loss: 0.732911 - 1s
Epoch 15531/50000
discriminator loss: 1.357316 - generator loss: 0.737289 - 1s
Epoch 15532/50000
discriminator loss: 1.361827 - generator loss: 0.732949 - 1s
Epoch 15533/50000
discriminator loss: 1.348184 - generator loss: 0.741877 - 1s
Epoch 15534/50000
discriminator loss: 1.348325 - generator loss: 0.746832 - 1s
Epoch 15535/50000
discriminator loss: 1.364998 - generator loss: 0.739872 - 1s
Epoch 15536/50000
discriminator loss: 1.356490 - generator loss: 0.750963 - 1s
Epoch 15537/50000
discriminator loss: 1.357292 - generator loss: 0.751252 - 1s
Epoch 15538/50000
discriminator loss: 1.350806 - generator loss: 0.743709 - 1s
Epoch 15539/50000
discriminator loss: 1.360388 - generator loss: 0.738214 - 1s
Epoch 15540/50000
discriminator loss: 1.361943 - generator loss: 0.725561 - 1s
Epoch 15541/50000
discriminator loss: 1.352706 - generator loss: 0.743999 - 1s
Epoch 15542/50000
discriminator loss: 1.349792 - generator loss: 0.743669 - 1s
Epoch 15543/50000
discriminator loss: 1.360895 - generator loss: 0.738815 - 1s
Epoch 15544/50000
discriminator loss: 1.358551 - generator loss: 0.749451 - 1s
Epoch 15545/50000
discriminator loss: 1.351336 - generator loss: 0.757016 - 1s
Epoch 15546/50000
discriminator loss: 1.343179 - generator loss: 0.759481 - 1s
Epoch 15547/50000
discriminator loss: 1.348465 - generator loss: 0.739433 - 1s
Epoch 15548/50000
discriminator loss: 1.364906 - generator loss: 0.732838 - 1s
Epoch 15549/50000
discriminator loss: 1.358219 - generator loss: 0.733197 - 1s
Epoch 15550/50000
discriminator loss: 1.347278 - generator loss: 0.746474 - 1s
Epoch 15551/50000
discriminator loss: 1.353941 - generator loss: 0.741341 - 1s
Epoch 15552/50000
discriminator loss: 1.361308 - generator loss: 0.738728 - 1s
Epoch 15553/50000
discriminator loss: 1.348998 - generator loss: 0.759935 - 1s
Epoch 15554/50000
discriminator loss: 1.342410 - generator loss: 0.761752 - 1s
Epoch 15555/50000
discriminator loss: 1.349743 - generator loss: 0.746495 - 1s
Epoch 15556/50000
discriminator loss: 1.359828 - generator loss: 0.729465 - 1s
Epoch 15557/50000
discriminator loss: 1.360313 - generator loss: 0.736004 - 1s
Epoch 15558/50000
discriminator loss: 1.351444 - generator loss: 0.739986 - 1s
Epoch 15559/50000
discriminator loss: 1.356879 - generator loss: 0.743342 - 1s
Epoch 15560/50000
discriminator loss: 1.350611 - generator loss: 0.747429 - 1s
Epoch 15561/50000
discriminator loss: 1.356541 - generator loss: 0.746101 - 1s
Epoch 15562/50000
discriminator loss: 1.352214 - generator loss: 0.745972 - 1s
Epoch 15563/50000
discriminator loss: 1.354000 - generator loss: 0.752588 - 1s
Epoch 15564/50000
discriminator loss: 1.367733 - generator loss: 0.735497 - 1s
Epoch 15565/50000
discriminator loss: 1.363251 - generator loss: 0.733300 - 1s
Epoch 15566/50000
discriminator loss: 1.361220 - generator loss: 0.730632 - 1s
Epoch 15567/50000
discriminator loss: 1.350331 - generator loss: 0.737531 - 1s
Epoch 15568/50000
discriminator loss: 1.354620 - generator loss: 0.740575 - 1s
Epoch 15569/50000
discriminator loss: 1.358561 - generator loss: 0.746983 - 1s
Epoch 15570/50000
discriminator loss: 1.367231 - generator loss: 0.747283 - 1s
Epoch 15571/50000
discriminator loss: 1.358609 - generator loss: 0.742583 - 1s
Epoch 15572/50000
discriminator loss: 1.349140 - generator loss: 0.755028 - 1s
Epoch 15573/50000
discriminator loss: 1.361882 - generator loss: 0.736694 - 1s
Epoch 15574/50000
discriminator loss: 1.360139 - generator loss: 0.732936 - 1s
Epoch 15575/50000
discriminator loss: 1.366845 - generator loss: 0.726387 - 1s
Epoch 15576/50000
discriminator loss: 1.353360 - generator loss: 0.740690 - 1s
Epoch 15577/50000
discriminator loss: 1.354965 - generator loss: 0.742630 - 1s
Epoch 15578/50000
discriminator loss: 1.358313 - generator loss: 0.749054 - 1s
Epoch 15579/50000
discriminator loss: 1.362049 - generator loss: 0.748566 - 1s
Epoch 15580/50000
discriminator loss: 1.351807 - generator loss: 0.744668 - 1s
Epoch 15581/50000
discriminator loss: 1.356316 - generator loss: 0.745731 - 1s
Epoch 15582/50000
discriminator loss: 1.356761 - generator loss: 0.742039 - 1s
Epoch 15583/50000
discriminator loss: 1.359352 - generator loss: 0.727622 - 1s
Epoch 15584/50000
discriminator loss: 1.352398 - generator loss: 0.737905 - 1s
Epoch 15585/50000
discriminator loss: 1.356264 - generator loss: 0.747475 - 1s
Epoch 15586/50000
discriminator loss: 1.350622 - generator loss: 0.749862 - 1s
Epoch 15587/50000
discriminator loss: 1.357720 - generator loss: 0.739083 - 1s
Epoch 15588/50000
discriminator loss: 1.347726 - generator loss: 0.756313 - 1s
Epoch 15589/50000
discriminator loss: 1.348242 - generator loss: 0.749366 - 1s
Epoch 15590/50000
discriminator loss: 1.356568 - generator loss: 0.739700 - 1s
Epoch 15591/50000
discriminator loss: 1.357208 - generator loss: 0.731399 - 1s
Epoch 15592/50000
discriminator loss: 1.354070 - generator loss: 0.739012 - 1s
Epoch 15593/50000
discriminator loss: 1.347570 - generator loss: 0.744607 - 1s
Epoch 15594/50000
discriminator loss: 1.347339 - generator loss: 0.751370 - 1s
Epoch 15595/50000
discriminator loss: 1.361452 - generator loss: 0.744259 - 1s
Epoch 15596/50000
discriminator loss: 1.355848 - generator loss: 0.750003 - 1s
Epoch 15597/50000
discriminator loss: 1.351551 - generator loss: 0.747547 - 1s
Epoch 15598/50000
discriminator loss: 1.350342 - generator loss: 0.746126 - 1s
Epoch 15599/50000
discriminator loss: 1.361340 - generator loss: 0.744475 - 1s
Epoch 15600/50000
discriminator loss: 1.364698 - generator loss: 0.727916 - 1s
Epoch 15601/50000
discriminator loss: 1.353706 - generator loss: 0.733804 - 1s
Epoch 15602/50000
discriminator loss: 1.342377 - generator loss: 0.749697 - 1s
Epoch 15603/50000
discriminator loss: 1.356034 - generator loss: 0.746319 - 1s
Epoch 15604/50000
discriminator loss: 1.361823 - generator loss: 0.740602 - 1s
Epoch 15605/50000
discriminator loss: 1.359160 - generator loss: 0.741078 - 1s
Epoch 15606/50000
discriminator loss: 1.354463 - generator loss: 0.748202 - 1s
Epoch 15607/50000
discriminator loss: 1.352525 - generator loss: 0.747654 - 1s
Epoch 15608/50000
discriminator loss: 1.356410 - generator loss: 0.731776 - 1s
Epoch 15609/50000
discriminator loss: 1.356784 - generator loss: 0.735294 - 1s
Epoch 15610/50000
discriminator loss: 1.349234 - generator loss: 0.739399 - 1s
Epoch 15611/50000
discriminator loss: 1.350779 - generator loss: 0.746520 - 1s
Epoch 15612/50000
discriminator loss: 1.356590 - generator loss: 0.745280 - 1s
Epoch 15613/50000
discriminator loss: 1.362919 - generator loss: 0.746600 - 1s
Epoch 15614/50000
discriminator loss: 1.347753 - generator loss: 0.751178 - 1s
Epoch 15615/50000
discriminator loss: 1.351219 - generator loss: 0.743236 - 1s
Epoch 15616/50000
discriminator loss: 1.350589 - generator loss: 0.740371 - 1s
Epoch 15617/50000
discriminator loss: 1.355429 - generator loss: 0.740016 - 1s
Epoch 15618/50000
discriminator loss: 1.356786 - generator loss: 0.738465 - 1s
Epoch 15619/50000
discriminator loss: 1.354812 - generator loss: 0.736344 - 1s
Epoch 15620/50000
discriminator loss: 1.359186 - generator loss: 0.741180 - 1s
Epoch 15621/50000
discriminator loss: 1.358809 - generator loss: 0.745095 - 1s
Epoch 15622/50000
discriminator loss: 1.353107 - generator loss: 0.750114 - 1s
Epoch 15623/50000
discriminator loss: 1.354038 - generator loss: 0.750645 - 1s
Epoch 15624/50000
discriminator loss: 1.356098 - generator loss: 0.739573 - 1s
Epoch 15625/50000
discriminator loss: 1.348478 - generator loss: 0.743246 - 1s
Epoch 15626/50000
discriminator loss: 1.352612 - generator loss: 0.739685 - 1s
Epoch 15627/50000
discriminator loss: 1.351021 - generator loss: 0.737111 - 1s
Epoch 15628/50000
discriminator loss: 1.354255 - generator loss: 0.745133 - 1s
Epoch 15629/50000
discriminator loss: 1.358538 - generator loss: 0.745801 - 1s
Epoch 15630/50000
discriminator loss: 1.353796 - generator loss: 0.747008 - 1s
Epoch 15631/50000
discriminator loss: 1.356866 - generator loss: 0.745800 - 1s
Epoch 15632/50000
discriminator loss: 1.357810 - generator loss: 0.741480 - 1s
Epoch 15633/50000
discriminator loss: 1.353579 - generator loss: 0.737091 - 1s
Epoch 15634/50000
discriminator loss: 1.357477 - generator loss: 0.735839 - 1s
Epoch 15635/50000
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Epoch 15636/50000
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Epoch 15637/50000
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Epoch 15638/50000
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Epoch 15639/50000
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Epoch 15640/50000
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Epoch 15641/50000
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Epoch 15642/50000
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Epoch 15643/50000
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Epoch 15644/50000
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Epoch 15645/50000
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Epoch 15646/50000
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Epoch 15647/50000
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Epoch 15648/50000
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Epoch 15649/50000
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Epoch 15650/50000
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Epoch 15651/50000
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Epoch 15652/50000
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Epoch 15653/50000
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Epoch 15654/50000
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Epoch 15655/50000
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Epoch 15656/50000
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Epoch 15657/50000
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Epoch 15658/50000
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Epoch 15659/50000
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Epoch 15660/50000
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Epoch 15661/50000
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Epoch 15662/50000
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Epoch 15663/50000
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Epoch 15664/50000
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Epoch 15665/50000
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Epoch 15666/50000
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Epoch 15667/50000
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Epoch 15668/50000
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Epoch 15669/50000
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Epoch 15670/50000
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Epoch 15671/50000
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Epoch 15672/50000
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Epoch 15673/50000
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Epoch 15674/50000
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Epoch 15675/50000
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Epoch 15676/50000
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Epoch 15677/50000
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Epoch 15678/50000
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Epoch 15679/50000
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Epoch 15680/50000
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Epoch 15681/50000
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Epoch 15682/50000
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Epoch 15683/50000
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Epoch 15684/50000
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Epoch 15685/50000
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Epoch 15686/50000
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Epoch 15687/50000
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Epoch 15688/50000
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Epoch 15689/50000
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Epoch 15690/50000
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Epoch 15691/50000
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Epoch 15692/50000
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Epoch 15693/50000
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Epoch 15694/50000
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Epoch 15695/50000
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Epoch 15696/50000
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Epoch 15697/50000
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Epoch 15698/50000
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Epoch 15699/50000
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Epoch 15700/50000
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Epoch 15701/50000
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Epoch 15702/50000
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Epoch 15703/50000
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Epoch 15704/50000
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Epoch 15705/50000
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Epoch 15706/50000
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Epoch 15707/50000
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Epoch 15708/50000
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Epoch 15709/50000
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Epoch 15710/50000
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Epoch 15711/50000
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Epoch 15712/50000
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Epoch 15713/50000
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Epoch 15714/50000
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Epoch 15715/50000
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Epoch 15716/50000
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Epoch 15717/50000
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Epoch 15718/50000
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Epoch 15719/50000
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Epoch 15720/50000
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Epoch 15721/50000
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Epoch 15722/50000
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Epoch 15723/50000
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Epoch 15724/50000
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Epoch 15725/50000
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Epoch 15726/50000
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Epoch 15727/50000
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Epoch 15728/50000
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Epoch 15729/50000
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Epoch 15730/50000
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Epoch 15731/50000
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Epoch 15732/50000
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Epoch 15733/50000
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Epoch 15734/50000
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Epoch 15735/50000
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Epoch 15736/50000
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Epoch 15737/50000
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Epoch 15738/50000
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Epoch 15739/50000
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Epoch 15740/50000
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Epoch 15741/50000
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Epoch 15742/50000
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Epoch 15743/50000
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Epoch 15744/50000
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Epoch 15745/50000
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Epoch 15746/50000
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Epoch 15747/50000
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Epoch 15748/50000
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Epoch 15749/50000
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Epoch 15750/50000
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Epoch 15751/50000
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Epoch 15752/50000
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Epoch 15753/50000
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Epoch 15754/50000
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Epoch 15755/50000
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Epoch 15756/50000
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Epoch 15757/50000
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Epoch 15758/50000
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Epoch 15759/50000
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Epoch 15760/50000
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Epoch 15761/50000
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Epoch 15762/50000
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Epoch 15763/50000
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Epoch 15764/50000
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Epoch 15765/50000
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Epoch 15766/50000
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Epoch 15767/50000
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Epoch 15768/50000
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Epoch 15769/50000
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Epoch 15770/50000
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Epoch 15771/50000
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Epoch 15772/50000
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Epoch 15773/50000
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Epoch 15774/50000
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Epoch 15775/50000
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Epoch 15776/50000
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Epoch 15777/50000
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Epoch 15778/50000
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Epoch 15779/50000
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Epoch 15780/50000
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Epoch 15781/50000
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Epoch 15782/50000
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Epoch 15783/50000
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Epoch 15784/50000
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Epoch 15785/50000
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Epoch 15786/50000
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Epoch 15787/50000
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Epoch 15788/50000
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Epoch 15789/50000
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Epoch 15790/50000
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Epoch 15791/50000
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Epoch 15792/50000
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Epoch 15793/50000
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Epoch 15794/50000
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Epoch 15795/50000
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Epoch 15796/50000
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Epoch 15797/50000
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Epoch 15798/50000
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Epoch 15799/50000
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Epoch 15800/50000
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Epoch 15801/50000
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Epoch 15802/50000
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Epoch 15803/50000
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Epoch 15804/50000
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Epoch 15805/50000
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Epoch 15806/50000
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Epoch 15807/50000
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Epoch 15808/50000
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Epoch 15809/50000
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Epoch 15810/50000
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Epoch 15811/50000
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Epoch 15812/50000
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Epoch 15813/50000
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Epoch 15814/50000
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Epoch 15815/50000
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Epoch 15816/50000
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Epoch 15817/50000
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Epoch 15818/50000
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Epoch 15819/50000
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Epoch 15820/50000
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Epoch 15821/50000
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Epoch 15822/50000
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Epoch 15823/50000
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Epoch 15824/50000
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Epoch 15825/50000
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Epoch 15826/50000
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Epoch 15827/50000
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Epoch 15828/50000
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Epoch 15829/50000
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Epoch 15830/50000
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Epoch 15831/50000
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Epoch 15832/50000
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Epoch 15833/50000
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Epoch 15834/50000
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Epoch 15835/50000
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Epoch 15836/50000
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Epoch 15837/50000
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Epoch 15838/50000
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Epoch 15839/50000
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Epoch 15840/50000
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Epoch 15841/50000
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Epoch 15842/50000
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Epoch 15843/50000
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Epoch 15844/50000
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Epoch 15845/50000
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Epoch 15846/50000
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Epoch 15847/50000
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Epoch 15848/50000
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Epoch 15849/50000
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Epoch 15850/50000
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Epoch 15851/50000
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Epoch 15852/50000
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Epoch 15853/50000
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Epoch 15854/50000
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Epoch 15855/50000
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Epoch 15856/50000
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Epoch 15857/50000
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Epoch 15858/50000
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Epoch 15859/50000
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Epoch 15860/50000
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Epoch 15861/50000
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Epoch 15862/50000
discriminator loss: 1.352097 - generator loss: 0.741604 - 1s
Epoch 15863/50000
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Epoch 15864/50000
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Epoch 15865/50000
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Epoch 15866/50000
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Epoch 15867/50000
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Epoch 15868/50000
discriminator loss: 1.349422 - generator loss: 0.747619 - 1s
Epoch 15869/50000
discriminator loss: 1.358202 - generator loss: 0.727977 - 1s
Epoch 15870/50000
discriminator loss: 1.348885 - generator loss: 0.750675 - 1s
Epoch 15871/50000
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Epoch 15872/50000
discriminator loss: 1.361678 - generator loss: 0.745818 - 1s
Epoch 15873/50000
discriminator loss: 1.355599 - generator loss: 0.746420 - 1s
Epoch 15874/50000
discriminator loss: 1.351020 - generator loss: 0.749911 - 1s
Epoch 15875/50000
discriminator loss: 1.356901 - generator loss: 0.749589 - 1s
Epoch 15876/50000
discriminator loss: 1.360210 - generator loss: 0.740084 - 1s
Epoch 15877/50000
discriminator loss: 1.356184 - generator loss: 0.733145 - 1s
Epoch 15878/50000
discriminator loss: 1.346110 - generator loss: 0.742012 - 1s
Epoch 15879/50000
discriminator loss: 1.348269 - generator loss: 0.741874 - 1s
Epoch 15880/50000
discriminator loss: 1.355123 - generator loss: 0.747600 - 1s
Epoch 15881/50000
discriminator loss: 1.354185 - generator loss: 0.755752 - 1s
Epoch 15882/50000
discriminator loss: 1.350332 - generator loss: 0.750788 - 1s
Epoch 15883/50000
discriminator loss: 1.346426 - generator loss: 0.751316 - 1s
Epoch 15884/50000
discriminator loss: 1.351027 - generator loss: 0.745275 - 1s
Epoch 15885/50000
discriminator loss: 1.357017 - generator loss: 0.730779 - 1s
Epoch 15886/50000
discriminator loss: 1.344612 - generator loss: 0.740521 - 1s
Epoch 15887/50000
discriminator loss: 1.353356 - generator loss: 0.746606 - 1s
Epoch 15888/50000
discriminator loss: 1.365627 - generator loss: 0.740435 - 1s
Epoch 15889/50000
discriminator loss: 1.356297 - generator loss: 0.747532 - 1s
Epoch 15890/50000
discriminator loss: 1.356298 - generator loss: 0.748563 - 1s
Epoch 15891/50000
discriminator loss: 1.356510 - generator loss: 0.746658 - 1s
Epoch 15892/50000
discriminator loss: 1.353837 - generator loss: 0.736376 - 1s
Epoch 15893/50000
discriminator loss: 1.360863 - generator loss: 0.731147 - 1s
Epoch 15894/50000
discriminator loss: 1.346926 - generator loss: 0.750563 - 1s
Epoch 15895/50000
discriminator loss: 1.349492 - generator loss: 0.747377 - 1s
Epoch 15896/50000
discriminator loss: 1.369228 - generator loss: 0.736909 - 1s
Epoch 15897/50000
discriminator loss: 1.359756 - generator loss: 0.737119 - 1s
Epoch 15898/50000
discriminator loss: 1.354012 - generator loss: 0.751353 - 1s
Epoch 15899/50000
discriminator loss: 1.357953 - generator loss: 0.748950 - 1s
Epoch 15900/50000
discriminator loss: 1.355552 - generator loss: 0.737797 - 1s
Epoch 15901/50000
discriminator loss: 1.367141 - generator loss: 0.735036 - 1s
Epoch 15902/50000
discriminator loss: 1.358330 - generator loss: 0.735395 - 1s
Epoch 15903/50000
discriminator loss: 1.347321 - generator loss: 0.745189 - 1s
Epoch 15904/50000
discriminator loss: 1.364494 - generator loss: 0.741196 - 1s
Epoch 15905/50000
discriminator loss: 1.365481 - generator loss: 0.737021 - 1s
Epoch 15906/50000
discriminator loss: 1.352727 - generator loss: 0.752466 - 1s
Epoch 15907/50000
discriminator loss: 1.348453 - generator loss: 0.749551 - 1s
Epoch 15908/50000
discriminator loss: 1.361075 - generator loss: 0.741440 - 1s
Epoch 15909/50000
discriminator loss: 1.362541 - generator loss: 0.734135 - 1s
Epoch 15910/50000
discriminator loss: 1.356079 - generator loss: 0.736630 - 1s
Epoch 15911/50000
discriminator loss: 1.347727 - generator loss: 0.736196 - 1s
Epoch 15912/50000
discriminator loss: 1.361490 - generator loss: 0.741418 - 1s
Epoch 15913/50000
discriminator loss: 1.355061 - generator loss: 0.754418 - 1s
Epoch 15914/50000
discriminator loss: 1.362813 - generator loss: 0.741950 - 1s
Epoch 15915/50000
discriminator loss: 1.345114 - generator loss: 0.755281 - 1s
Epoch 15916/50000
discriminator loss: 1.347680 - generator loss: 0.748322 - 1s
Epoch 15917/50000
discriminator loss: 1.358699 - generator loss: 0.738215 - 1s
Epoch 15918/50000
discriminator loss: 1.351196 - generator loss: 0.736348 - 1s
Epoch 15919/50000
discriminator loss: 1.355367 - generator loss: 0.738281 - 1s
Epoch 15920/50000
discriminator loss: 1.347378 - generator loss: 0.741977 - 1s
Epoch 15921/50000
discriminator loss: 1.360622 - generator loss: 0.740509 - 1s
Epoch 15922/50000
discriminator loss: 1.355233 - generator loss: 0.744024 - 1s
Epoch 15923/50000
discriminator loss: 1.345685 - generator loss: 0.762352 - 1s
Epoch 15924/50000
discriminator loss: 1.350683 - generator loss: 0.754134 - 1s
Epoch 15925/50000
discriminator loss: 1.361543 - generator loss: 0.734990 - 1s
Epoch 15926/50000
discriminator loss: 1.364763 - generator loss: 0.729672 - 1s
Epoch 15927/50000
discriminator loss: 1.348941 - generator loss: 0.739084 - 1s
Epoch 15928/50000
discriminator loss: 1.350289 - generator loss: 0.748407 - 1s
Epoch 15929/50000
discriminator loss: 1.351967 - generator loss: 0.745562 - 1s
Epoch 15930/50000
discriminator loss: 1.362860 - generator loss: 0.740430 - 1s
Epoch 15931/50000
discriminator loss: 1.360398 - generator loss: 0.747214 - 1s
Epoch 15932/50000
discriminator loss: 1.344934 - generator loss: 0.755427 - 1s
Epoch 15933/50000
discriminator loss: 1.350035 - generator loss: 0.750256 - 1s
Epoch 15934/50000
discriminator loss: 1.358328 - generator loss: 0.736119 - 1s
Epoch 15935/50000
discriminator loss: 1.358510 - generator loss: 0.727254 - 1s
Epoch 15936/50000
discriminator loss: 1.341329 - generator loss: 0.749362 - 1s
Epoch 15937/50000
discriminator loss: 1.346871 - generator loss: 0.751058 - 1s
Epoch 15938/50000
discriminator loss: 1.365890 - generator loss: 0.739094 - 1s
Epoch 15939/50000
discriminator loss: 1.362486 - generator loss: 0.742935 - 1s
Epoch 15940/50000
discriminator loss: 1.341084 - generator loss: 0.759743 - 1s
Epoch 15941/50000
discriminator loss: 1.355895 - generator loss: 0.741996 - 1s
Epoch 15942/50000
discriminator loss: 1.357606 - generator loss: 0.749118 - 1s
Epoch 15943/50000
discriminator loss: 1.367874 - generator loss: 0.726136 - 1s
Epoch 15944/50000
discriminator loss: 1.358141 - generator loss: 0.736062 - 1s
Epoch 15945/50000
discriminator loss: 1.345483 - generator loss: 0.742179 - 1s
Epoch 15946/50000
discriminator loss: 1.354153 - generator loss: 0.742400 - 1s
Epoch 15947/50000
discriminator loss: 1.349273 - generator loss: 0.749142 - 1s
Epoch 15948/50000
discriminator loss: 1.350478 - generator loss: 0.757253 - 1s
Epoch 15949/50000
discriminator loss: 1.344566 - generator loss: 0.761618 - 1s
Epoch 15950/50000
discriminator loss: 1.350502 - generator loss: 0.744562 - 1s
Epoch 15951/50000
discriminator loss: 1.357755 - generator loss: 0.740383 - 1s
Epoch 15952/50000
discriminator loss: 1.363197 - generator loss: 0.726671 - 1s
Epoch 15953/50000
discriminator loss: 1.344778 - generator loss: 0.743753 - 1s
Epoch 15954/50000
discriminator loss: 1.343429 - generator loss: 0.741115 - 1s
Epoch 15955/50000
discriminator loss: 1.361036 - generator loss: 0.742810 - 1s
Epoch 15956/50000
discriminator loss: 1.363579 - generator loss: 0.749139 - 1s
Epoch 15957/50000
discriminator loss: 1.353165 - generator loss: 0.751481 - 1s
Epoch 15958/50000
discriminator loss: 1.347103 - generator loss: 0.751620 - 1s
Epoch 15959/50000
discriminator loss: 1.360434 - generator loss: 0.738823 - 1s
Epoch 15960/50000
discriminator loss: 1.359517 - generator loss: 0.728873 - 1s
Epoch 15961/50000
discriminator loss: 1.356505 - generator loss: 0.737161 - 1s
Epoch 15962/50000
discriminator loss: 1.349532 - generator loss: 0.742321 - 1s
Epoch 15963/50000
discriminator loss: 1.352252 - generator loss: 0.745204 - 1s
Epoch 15964/50000
discriminator loss: 1.365014 - generator loss: 0.738497 - 1s
Epoch 15965/50000
discriminator loss: 1.353174 - generator loss: 0.752505 - 1s
Epoch 15966/50000
discriminator loss: 1.350309 - generator loss: 0.754937 - 1s
Epoch 15967/50000
discriminator loss: 1.349451 - generator loss: 0.752644 - 1s
Epoch 15968/50000
discriminator loss: 1.364814 - generator loss: 0.726513 - 1s
Epoch 15969/50000
discriminator loss: 1.355568 - generator loss: 0.736597 - 1s
Epoch 15970/50000
discriminator loss: 1.348495 - generator loss: 0.743461 - 1s
Epoch 15971/50000
discriminator loss: 1.340218 - generator loss: 0.756558 - 1s
Epoch 15972/50000
discriminator loss: 1.358002 - generator loss: 0.741501 - 1s
Epoch 15973/50000
discriminator loss: 1.361416 - generator loss: 0.740776 - 1s
Epoch 15974/50000
discriminator loss: 1.350658 - generator loss: 0.751242 - 1s
Epoch 15975/50000
discriminator loss: 1.348893 - generator loss: 0.756887 - 1s
Epoch 15976/50000
discriminator loss: 1.355564 - generator loss: 0.739037 - 1s
Epoch 15977/50000
discriminator loss: 1.363707 - generator loss: 0.731836 - 1s
Epoch 15978/50000
discriminator loss: 1.348712 - generator loss: 0.738757 - 1s
Epoch 15979/50000
discriminator loss: 1.345135 - generator loss: 0.744629 - 1s
Epoch 15980/50000
discriminator loss: 1.353306 - generator loss: 0.744666 - 1s
Epoch 15981/50000
discriminator loss: 1.362553 - generator loss: 0.737976 - 1s
Epoch 15982/50000
discriminator loss: 1.358346 - generator loss: 0.745477 - 1s
Epoch 15983/50000
discriminator loss: 1.356739 - generator loss: 0.742597 - 1s
Epoch 15984/50000
discriminator loss: 1.356459 - generator loss: 0.750619 - 1s
Epoch 15985/50000
discriminator loss: 1.357923 - generator loss: 0.738147 - 1s
Epoch 15986/50000
discriminator loss: 1.362630 - generator loss: 0.726233 - 1s
Epoch 15987/50000
discriminator loss: 1.352317 - generator loss: 0.732518 - 1s
Epoch 15988/50000
discriminator loss: 1.350010 - generator loss: 0.747114 - 1s
Epoch 15989/50000
discriminator loss: 1.348560 - generator loss: 0.747565 - 1s
Epoch 15990/50000
discriminator loss: 1.365466 - generator loss: 0.739207 - 1s
Epoch 15991/50000
discriminator loss: 1.350328 - generator loss: 0.759091 - 1s
Epoch 15992/50000
discriminator loss: 1.352351 - generator loss: 0.747210 - 1s
Epoch 15993/50000
discriminator loss: 1.352398 - generator loss: 0.746084 - 1s
Epoch 15994/50000
discriminator loss: 1.357044 - generator loss: 0.729557 - 1s
Epoch 15995/50000
discriminator loss: 1.359983 - generator loss: 0.734525 - 1s
Epoch 15996/50000
discriminator loss: 1.353572 - generator loss: 0.737748 - 1s
Epoch 15997/50000
discriminator loss: 1.355148 - generator loss: 0.739770 - 1s
Epoch 15998/50000
discriminator loss: 1.360336 - generator loss: 0.750041 - 1s
Epoch 15999/50000
discriminator loss: 1.360211 - generator loss: 0.742376 - 1s
Epoch 16000/50000
discriminator loss: 1.350835 - generator loss: 0.744337 - 1s
Epoch 16001/50000
discriminator loss: 1.354690 - generator loss: 0.745172 - 1s

Loss: 

Epoch 16002/50000
discriminator loss: 1.352373 - generator loss: 0.741287 - 1s
Epoch 16003/50000
discriminator loss: 1.355934 - generator loss: 0.740546 - 1s
Epoch 16004/50000
discriminator loss: 1.359002 - generator loss: 0.735099 - 1s
Epoch 16005/50000
discriminator loss: 1.350475 - generator loss: 0.741009 - 1s
Epoch 16006/50000
discriminator loss: 1.354434 - generator loss: 0.741285 - 1s
Epoch 16007/50000
discriminator loss: 1.358542 - generator loss: 0.748074 - 1s
Epoch 16008/50000
discriminator loss: 1.361023 - generator loss: 0.745292 - 1s
Epoch 16009/50000
discriminator loss: 1.351878 - generator loss: 0.754046 - 1s
Epoch 16010/50000
discriminator loss: 1.352041 - generator loss: 0.742084 - 1s
Epoch 16011/50000
discriminator loss: 1.363599 - generator loss: 0.730693 - 1s
Epoch 16012/50000
discriminator loss: 1.356902 - generator loss: 0.733204 - 1s
Epoch 16013/50000
discriminator loss: 1.354468 - generator loss: 0.734965 - 1s
Epoch 16014/50000
discriminator loss: 1.357580 - generator loss: 0.745888 - 1s
Epoch 16015/50000
discriminator loss: 1.364584 - generator loss: 0.743216 - 1s
Epoch 16016/50000
discriminator loss: 1.362374 - generator loss: 0.747897 - 1s
Epoch 16017/50000
discriminator loss: 1.354596 - generator loss: 0.750258 - 1s
Epoch 16018/50000
discriminator loss: 1.344000 - generator loss: 0.744222 - 1s
Epoch 16019/50000
discriminator loss: 1.360901 - generator loss: 0.738449 - 1s
Epoch 16020/50000
discriminator loss: 1.357763 - generator loss: 0.730726 - 1s
Epoch 16021/50000
discriminator loss: 1.348780 - generator loss: 0.747471 - 1s
Epoch 16022/50000
discriminator loss: 1.346925 - generator loss: 0.743377 - 1s
Epoch 16023/50000
discriminator loss: 1.357176 - generator loss: 0.744423 - 1s
Epoch 16024/50000
discriminator loss: 1.360596 - generator loss: 0.743621 - 1s
Epoch 16025/50000
discriminator loss: 1.353180 - generator loss: 0.752807 - 1s
Epoch 16026/50000
discriminator loss: 1.349915 - generator loss: 0.751410 - 1s
Epoch 16027/50000
discriminator loss: 1.353696 - generator loss: 0.741832 - 1s
Epoch 16028/50000
discriminator loss: 1.360885 - generator loss: 0.730292 - 1s
Epoch 16029/50000
discriminator loss: 1.347541 - generator loss: 0.740578 - 1s
Epoch 16030/50000
discriminator loss: 1.353329 - generator loss: 0.744467 - 1s
Epoch 16031/50000
discriminator loss: 1.351313 - generator loss: 0.739276 - 1s
Epoch 16032/50000
discriminator loss: 1.355459 - generator loss: 0.745117 - 1s
Epoch 16033/50000
discriminator loss: 1.362467 - generator loss: 0.747466 - 1s
Epoch 16034/50000
discriminator loss: 1.358543 - generator loss: 0.748872 - 1s
Epoch 16035/50000
discriminator loss: 1.339415 - generator loss: 0.755213 - 1s
Epoch 16036/50000
discriminator loss: 1.370259 - generator loss: 0.726493 - 1s
Epoch 16037/50000
discriminator loss: 1.360893 - generator loss: 0.729468 - 1s
Epoch 16038/50000
discriminator loss: 1.346785 - generator loss: 0.743282 - 1s
Epoch 16039/50000
discriminator loss: 1.347828 - generator loss: 0.750571 - 1s
Epoch 16040/50000
discriminator loss: 1.358052 - generator loss: 0.742655 - 1s
Epoch 16041/50000
discriminator loss: 1.364774 - generator loss: 0.736288 - 1s
Epoch 16042/50000
discriminator loss: 1.352076 - generator loss: 0.756536 - 1s
Epoch 16043/50000
discriminator loss: 1.342887 - generator loss: 0.759140 - 1s
Epoch 16044/50000
discriminator loss: 1.357956 - generator loss: 0.736005 - 1s
Epoch 16045/50000
discriminator loss: 1.351525 - generator loss: 0.739692 - 1s
Epoch 16046/50000
discriminator loss: 1.345207 - generator loss: 0.744329 - 1s
Epoch 16047/50000
discriminator loss: 1.341727 - generator loss: 0.746987 - 1s
Epoch 16048/50000
discriminator loss: 1.349556 - generator loss: 0.745664 - 1s
Epoch 16049/50000
discriminator loss: 1.362241 - generator loss: 0.738670 - 1s
Epoch 16050/50000
discriminator loss: 1.357843 - generator loss: 0.753622 - 1s
Epoch 16051/50000
discriminator loss: 1.350480 - generator loss: 0.750601 - 1s
Epoch 16052/50000
discriminator loss: 1.356782 - generator loss: 0.749783 - 1s
Epoch 16053/50000
discriminator loss: 1.359234 - generator loss: 0.735032 - 1s
Epoch 16054/50000
discriminator loss: 1.357607 - generator loss: 0.731295 - 1s
Epoch 16055/50000
discriminator loss: 1.349643 - generator loss: 0.741885 - 1s
Epoch 16056/50000
discriminator loss: 1.342713 - generator loss: 0.753059 - 1s
Epoch 16057/50000
discriminator loss: 1.356753 - generator loss: 0.743333 - 1s
Epoch 16058/50000
discriminator loss: 1.365569 - generator loss: 0.745534 - 1s
Epoch 16059/50000
discriminator loss: 1.342304 - generator loss: 0.762163 - 1s
Epoch 16060/50000
discriminator loss: 1.346983 - generator loss: 0.754195 - 1s
Epoch 16061/50000
discriminator loss: 1.353528 - generator loss: 0.740657 - 1s
Epoch 16062/50000
discriminator loss: 1.359020 - generator loss: 0.737106 - 1s
Epoch 16063/50000
discriminator loss: 1.355918 - generator loss: 0.727076 - 1s
Epoch 16064/50000
discriminator loss: 1.340306 - generator loss: 0.753782 - 1s
Epoch 16065/50000
discriminator loss: 1.353617 - generator loss: 0.750243 - 1s
Epoch 16066/50000
discriminator loss: 1.364976 - generator loss: 0.739560 - 1s
Epoch 16067/50000
discriminator loss: 1.360102 - generator loss: 0.750908 - 1s
Epoch 16068/50000
discriminator loss: 1.351179 - generator loss: 0.751587 - 1s
Epoch 16069/50000
discriminator loss: 1.349034 - generator loss: 0.752682 - 1s
Epoch 16070/50000
discriminator loss: 1.362656 - generator loss: 0.726451 - 1s
Epoch 16071/50000
discriminator loss: 1.359898 - generator loss: 0.737561 - 1s
Epoch 16072/50000
discriminator loss: 1.352921 - generator loss: 0.737646 - 1s
Epoch 16073/50000
discriminator loss: 1.346061 - generator loss: 0.746908 - 1s
Epoch 16074/50000
discriminator loss: 1.362651 - generator loss: 0.743642 - 1s
Epoch 16075/50000
discriminator loss: 1.366505 - generator loss: 0.737586 - 1s
Epoch 16076/50000
discriminator loss: 1.352096 - generator loss: 0.756007 - 1s
Epoch 16077/50000
discriminator loss: 1.353450 - generator loss: 0.751769 - 1s
Epoch 16078/50000
discriminator loss: 1.349875 - generator loss: 0.745291 - 1s
Epoch 16079/50000
discriminator loss: 1.368546 - generator loss: 0.723971 - 1s
Epoch 16080/50000
discriminator loss: 1.358425 - generator loss: 0.736915 - 1s
Epoch 16081/50000
discriminator loss: 1.342275 - generator loss: 0.749334 - 1s
Epoch 16082/50000
discriminator loss: 1.350038 - generator loss: 0.746892 - 1s
Epoch 16083/50000
discriminator loss: 1.359586 - generator loss: 0.746885 - 1s
Epoch 16084/50000
discriminator loss: 1.364668 - generator loss: 0.743295 - 1s
Epoch 16085/50000
discriminator loss: 1.349617 - generator loss: 0.755154 - 1s
Epoch 16086/50000
discriminator loss: 1.345958 - generator loss: 0.750616 - 1s
Epoch 16087/50000
discriminator loss: 1.360910 - generator loss: 0.734657 - 1s
Epoch 16088/50000
discriminator loss: 1.355971 - generator loss: 0.737637 - 1s
Epoch 16089/50000
discriminator loss: 1.351933 - generator loss: 0.739087 - 1s
Epoch 16090/50000
discriminator loss: 1.344538 - generator loss: 0.743042 - 1s
Epoch 16091/50000
discriminator loss: 1.356793 - generator loss: 0.741262 - 1s
Epoch 16092/50000
discriminator loss: 1.368126 - generator loss: 0.740043 - 1s
Epoch 16093/50000
discriminator loss: 1.356918 - generator loss: 0.750433 - 1s
Epoch 16094/50000
discriminator loss: 1.351957 - generator loss: 0.752159 - 1s
Epoch 16095/50000
discriminator loss: 1.361619 - generator loss: 0.737635 - 1s
Epoch 16096/50000
discriminator loss: 1.356372 - generator loss: 0.733044 - 1s
Epoch 16097/50000
discriminator loss: 1.355224 - generator loss: 0.737369 - 1s
Epoch 16098/50000
discriminator loss: 1.348079 - generator loss: 0.743029 - 1s
Epoch 16099/50000
discriminator loss: 1.353706 - generator loss: 0.742695 - 1s
Epoch 16100/50000
discriminator loss: 1.368423 - generator loss: 0.737843 - 1s
Epoch 16101/50000
discriminator loss: 1.357068 - generator loss: 0.753925 - 1s
Epoch 16102/50000
discriminator loss: 1.346123 - generator loss: 0.751817 - 1s
Epoch 16103/50000
discriminator loss: 1.346650 - generator loss: 0.752556 - 1s
Epoch 16104/50000
discriminator loss: 1.364193 - generator loss: 0.728548 - 1s
Epoch 16105/50000
discriminator loss: 1.358242 - generator loss: 0.740001 - 1s
Epoch 16106/50000
discriminator loss: 1.352913 - generator loss: 0.737781 - 1s
Epoch 16107/50000
discriminator loss: 1.344739 - generator loss: 0.747610 - 1s
Epoch 16108/50000
discriminator loss: 1.363362 - generator loss: 0.741547 - 1s
Epoch 16109/50000
discriminator loss: 1.361548 - generator loss: 0.739096 - 1s
Epoch 16110/50000
discriminator loss: 1.353621 - generator loss: 0.746773 - 1s
Epoch 16111/50000
discriminator loss: 1.355507 - generator loss: 0.753633 - 1s
Epoch 16112/50000
discriminator loss: 1.355106 - generator loss: 0.741737 - 1s
Epoch 16113/50000
discriminator loss: 1.352813 - generator loss: 0.737222 - 1s
Epoch 16114/50000
discriminator loss: 1.350532 - generator loss: 0.739738 - 1s
Epoch 16115/50000
discriminator loss: 1.342618 - generator loss: 0.742762 - 1s
Epoch 16116/50000
discriminator loss: 1.354497 - generator loss: 0.745889 - 1s
Epoch 16117/50000
discriminator loss: 1.361820 - generator loss: 0.736805 - 1s
Epoch 16118/50000
discriminator loss: 1.364063 - generator loss: 0.738894 - 1s
Epoch 16119/50000
discriminator loss: 1.345736 - generator loss: 0.758516 - 1s
Epoch 16120/50000
discriminator loss: 1.348950 - generator loss: 0.752796 - 1s
Epoch 16121/50000
discriminator loss: 1.369737 - generator loss: 0.730207 - 1s
Epoch 16122/50000
discriminator loss: 1.361641 - generator loss: 0.732249 - 1s
Epoch 16123/50000
discriminator loss: 1.354373 - generator loss: 0.729836 - 1s
Epoch 16124/50000
discriminator loss: 1.349753 - generator loss: 0.748969 - 1s
Epoch 16125/50000
discriminator loss: 1.347679 - generator loss: 0.752573 - 1s
Epoch 16126/50000
discriminator loss: 1.368464 - generator loss: 0.731044 - 1s
Epoch 16127/50000
discriminator loss: 1.354869 - generator loss: 0.752287 - 1s
Epoch 16128/50000
discriminator loss: 1.350446 - generator loss: 0.752289 - 1s
Epoch 16129/50000
discriminator loss: 1.350389 - generator loss: 0.748186 - 1s
Epoch 16130/50000
discriminator loss: 1.350642 - generator loss: 0.741070 - 1s
Epoch 16131/50000
discriminator loss: 1.353874 - generator loss: 0.736066 - 1s
Epoch 16132/50000
discriminator loss: 1.351076 - generator loss: 0.740343 - 1s
Epoch 16133/50000
discriminator loss: 1.350295 - generator loss: 0.743583 - 1s
Epoch 16134/50000
discriminator loss: 1.355938 - generator loss: 0.740665 - 1s
Epoch 16135/50000
discriminator loss: 1.352110 - generator loss: 0.747825 - 1s
Epoch 16136/50000
discriminator loss: 1.348993 - generator loss: 0.750310 - 1s
Epoch 16137/50000
discriminator loss: 1.342283 - generator loss: 0.756142 - 1s
Epoch 16138/50000
discriminator loss: 1.353162 - generator loss: 0.740559 - 1s
Epoch 16139/50000
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Epoch 16140/50000
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Epoch 16141/50000
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Epoch 16142/50000
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Epoch 16143/50000
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Epoch 16144/50000
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Epoch 16145/50000
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Epoch 16146/50000
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Epoch 16147/50000
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Epoch 16148/50000
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Epoch 16149/50000
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Epoch 16150/50000
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Epoch 16151/50000
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Epoch 16152/50000
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Epoch 16153/50000
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Epoch 16154/50000
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Epoch 16155/50000
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Epoch 16156/50000
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Epoch 16157/50000
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Epoch 16158/50000
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Epoch 16159/50000
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Epoch 16160/50000
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Epoch 16161/50000
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Epoch 16162/50000
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Epoch 16163/50000
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Epoch 16164/50000
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Epoch 16165/50000
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Epoch 16166/50000
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Epoch 16167/50000
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Epoch 16168/50000
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Epoch 16169/50000
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Epoch 16170/50000
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Epoch 16171/50000
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Epoch 16172/50000
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Epoch 16173/50000
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Epoch 16174/50000
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Epoch 16175/50000
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Epoch 16176/50000
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Epoch 16177/50000
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Epoch 16178/50000
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Epoch 16179/50000
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Epoch 16180/50000
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Epoch 16181/50000
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Epoch 16182/50000
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Epoch 16183/50000
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Epoch 16184/50000
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Epoch 16185/50000
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Epoch 16186/50000
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Epoch 16187/50000
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Epoch 16188/50000
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Epoch 16189/50000
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Epoch 16190/50000
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Epoch 16191/50000
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Epoch 16192/50000
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Epoch 16193/50000
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Epoch 16194/50000
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Epoch 16195/50000
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Epoch 16196/50000
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Epoch 16197/50000
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Epoch 16198/50000
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Epoch 16199/50000
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Epoch 16200/50000
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Epoch 16201/50000
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Epoch 16202/50000
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Epoch 16203/50000
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Epoch 16204/50000
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Epoch 16205/50000
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Epoch 16206/50000
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Epoch 16207/50000
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Epoch 16208/50000
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Epoch 16209/50000
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Epoch 16210/50000
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Epoch 16211/50000
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Epoch 16212/50000
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Epoch 16213/50000
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Epoch 16214/50000
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Epoch 16215/50000
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Epoch 16216/50000
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Epoch 16217/50000
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Epoch 16218/50000
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Epoch 16219/50000
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Epoch 16220/50000
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Epoch 16221/50000
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Epoch 16222/50000
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Epoch 16223/50000
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Epoch 16224/50000
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Epoch 16225/50000
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Epoch 16226/50000
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Epoch 16227/50000
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Epoch 16228/50000
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Epoch 16229/50000
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Epoch 16230/50000
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Epoch 16231/50000
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Epoch 16232/50000
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Epoch 16233/50000
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Epoch 16234/50000
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Epoch 16235/50000
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Epoch 16236/50000
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Epoch 16237/50000
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Epoch 16238/50000
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Epoch 16239/50000
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Epoch 16240/50000
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Epoch 16241/50000
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Epoch 16242/50000
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Epoch 16243/50000
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Epoch 16244/50000
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Epoch 16245/50000
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Epoch 16246/50000
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Epoch 16247/50000
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Epoch 16248/50000
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Epoch 16249/50000
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Epoch 16250/50000
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Epoch 16251/50000
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Epoch 16252/50000
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Epoch 16253/50000
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Epoch 16254/50000
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Epoch 16255/50000
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Epoch 16256/50000
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Epoch 16257/50000
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Epoch 16258/50000
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Epoch 16259/50000
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Epoch 16260/50000
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Epoch 16261/50000
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Epoch 16262/50000
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Epoch 16263/50000
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Epoch 16264/50000
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Epoch 16265/50000
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Epoch 16266/50000
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Epoch 16267/50000
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Epoch 16268/50000
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Epoch 16269/50000
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Epoch 16270/50000
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Epoch 16271/50000
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Epoch 16272/50000
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Epoch 16273/50000
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Epoch 16274/50000
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Epoch 16275/50000
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Epoch 16276/50000
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Epoch 16277/50000
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Epoch 16278/50000
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Epoch 16279/50000
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Epoch 16280/50000
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Epoch 16281/50000
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Epoch 16282/50000
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Epoch 16283/50000
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Epoch 16284/50000
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Epoch 16285/50000
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Epoch 16286/50000
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Epoch 16287/50000
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Epoch 16288/50000
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Epoch 16289/50000
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Epoch 16290/50000
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Epoch 16291/50000
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Epoch 16292/50000
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Epoch 16293/50000
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Epoch 16294/50000
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Epoch 16295/50000
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Epoch 16296/50000
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Epoch 16297/50000
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Epoch 16298/50000
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Epoch 16299/50000
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Epoch 16300/50000
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Epoch 16301/50000
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Epoch 16302/50000
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Epoch 16303/50000
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Epoch 16304/50000
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Epoch 16305/50000
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Epoch 16306/50000
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Epoch 16307/50000
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Epoch 16308/50000
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Epoch 16309/50000
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Epoch 16310/50000
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Epoch 16311/50000
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Epoch 16312/50000
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Epoch 16313/50000
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Epoch 16314/50000
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Epoch 16315/50000
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Epoch 16316/50000
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Epoch 16317/50000
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Epoch 16318/50000
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Epoch 16319/50000
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Epoch 16320/50000
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Epoch 16321/50000
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Epoch 16322/50000
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Epoch 16323/50000
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Epoch 16324/50000
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Epoch 16325/50000
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Epoch 16326/50000
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Epoch 16327/50000
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Epoch 16328/50000
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Epoch 16329/50000
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Epoch 16330/50000
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Epoch 16331/50000
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Epoch 16332/50000
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Epoch 16333/50000
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Epoch 16334/50000
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Epoch 16335/50000
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Epoch 16336/50000
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Epoch 16337/50000
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Epoch 16338/50000
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Epoch 16339/50000
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Epoch 16340/50000
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Epoch 16341/50000
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Epoch 16342/50000
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Epoch 16343/50000
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Epoch 16344/50000
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Epoch 16345/50000
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Epoch 16346/50000
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Epoch 16347/50000
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Epoch 16348/50000
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Epoch 16349/50000
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Epoch 16350/50000
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Epoch 16351/50000
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Epoch 16352/50000
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Epoch 16353/50000
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Epoch 16354/50000
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Epoch 16355/50000
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Epoch 16356/50000
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Epoch 16357/50000
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Epoch 16358/50000
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Epoch 16359/50000
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Epoch 16360/50000
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Epoch 16361/50000
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Epoch 16362/50000
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Epoch 16363/50000
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Epoch 16364/50000
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Epoch 16365/50000
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Epoch 16366/50000
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Epoch 16367/50000
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Epoch 16368/50000
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Epoch 16369/50000
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Epoch 16370/50000
discriminator loss: 1.346689 - generator loss: 0.751772 - 1s
Epoch 16371/50000
discriminator loss: 1.352356 - generator loss: 0.745696 - 1s
Epoch 16372/50000
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Epoch 16373/50000
discriminator loss: 1.355501 - generator loss: 0.749270 - 1s
Epoch 16374/50000
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Epoch 16375/50000
discriminator loss: 1.351669 - generator loss: 0.745765 - 1s
Epoch 16376/50000
discriminator loss: 1.364463 - generator loss: 0.730778 - 1s
Epoch 16377/50000
discriminator loss: 1.353626 - generator loss: 0.738033 - 1s
Epoch 16378/50000
discriminator loss: 1.351017 - generator loss: 0.738218 - 1s
Epoch 16379/50000
discriminator loss: 1.342558 - generator loss: 0.749918 - 1s
Epoch 16380/50000
discriminator loss: 1.367825 - generator loss: 0.742940 - 1s
Epoch 16381/50000
discriminator loss: 1.355746 - generator loss: 0.748998 - 1s
Epoch 16382/50000
discriminator loss: 1.356244 - generator loss: 0.742482 - 1s
Epoch 16383/50000
discriminator loss: 1.359078 - generator loss: 0.743936 - 1s
Epoch 16384/50000
discriminator loss: 1.360474 - generator loss: 0.737167 - 1s
Epoch 16385/50000
discriminator loss: 1.365044 - generator loss: 0.724623 - 1s
Epoch 16386/50000
discriminator loss: 1.344423 - generator loss: 0.750331 - 1s
Epoch 16387/50000
discriminator loss: 1.354424 - generator loss: 0.744015 - 1s
Epoch 16388/50000
discriminator loss: 1.353791 - generator loss: 0.742320 - 1s
Epoch 16389/50000
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Epoch 16390/50000
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Epoch 16391/50000
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Epoch 16392/50000
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Epoch 16393/50000
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Epoch 16394/50000
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Epoch 16395/50000
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Epoch 16396/50000
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Epoch 16397/50000
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Epoch 16398/50000
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Epoch 16399/50000
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Epoch 16400/50000
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Epoch 16401/50000
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Epoch 16402/50000
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Epoch 16403/50000
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Epoch 16404/50000
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Epoch 16405/50000
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Epoch 16406/50000
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Epoch 16407/50000
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Epoch 16408/50000
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Epoch 16409/50000
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Epoch 16410/50000
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Epoch 16411/50000
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Epoch 16412/50000
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Epoch 16413/50000
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Epoch 16414/50000
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Epoch 16415/50000
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Epoch 16416/50000
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Epoch 16417/50000
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Epoch 16418/50000
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Epoch 16419/50000
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Epoch 16420/50000
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Epoch 16421/50000
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Epoch 16422/50000
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Epoch 16423/50000
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Epoch 16424/50000
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Epoch 16425/50000
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Epoch 16426/50000
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Epoch 16427/50000
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Epoch 16428/50000
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Epoch 16429/50000
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Epoch 16430/50000
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Epoch 16431/50000
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Epoch 16432/50000
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Epoch 16433/50000
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Epoch 16434/50000
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Epoch 16435/50000
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Epoch 16436/50000
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Epoch 16437/50000
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Epoch 16438/50000
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Epoch 16439/50000
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Epoch 16440/50000
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Epoch 16441/50000
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Epoch 16442/50000
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Epoch 16443/50000
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Epoch 16444/50000
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Epoch 16445/50000
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Epoch 16446/50000
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Epoch 16447/50000
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Epoch 16448/50000
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Epoch 16449/50000
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Epoch 16450/50000
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Epoch 16451/50000
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Epoch 16452/50000
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Epoch 16453/50000
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Epoch 16454/50000
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Epoch 16455/50000
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Epoch 16456/50000
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Epoch 16457/50000
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Epoch 16458/50000
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Epoch 16459/50000
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Epoch 16460/50000
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Epoch 16461/50000
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Epoch 16462/50000
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Epoch 16463/50000
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Epoch 16464/50000
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Epoch 16465/50000
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Epoch 16466/50000
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Epoch 16467/50000
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Epoch 16468/50000
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Epoch 16469/50000
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Epoch 16470/50000
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Epoch 16471/50000
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Epoch 16472/50000
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Epoch 16473/50000
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Epoch 16474/50000
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Epoch 16475/50000
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Epoch 16476/50000
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Epoch 16477/50000
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Epoch 16478/50000
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Epoch 16479/50000
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Epoch 16480/50000
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Epoch 16481/50000
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Epoch 16482/50000
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Epoch 16483/50000
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Epoch 16484/50000
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Epoch 16485/50000
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Epoch 16486/50000
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Epoch 16487/50000
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Epoch 16488/50000
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Epoch 16489/50000
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Epoch 16490/50000
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Epoch 16491/50000
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Epoch 16492/50000
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Epoch 16493/50000
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Epoch 16494/50000
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Epoch 16495/50000
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Epoch 16496/50000
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Epoch 16497/50000
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Epoch 16498/50000
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Epoch 16499/50000
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Epoch 16500/50000
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Epoch 16501/50000
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Epoch 16502/50000
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Epoch 16503/50000
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Epoch 16504/50000
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Epoch 16505/50000
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Epoch 16506/50000
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Epoch 16507/50000
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Epoch 16508/50000
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Epoch 16509/50000
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Epoch 16510/50000
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Epoch 16511/50000
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Epoch 16512/50000
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Epoch 16513/50000
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Epoch 16514/50000
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Epoch 16515/50000
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Epoch 16516/50000
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Epoch 16517/50000
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Epoch 16518/50000
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Epoch 16519/50000
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Epoch 16520/50000
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Epoch 16521/50000
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Epoch 16522/50000
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Epoch 16523/50000
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Epoch 16524/50000
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Epoch 16525/50000
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Epoch 16526/50000
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Epoch 16527/50000
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Epoch 16528/50000
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Epoch 16529/50000
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Epoch 16530/50000
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Epoch 16531/50000
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Epoch 16532/50000
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Epoch 16533/50000
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Epoch 16534/50000
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Epoch 16535/50000
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Epoch 16536/50000
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Epoch 16537/50000
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Epoch 16538/50000
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Epoch 16539/50000
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Epoch 16540/50000
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Epoch 16541/50000
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Epoch 16542/50000
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Epoch 16543/50000
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Epoch 16544/50000
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Epoch 16545/50000
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Epoch 16546/50000
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Epoch 16547/50000
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Epoch 16548/50000
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Epoch 16549/50000
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Epoch 16550/50000
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Epoch 16551/50000
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Epoch 16552/50000
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Epoch 16553/50000
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Epoch 16554/50000
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Epoch 16555/50000
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Epoch 16556/50000
discriminator loss: 1.370488 - generator loss: 0.727884 - 1s
Epoch 16557/50000
discriminator loss: 1.355593 - generator loss: 0.736715 - 1s
Epoch 16558/50000
discriminator loss: 1.357619 - generator loss: 0.741955 - 1s
Epoch 16559/50000
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Epoch 16560/50000
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Epoch 16561/50000
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Epoch 16562/50000
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Epoch 16563/50000
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Epoch 16564/50000
discriminator loss: 1.357127 - generator loss: 0.739983 - 1s
Epoch 16565/50000
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Epoch 16566/50000
discriminator loss: 1.355496 - generator loss: 0.730324 - 1s
Epoch 16567/50000
discriminator loss: 1.351418 - generator loss: 0.751073 - 1s
Epoch 16568/50000
discriminator loss: 1.364188 - generator loss: 0.740655 - 1s
Epoch 16569/50000
discriminator loss: 1.362529 - generator loss: 0.739603 - 1s
Epoch 16570/50000
discriminator loss: 1.354465 - generator loss: 0.744401 - 1s
Epoch 16571/50000
discriminator loss: 1.350691 - generator loss: 0.755220 - 1s
Epoch 16572/50000
discriminator loss: 1.359983 - generator loss: 0.738434 - 1s
Epoch 16573/50000
discriminator loss: 1.358929 - generator loss: 0.732738 - 1s
Epoch 16574/50000
discriminator loss: 1.357715 - generator loss: 0.733672 - 1s
Epoch 16575/50000
discriminator loss: 1.355594 - generator loss: 0.732831 - 1s
Epoch 16576/50000
discriminator loss: 1.348008 - generator loss: 0.747369 - 1s
Epoch 16577/50000
discriminator loss: 1.354952 - generator loss: 0.746923 - 1s
Epoch 16578/50000
discriminator loss: 1.368997 - generator loss: 0.734581 - 1s
Epoch 16579/50000
discriminator loss: 1.354565 - generator loss: 0.756596 - 1s
Epoch 16580/50000
discriminator loss: 1.357331 - generator loss: 0.747555 - 1s
Epoch 16581/50000
discriminator loss: 1.351540 - generator loss: 0.743029 - 1s
Epoch 16582/50000
discriminator loss: 1.356156 - generator loss: 0.733438 - 1s
Epoch 16583/50000
discriminator loss: 1.350587 - generator loss: 0.741484 - 1s
Epoch 16584/50000
discriminator loss: 1.352342 - generator loss: 0.741577 - 1s
Epoch 16585/50000
discriminator loss: 1.348829 - generator loss: 0.744799 - 1s
Epoch 16586/50000
discriminator loss: 1.361489 - generator loss: 0.747432 - 1s
Epoch 16587/50000
discriminator loss: 1.356123 - generator loss: 0.746715 - 1s
Epoch 16588/50000
discriminator loss: 1.353344 - generator loss: 0.751677 - 1s
Epoch 16589/50000
discriminator loss: 1.341869 - generator loss: 0.749078 - 1s
Epoch 16590/50000
discriminator loss: 1.359080 - generator loss: 0.735506 - 1s
Epoch 16591/50000
discriminator loss: 1.356074 - generator loss: 0.738683 - 1s
Epoch 16592/50000
discriminator loss: 1.340343 - generator loss: 0.756825 - 1s
Epoch 16593/50000
discriminator loss: 1.351085 - generator loss: 0.739663 - 1s
Epoch 16594/50000
discriminator loss: 1.353034 - generator loss: 0.743486 - 1s
Epoch 16595/50000
discriminator loss: 1.362843 - generator loss: 0.742427 - 1s
Epoch 16596/50000
discriminator loss: 1.344308 - generator loss: 0.759684 - 1s
Epoch 16597/50000
discriminator loss: 1.349984 - generator loss: 0.750737 - 1s
Epoch 16598/50000
discriminator loss: 1.346155 - generator loss: 0.749267 - 1s
Epoch 16599/50000
discriminator loss: 1.362382 - generator loss: 0.734776 - 1s
Epoch 16600/50000
discriminator loss: 1.358424 - generator loss: 0.729724 - 1s
Epoch 16601/50000
discriminator loss: 1.344123 - generator loss: 0.748878 - 1s
Epoch 16602/50000
discriminator loss: 1.352382 - generator loss: 0.749150 - 1s
Epoch 16603/50000
discriminator loss: 1.354865 - generator loss: 0.740829 - 1s
Epoch 16604/50000
discriminator loss: 1.354672 - generator loss: 0.753807 - 1s
Epoch 16605/50000
discriminator loss: 1.358750 - generator loss: 0.743387 - 1s
Epoch 16606/50000
discriminator loss: 1.350303 - generator loss: 0.749949 - 1s
Epoch 16607/50000
discriminator loss: 1.364554 - generator loss: 0.728132 - 1s
Epoch 16608/50000
discriminator loss: 1.354320 - generator loss: 0.737382 - 1s
Epoch 16609/50000
discriminator loss: 1.353024 - generator loss: 0.738737 - 1s
Epoch 16610/50000
discriminator loss: 1.354368 - generator loss: 0.744258 - 1s
Epoch 16611/50000
discriminator loss: 1.349823 - generator loss: 0.751210 - 1s
Epoch 16612/50000
discriminator loss: 1.358235 - generator loss: 0.742972 - 1s
Epoch 16613/50000
discriminator loss: 1.363969 - generator loss: 0.739810 - 1s
Epoch 16614/50000
discriminator loss: 1.351581 - generator loss: 0.750413 - 1s
Epoch 16615/50000
discriminator loss: 1.355117 - generator loss: 0.740124 - 1s
Epoch 16616/50000
discriminator loss: 1.361300 - generator loss: 0.729752 - 1s
Epoch 16617/50000
discriminator loss: 1.366973 - generator loss: 0.737967 - 1s
Epoch 16618/50000
discriminator loss: 1.350504 - generator loss: 0.735612 - 1s
Epoch 16619/50000
discriminator loss: 1.346782 - generator loss: 0.745299 - 1s
Epoch 16620/50000
discriminator loss: 1.363302 - generator loss: 0.738676 - 1s
Epoch 16621/50000
discriminator loss: 1.350479 - generator loss: 0.753529 - 1s
Epoch 16622/50000
discriminator loss: 1.356686 - generator loss: 0.745215 - 1s
Epoch 16623/50000
discriminator loss: 1.359329 - generator loss: 0.742649 - 1s
Epoch 16624/50000
discriminator loss: 1.360097 - generator loss: 0.733043 - 1s
Epoch 16625/50000
discriminator loss: 1.362423 - generator loss: 0.739704 - 1s
Epoch 16626/50000
discriminator loss: 1.358159 - generator loss: 0.742170 - 1s
Epoch 16627/50000
discriminator loss: 1.342878 - generator loss: 0.745273 - 1s
Epoch 16628/50000
discriminator loss: 1.356794 - generator loss: 0.734087 - 1s
Epoch 16629/50000
discriminator loss: 1.360925 - generator loss: 0.740999 - 1s
Epoch 16630/50000
discriminator loss: 1.352964 - generator loss: 0.750204 - 1s
Epoch 16631/50000
discriminator loss: 1.342619 - generator loss: 0.757219 - 1s
Epoch 16632/50000
discriminator loss: 1.353945 - generator loss: 0.743306 - 1s
Epoch 16633/50000
discriminator loss: 1.351847 - generator loss: 0.745303 - 1s
Epoch 16634/50000
discriminator loss: 1.364319 - generator loss: 0.729851 - 1s
Epoch 16635/50000
discriminator loss: 1.345736 - generator loss: 0.739578 - 1s
Epoch 16636/50000
discriminator loss: 1.348909 - generator loss: 0.747371 - 1s
Epoch 16637/50000
discriminator loss: 1.357155 - generator loss: 0.748089 - 1s
Epoch 16638/50000
discriminator loss: 1.349743 - generator loss: 0.746735 - 1s
Epoch 16639/50000
discriminator loss: 1.357976 - generator loss: 0.749839 - 1s
Epoch 16640/50000
discriminator loss: 1.354921 - generator loss: 0.744833 - 1s
Epoch 16641/50000
discriminator loss: 1.355538 - generator loss: 0.745113 - 1s
Epoch 16642/50000
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Epoch 16643/50000
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Epoch 16644/50000
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Epoch 16645/50000
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Epoch 16646/50000
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Epoch 16647/50000
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Epoch 16648/50000
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Epoch 16649/50000
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Epoch 16650/50000
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Epoch 16651/50000
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Epoch 16652/50000
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Epoch 16653/50000
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Epoch 16654/50000
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Epoch 16655/50000
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Epoch 16656/50000
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Epoch 16657/50000
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Epoch 16658/50000
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Epoch 16659/50000
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Epoch 16660/50000
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Epoch 16661/50000
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Epoch 16662/50000
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Epoch 16663/50000
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Epoch 16664/50000
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Epoch 16665/50000
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Epoch 16666/50000
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Epoch 16667/50000
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Epoch 16668/50000
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Epoch 16669/50000
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Epoch 16670/50000
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Epoch 16671/50000
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Epoch 16672/50000
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Epoch 16673/50000
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Epoch 16674/50000
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Epoch 16675/50000
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Epoch 16676/50000
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Epoch 16677/50000
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Epoch 16678/50000
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Epoch 16679/50000
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Epoch 16680/50000
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Epoch 16681/50000
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Epoch 16682/50000
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Epoch 16683/50000
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Epoch 16684/50000
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Epoch 16685/50000
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Epoch 16686/50000
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Epoch 16687/50000
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Epoch 16688/50000
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Epoch 16689/50000
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Epoch 16690/50000
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Epoch 16691/50000
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Epoch 16692/50000
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Epoch 16693/50000
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Epoch 16694/50000
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Epoch 16695/50000
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Epoch 16696/50000
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Epoch 16697/50000
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Epoch 16698/50000
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Epoch 16699/50000
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Epoch 16700/50000
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Epoch 16701/50000
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Epoch 16702/50000
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Epoch 16703/50000
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Epoch 16704/50000
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Epoch 16705/50000
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Epoch 16706/50000
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Epoch 16707/50000
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Epoch 16708/50000
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Epoch 16709/50000
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Epoch 16710/50000
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Epoch 16711/50000
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Epoch 16712/50000
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Epoch 16713/50000
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Epoch 16714/50000
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Epoch 16715/50000
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Epoch 16716/50000
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Epoch 16717/50000
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Epoch 16718/50000
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Epoch 16719/50000
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Epoch 16720/50000
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Epoch 16721/50000
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Epoch 16722/50000
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Epoch 16723/50000
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Epoch 16724/50000
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Epoch 16725/50000
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Epoch 16726/50000
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Epoch 16727/50000
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Epoch 16728/50000
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Epoch 16729/50000
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Epoch 16730/50000
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Epoch 16731/50000
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Epoch 16732/50000
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Epoch 16733/50000
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Epoch 16734/50000
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Epoch 16735/50000
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Epoch 16736/50000
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Epoch 16737/50000
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Epoch 16738/50000
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Epoch 16739/50000
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Epoch 16740/50000
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Epoch 16741/50000
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Epoch 16742/50000
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Epoch 16743/50000
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Epoch 16744/50000
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Epoch 16745/50000
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Epoch 16746/50000
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Epoch 16747/50000
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Epoch 16748/50000
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Epoch 16749/50000
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Epoch 16750/50000
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Epoch 16751/50000
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Epoch 16752/50000
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Epoch 16753/50000
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Epoch 16754/50000
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Epoch 16755/50000
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Epoch 16756/50000
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Epoch 16757/50000
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Epoch 16758/50000
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Epoch 16759/50000
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Epoch 16760/50000
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Epoch 16761/50000
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Epoch 16762/50000
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Epoch 16763/50000
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Epoch 16764/50000
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Epoch 16765/50000
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Epoch 16766/50000
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Epoch 16767/50000
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Epoch 16768/50000
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Epoch 16769/50000
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Epoch 16770/50000
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Epoch 16771/50000
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Epoch 16772/50000
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Epoch 16773/50000
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Epoch 16774/50000
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Epoch 16775/50000
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Epoch 16776/50000
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Epoch 16777/50000
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Epoch 16778/50000
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Epoch 16779/50000
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Epoch 16780/50000
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Epoch 16781/50000
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Epoch 16782/50000
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Epoch 16783/50000
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Epoch 16784/50000
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Epoch 16785/50000
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Epoch 16786/50000
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Epoch 16787/50000
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Epoch 16788/50000
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Epoch 16789/50000
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Epoch 16790/50000
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Epoch 16791/50000
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Epoch 16792/50000
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Epoch 16793/50000
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Epoch 16794/50000
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Epoch 16795/50000
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Epoch 16796/50000
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Epoch 16797/50000
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Epoch 16798/50000
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Epoch 16799/50000
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Epoch 16800/50000
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Epoch 16801/50000
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Epoch 16802/50000
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Epoch 16803/50000
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Epoch 16804/50000
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Epoch 16805/50000
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Epoch 16806/50000
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Epoch 16807/50000
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Epoch 16808/50000
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Epoch 16809/50000
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Epoch 16810/50000
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Epoch 16811/50000
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Epoch 16812/50000
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Epoch 16813/50000
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Epoch 16814/50000
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Epoch 16815/50000
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Epoch 16816/50000
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Epoch 16817/50000
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Epoch 16818/50000
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Epoch 16819/50000
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Epoch 16820/50000
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Epoch 16821/50000
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Epoch 16822/50000
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Epoch 16823/50000
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Epoch 16824/50000
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Epoch 16825/50000
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Epoch 16826/50000
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Epoch 16827/50000
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Epoch 16828/50000
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Epoch 16829/50000
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Epoch 16830/50000
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Epoch 16831/50000
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Epoch 16832/50000
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Epoch 16833/50000
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Epoch 16834/50000
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Epoch 16835/50000
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Epoch 16836/50000
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Epoch 16837/50000
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Epoch 16838/50000
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Epoch 16839/50000
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Epoch 16840/50000
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Epoch 16841/50000
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Epoch 16842/50000
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Epoch 16843/50000
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Epoch 16844/50000
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Epoch 16845/50000
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Epoch 16846/50000
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Epoch 16847/50000
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Epoch 16848/50000
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Epoch 16849/50000
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Epoch 16850/50000
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Epoch 16851/50000
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Epoch 16852/50000
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Epoch 16853/50000
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Epoch 16854/50000
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Epoch 16855/50000
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Epoch 16856/50000
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Epoch 16857/50000
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Epoch 16858/50000
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Epoch 16859/50000
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Epoch 16860/50000
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Epoch 16861/50000
discriminator loss: 1.360939 - generator loss: 0.745660 - 1s
Epoch 16862/50000
discriminator loss: 1.346239 - generator loss: 0.757902 - 1s
Epoch 16863/50000
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Epoch 16864/50000
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Epoch 16865/50000
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Epoch 16866/50000
discriminator loss: 1.345591 - generator loss: 0.740512 - 1s
Epoch 16867/50000
discriminator loss: 1.348704 - generator loss: 0.751553 - 1s
Epoch 16868/50000
discriminator loss: 1.355092 - generator loss: 0.747798 - 1s
Epoch 16869/50000
discriminator loss: 1.361615 - generator loss: 0.742128 - 1s
Epoch 16870/50000
discriminator loss: 1.354657 - generator loss: 0.744728 - 1s
Epoch 16871/50000
discriminator loss: 1.352166 - generator loss: 0.754206 - 1s
Epoch 16872/50000
discriminator loss: 1.349624 - generator loss: 0.751496 - 1s
Epoch 16873/50000
discriminator loss: 1.360988 - generator loss: 0.730526 - 1s
Epoch 16874/50000
discriminator loss: 1.357823 - generator loss: 0.735753 - 1s
Epoch 16875/50000
discriminator loss: 1.348798 - generator loss: 0.740423 - 1s
Epoch 16876/50000
discriminator loss: 1.347858 - generator loss: 0.744140 - 1s
Epoch 16877/50000
discriminator loss: 1.370208 - generator loss: 0.740488 - 1s
Epoch 16878/50000
discriminator loss: 1.363193 - generator loss: 0.745161 - 1s
Epoch 16879/50000
discriminator loss: 1.352338 - generator loss: 0.751755 - 1s
Epoch 16880/50000
discriminator loss: 1.341482 - generator loss: 0.758427 - 1s
Epoch 16881/50000
discriminator loss: 1.354010 - generator loss: 0.742965 - 1s
Epoch 16882/50000
discriminator loss: 1.366296 - generator loss: 0.730537 - 1s
Epoch 16883/50000
discriminator loss: 1.359383 - generator loss: 0.738089 - 1s
Epoch 16884/50000
discriminator loss: 1.338088 - generator loss: 0.743498 - 1s
Epoch 16885/50000
discriminator loss: 1.353844 - generator loss: 0.747063 - 1s
Epoch 16886/50000
discriminator loss: 1.370189 - generator loss: 0.735163 - 1s
Epoch 16887/50000
discriminator loss: 1.361773 - generator loss: 0.747198 - 1s
Epoch 16888/50000
discriminator loss: 1.349119 - generator loss: 0.759428 - 1s
Epoch 16889/50000
discriminator loss: 1.353173 - generator loss: 0.751460 - 1s
Epoch 16890/50000
discriminator loss: 1.356703 - generator loss: 0.741700 - 1s
Epoch 16891/50000
discriminator loss: 1.371369 - generator loss: 0.720562 - 1s
Epoch 16892/50000
discriminator loss: 1.360514 - generator loss: 0.740077 - 1s
Epoch 16893/50000
discriminator loss: 1.350634 - generator loss: 0.747939 - 1s
Epoch 16894/50000
discriminator loss: 1.337709 - generator loss: 0.745462 - 1s
Epoch 16895/50000
discriminator loss: 1.367463 - generator loss: 0.736989 - 1s
Epoch 16896/50000
discriminator loss: 1.365797 - generator loss: 0.743067 - 1s
Epoch 16897/50000
discriminator loss: 1.348959 - generator loss: 0.758039 - 1s
Epoch 16898/50000
discriminator loss: 1.348395 - generator loss: 0.751215 - 1s
Epoch 16899/50000
discriminator loss: 1.354451 - generator loss: 0.748648 - 1s
Epoch 16900/50000
discriminator loss: 1.372835 - generator loss: 0.714936 - 1s
Epoch 16901/50000
discriminator loss: 1.357659 - generator loss: 0.736084 - 1s
Epoch 16902/50000
discriminator loss: 1.345039 - generator loss: 0.747222 - 1s
Epoch 16903/50000
discriminator loss: 1.348628 - generator loss: 0.744179 - 1s
Epoch 16904/50000
discriminator loss: 1.359350 - generator loss: 0.742027 - 1s
Epoch 16905/50000
discriminator loss: 1.359513 - generator loss: 0.748357 - 1s
Epoch 16906/50000
discriminator loss: 1.344930 - generator loss: 0.761023 - 1s
Epoch 16907/50000
discriminator loss: 1.346483 - generator loss: 0.756079 - 1s
Epoch 16908/50000
discriminator loss: 1.367127 - generator loss: 0.731575 - 1s
Epoch 16909/50000
discriminator loss: 1.366570 - generator loss: 0.733337 - 1s
Epoch 16910/50000
discriminator loss: 1.360652 - generator loss: 0.727625 - 1s
Epoch 16911/50000
discriminator loss: 1.338604 - generator loss: 0.751158 - 1s
Epoch 16912/50000
discriminator loss: 1.351739 - generator loss: 0.747907 - 1s
Epoch 16913/50000
discriminator loss: 1.361149 - generator loss: 0.746911 - 1s
Epoch 16914/50000
discriminator loss: 1.358001 - generator loss: 0.745010 - 1s
Epoch 16915/50000
discriminator loss: 1.353030 - generator loss: 0.750385 - 1s
Epoch 16916/50000
discriminator loss: 1.354210 - generator loss: 0.747681 - 1s
Epoch 16917/50000
discriminator loss: 1.346309 - generator loss: 0.753849 - 1s
Epoch 16918/50000
discriminator loss: 1.359418 - generator loss: 0.731863 - 1s
Epoch 16919/50000
discriminator loss: 1.353363 - generator loss: 0.732893 - 1s
Epoch 16920/50000
discriminator loss: 1.345153 - generator loss: 0.739209 - 1s
Epoch 16921/50000
discriminator loss: 1.346875 - generator loss: 0.752875 - 1s
Epoch 16922/50000
discriminator loss: 1.360346 - generator loss: 0.745549 - 1s
Epoch 16923/50000
discriminator loss: 1.362927 - generator loss: 0.742150 - 1s
Epoch 16924/50000
discriminator loss: 1.359949 - generator loss: 0.739297 - 1s
Epoch 16925/50000
discriminator loss: 1.354496 - generator loss: 0.746288 - 1s
Epoch 16926/50000
discriminator loss: 1.353260 - generator loss: 0.748176 - 1s
Epoch 16927/50000
discriminator loss: 1.360883 - generator loss: 0.736009 - 1s
Epoch 16928/50000
discriminator loss: 1.359037 - generator loss: 0.730423 - 1s
Epoch 16929/50000
discriminator loss: 1.353818 - generator loss: 0.738747 - 1s
Epoch 16930/50000
discriminator loss: 1.357880 - generator loss: 0.742028 - 1s
Epoch 16931/50000
discriminator loss: 1.361576 - generator loss: 0.741620 - 1s
Epoch 16932/50000
discriminator loss: 1.353466 - generator loss: 0.744891 - 1s
Epoch 16933/50000
discriminator loss: 1.353305 - generator loss: 0.748289 - 1s
Epoch 16934/50000
discriminator loss: 1.359547 - generator loss: 0.752115 - 1s
Epoch 16935/50000
discriminator loss: 1.360963 - generator loss: 0.733307 - 1s
Epoch 16936/50000
discriminator loss: 1.366213 - generator loss: 0.729084 - 1s
Epoch 16937/50000
discriminator loss: 1.362507 - generator loss: 0.736303 - 1s
Epoch 16938/50000
discriminator loss: 1.353573 - generator loss: 0.744129 - 1s
Epoch 16939/50000
discriminator loss: 1.359752 - generator loss: 0.737439 - 1s
Epoch 16940/50000
discriminator loss: 1.365015 - generator loss: 0.732641 - 1s
Epoch 16941/50000
discriminator loss: 1.356378 - generator loss: 0.752041 - 1s
Epoch 16942/50000
discriminator loss: 1.347492 - generator loss: 0.748932 - 1s
Epoch 16943/50000
discriminator loss: 1.359501 - generator loss: 0.747797 - 1s
Epoch 16944/50000
discriminator loss: 1.356654 - generator loss: 0.737597 - 1s
Epoch 16945/50000
discriminator loss: 1.350129 - generator loss: 0.736637 - 1s
Epoch 16946/50000
discriminator loss: 1.345656 - generator loss: 0.741404 - 1s
Epoch 16947/50000
discriminator loss: 1.350116 - generator loss: 0.747630 - 1s
Epoch 16948/50000
discriminator loss: 1.354878 - generator loss: 0.747997 - 1s
Epoch 16949/50000
discriminator loss: 1.354984 - generator loss: 0.755092 - 1s
Epoch 16950/50000
discriminator loss: 1.346460 - generator loss: 0.753294 - 1s
Epoch 16951/50000
discriminator loss: 1.349678 - generator loss: 0.746065 - 1s
Epoch 16952/50000
discriminator loss: 1.353560 - generator loss: 0.741870 - 1s
Epoch 16953/50000
discriminator loss: 1.358743 - generator loss: 0.735516 - 1s
Epoch 16954/50000
discriminator loss: 1.349867 - generator loss: 0.743614 - 1s
Epoch 16955/50000
discriminator loss: 1.358839 - generator loss: 0.737612 - 1s
Epoch 16956/50000
discriminator loss: 1.353830 - generator loss: 0.747708 - 1s
Epoch 16957/50000
discriminator loss: 1.357946 - generator loss: 0.744362 - 1s
Epoch 16958/50000
discriminator loss: 1.350812 - generator loss: 0.745880 - 1s
Epoch 16959/50000
discriminator loss: 1.361370 - generator loss: 0.745633 - 1s
Epoch 16960/50000
discriminator loss: 1.350367 - generator loss: 0.754984 - 1s
Epoch 16961/50000
discriminator loss: 1.358280 - generator loss: 0.733179 - 1s
Epoch 16962/50000
discriminator loss: 1.356781 - generator loss: 0.740148 - 1s
Epoch 16963/50000
discriminator loss: 1.347340 - generator loss: 0.743011 - 1s
Epoch 16964/50000
discriminator loss: 1.352087 - generator loss: 0.739542 - 1s
Epoch 16965/50000
discriminator loss: 1.353097 - generator loss: 0.745938 - 1s
Epoch 16966/50000
discriminator loss: 1.351432 - generator loss: 0.750244 - 1s
Epoch 16967/50000
discriminator loss: 1.361657 - generator loss: 0.744630 - 1s
Epoch 16968/50000
discriminator loss: 1.351931 - generator loss: 0.745481 - 1s
Epoch 16969/50000
discriminator loss: 1.355615 - generator loss: 0.739353 - 1s
Epoch 16970/50000
discriminator loss: 1.364378 - generator loss: 0.729689 - 1s
Epoch 16971/50000
discriminator loss: 1.356017 - generator loss: 0.738567 - 1s
Epoch 16972/50000
discriminator loss: 1.351041 - generator loss: 0.747901 - 1s
Epoch 16973/50000
discriminator loss: 1.352778 - generator loss: 0.742443 - 1s
Epoch 16974/50000
discriminator loss: 1.360595 - generator loss: 0.743232 - 1s
Epoch 16975/50000
discriminator loss: 1.351980 - generator loss: 0.752802 - 1s
Epoch 16976/50000
discriminator loss: 1.354113 - generator loss: 0.744195 - 1s
Epoch 16977/50000
discriminator loss: 1.349508 - generator loss: 0.749357 - 1s
Epoch 16978/50000
discriminator loss: 1.362466 - generator loss: 0.738765 - 1s
Epoch 16979/50000
discriminator loss: 1.348478 - generator loss: 0.742288 - 1s
Epoch 16980/50000
discriminator loss: 1.346061 - generator loss: 0.738531 - 1s
Epoch 16981/50000
discriminator loss: 1.352777 - generator loss: 0.746866 - 1s
Epoch 16982/50000
discriminator loss: 1.356230 - generator loss: 0.737420 - 1s
Epoch 16983/50000
discriminator loss: 1.367739 - generator loss: 0.739309 - 1s
Epoch 16984/50000
discriminator loss: 1.347057 - generator loss: 0.751069 - 1s
Epoch 16985/50000
discriminator loss: 1.347803 - generator loss: 0.760206 - 1s
Epoch 16986/50000
discriminator loss: 1.348654 - generator loss: 0.742233 - 1s
Epoch 16987/50000
discriminator loss: 1.348646 - generator loss: 0.743679 - 1s
Epoch 16988/50000
discriminator loss: 1.352515 - generator loss: 0.735860 - 1s
Epoch 16989/50000
discriminator loss: 1.355759 - generator loss: 0.741118 - 1s
Epoch 16990/50000
discriminator loss: 1.356125 - generator loss: 0.744781 - 1s
Epoch 16991/50000
discriminator loss: 1.359937 - generator loss: 0.743035 - 1s
Epoch 16992/50000
discriminator loss: 1.352869 - generator loss: 0.748256 - 1s
Epoch 16993/50000
discriminator loss: 1.344595 - generator loss: 0.755102 - 1s
Epoch 16994/50000
discriminator loss: 1.353453 - generator loss: 0.740713 - 1s
Epoch 16995/50000
discriminator loss: 1.355968 - generator loss: 0.732556 - 1s
Epoch 16996/50000
discriminator loss: 1.352306 - generator loss: 0.741766 - 1s
Epoch 16997/50000
discriminator loss: 1.354999 - generator loss: 0.738715 - 1s
Epoch 16998/50000
discriminator loss: 1.349384 - generator loss: 0.746004 - 1s
Epoch 16999/50000
discriminator loss: 1.356964 - generator loss: 0.739533 - 1s
Epoch 17000/50000
discriminator loss: 1.354307 - generator loss: 0.740326 - 1s
Epoch 17001/50000
discriminator loss: 1.354531 - generator loss: 0.745918 - 1s

Loss: 

Epoch 17002/50000
discriminator loss: 1.353379 - generator loss: 0.751833 - 1s
Epoch 17003/50000
discriminator loss: 1.367267 - generator loss: 0.737802 - 1s
Epoch 17004/50000
discriminator loss: 1.347760 - generator loss: 0.741417 - 1s
Epoch 17005/50000
discriminator loss: 1.355155 - generator loss: 0.741229 - 1s
Epoch 17006/50000
discriminator loss: 1.350269 - generator loss: 0.745325 - 1s
Epoch 17007/50000
discriminator loss: 1.354402 - generator loss: 0.739461 - 1s
Epoch 17008/50000
discriminator loss: 1.351393 - generator loss: 0.746367 - 1s
Epoch 17009/50000
discriminator loss: 1.354154 - generator loss: 0.747132 - 1s
Epoch 17010/50000
discriminator loss: 1.357530 - generator loss: 0.747109 - 1s
Epoch 17011/50000
discriminator loss: 1.356486 - generator loss: 0.740918 - 1s
Epoch 17012/50000
discriminator loss: 1.357329 - generator loss: 0.735660 - 1s
Epoch 17013/50000
discriminator loss: 1.353025 - generator loss: 0.739123 - 1s
Epoch 17014/50000
discriminator loss: 1.350088 - generator loss: 0.743354 - 1s
Epoch 17015/50000
discriminator loss: 1.356884 - generator loss: 0.740992 - 1s
Epoch 17016/50000
discriminator loss: 1.344388 - generator loss: 0.744309 - 1s
Epoch 17017/50000
discriminator loss: 1.362590 - generator loss: 0.744455 - 1s
Epoch 17018/50000
discriminator loss: 1.346905 - generator loss: 0.754911 - 1s
Epoch 17019/50000
discriminator loss: 1.346374 - generator loss: 0.748128 - 1s
Epoch 17020/50000
discriminator loss: 1.354016 - generator loss: 0.744242 - 1s
Epoch 17021/50000
discriminator loss: 1.342057 - generator loss: 0.741054 - 1s
Epoch 17022/50000
discriminator loss: 1.349070 - generator loss: 0.738884 - 1s
Epoch 17023/50000
discriminator loss: 1.348021 - generator loss: 0.751173 - 1s
Epoch 17024/50000
discriminator loss: 1.352475 - generator loss: 0.746359 - 1s
Epoch 17025/50000
discriminator loss: 1.353602 - generator loss: 0.748526 - 1s
Epoch 17026/50000
discriminator loss: 1.360196 - generator loss: 0.740789 - 1s
Epoch 17027/50000
discriminator loss: 1.358379 - generator loss: 0.740784 - 1s
Epoch 17028/50000
discriminator loss: 1.348053 - generator loss: 0.742924 - 1s
Epoch 17029/50000
discriminator loss: 1.353666 - generator loss: 0.736491 - 1s
Epoch 17030/50000
discriminator loss: 1.351583 - generator loss: 0.747059 - 1s
Epoch 17031/50000
discriminator loss: 1.360965 - generator loss: 0.739384 - 1s
Epoch 17032/50000
discriminator loss: 1.355304 - generator loss: 0.739810 - 1s
Epoch 17033/50000
discriminator loss: 1.353763 - generator loss: 0.747445 - 1s
Epoch 17034/50000
discriminator loss: 1.348823 - generator loss: 0.753417 - 1s
Epoch 17035/50000
discriminator loss: 1.351157 - generator loss: 0.751287 - 1s
Epoch 17036/50000
discriminator loss: 1.356937 - generator loss: 0.742493 - 1s
Epoch 17037/50000
discriminator loss: 1.360328 - generator loss: 0.739285 - 1s
Epoch 17038/50000
discriminator loss: 1.353297 - generator loss: 0.736250 - 1s
Epoch 17039/50000
discriminator loss: 1.348490 - generator loss: 0.742627 - 1s
Epoch 17040/50000
discriminator loss: 1.351372 - generator loss: 0.745755 - 1s
Epoch 17041/50000
discriminator loss: 1.341996 - generator loss: 0.746794 - 1s
Epoch 17042/50000
discriminator loss: 1.351230 - generator loss: 0.755616 - 1s
Epoch 17043/50000
discriminator loss: 1.348181 - generator loss: 0.755038 - 1s
Epoch 17044/50000
discriminator loss: 1.352864 - generator loss: 0.742501 - 1s
Epoch 17045/50000
discriminator loss: 1.364987 - generator loss: 0.728316 - 1s
Epoch 17046/50000
discriminator loss: 1.361575 - generator loss: 0.731518 - 1s
Epoch 17047/50000
discriminator loss: 1.349178 - generator loss: 0.747247 - 1s
Epoch 17048/50000
discriminator loss: 1.342502 - generator loss: 0.751719 - 1s
Epoch 17049/50000
discriminator loss: 1.354646 - generator loss: 0.741649 - 1s
Epoch 17050/50000
discriminator loss: 1.350202 - generator loss: 0.747980 - 1s
Epoch 17051/50000
discriminator loss: 1.352912 - generator loss: 0.752747 - 1s
Epoch 17052/50000
discriminator loss: 1.359556 - generator loss: 0.743970 - 1s
Epoch 17053/50000
discriminator loss: 1.355918 - generator loss: 0.741056 - 1s
Epoch 17054/50000
discriminator loss: 1.354522 - generator loss: 0.735690 - 1s
Epoch 17055/50000
discriminator loss: 1.356679 - generator loss: 0.736141 - 1s
Epoch 17056/50000
discriminator loss: 1.353576 - generator loss: 0.740752 - 1s
Epoch 17057/50000
discriminator loss: 1.350669 - generator loss: 0.743005 - 1s
Epoch 17058/50000
discriminator loss: 1.357365 - generator loss: 0.749038 - 1s
Epoch 17059/50000
discriminator loss: 1.356109 - generator loss: 0.748810 - 1s
Epoch 17060/50000
discriminator loss: 1.344914 - generator loss: 0.748784 - 1s
Epoch 17061/50000
discriminator loss: 1.353535 - generator loss: 0.744540 - 1s
Epoch 17062/50000
discriminator loss: 1.362114 - generator loss: 0.730569 - 1s
Epoch 17063/50000
discriminator loss: 1.355657 - generator loss: 0.741637 - 1s
Epoch 17064/50000
discriminator loss: 1.352894 - generator loss: 0.745498 - 1s
Epoch 17065/50000
discriminator loss: 1.350476 - generator loss: 0.748895 - 1s
Epoch 17066/50000
discriminator loss: 1.360971 - generator loss: 0.731413 - 1s
Epoch 17067/50000
discriminator loss: 1.353493 - generator loss: 0.750754 - 1s
Epoch 17068/50000
discriminator loss: 1.351846 - generator loss: 0.752195 - 1s
Epoch 17069/50000
discriminator loss: 1.358767 - generator loss: 0.737255 - 1s
Epoch 17070/50000
discriminator loss: 1.356907 - generator loss: 0.731585 - 1s
Epoch 17071/50000
discriminator loss: 1.356915 - generator loss: 0.736808 - 1s
Epoch 17072/50000
discriminator loss: 1.351497 - generator loss: 0.739066 - 1s
Epoch 17073/50000
discriminator loss: 1.355049 - generator loss: 0.749569 - 1s
Epoch 17074/50000
discriminator loss: 1.356384 - generator loss: 0.740483 - 1s
Epoch 17075/50000
discriminator loss: 1.358019 - generator loss: 0.754193 - 1s
Epoch 17076/50000
discriminator loss: 1.349628 - generator loss: 0.748005 - 1s
Epoch 17077/50000
discriminator loss: 1.349193 - generator loss: 0.751307 - 1s
Epoch 17078/50000
discriminator loss: 1.363104 - generator loss: 0.732865 - 1s
Epoch 17079/50000
discriminator loss: 1.357711 - generator loss: 0.736349 - 1s
Epoch 17080/50000
discriminator loss: 1.349551 - generator loss: 0.735086 - 1s
Epoch 17081/50000
discriminator loss: 1.353028 - generator loss: 0.743915 - 1s
Epoch 17082/50000
discriminator loss: 1.362660 - generator loss: 0.743564 - 1s
Epoch 17083/50000
discriminator loss: 1.365120 - generator loss: 0.740691 - 1s
Epoch 17084/50000
discriminator loss: 1.348184 - generator loss: 0.756198 - 1s
Epoch 17085/50000
discriminator loss: 1.339699 - generator loss: 0.755438 - 1s
Epoch 17086/50000
discriminator loss: 1.361521 - generator loss: 0.733449 - 1s
Epoch 17087/50000
discriminator loss: 1.367628 - generator loss: 0.732448 - 1s
Epoch 17088/50000
discriminator loss: 1.358545 - generator loss: 0.732606 - 1s
Epoch 17089/50000
discriminator loss: 1.342840 - generator loss: 0.744271 - 1s
Epoch 17090/50000
discriminator loss: 1.356856 - generator loss: 0.738864 - 1s
Epoch 17091/50000
discriminator loss: 1.359603 - generator loss: 0.747101 - 1s
Epoch 17092/50000
discriminator loss: 1.359599 - generator loss: 0.757036 - 1s
Epoch 17093/50000
discriminator loss: 1.342821 - generator loss: 0.754764 - 1s
Epoch 17094/50000
discriminator loss: 1.353905 - generator loss: 0.742072 - 1s
Epoch 17095/50000
discriminator loss: 1.369211 - generator loss: 0.728116 - 1s
Epoch 17096/50000
discriminator loss: 1.359297 - generator loss: 0.740729 - 1s
Epoch 17097/50000
discriminator loss: 1.342446 - generator loss: 0.743106 - 1s
Epoch 17098/50000
discriminator loss: 1.350837 - generator loss: 0.742579 - 1s
Epoch 17099/50000
discriminator loss: 1.356436 - generator loss: 0.746110 - 1s
Epoch 17100/50000
discriminator loss: 1.363205 - generator loss: 0.748606 - 1s
Epoch 17101/50000
discriminator loss: 1.353351 - generator loss: 0.756868 - 1s
Epoch 17102/50000
discriminator loss: 1.347149 - generator loss: 0.751918 - 1s
Epoch 17103/50000
discriminator loss: 1.356262 - generator loss: 0.742665 - 1s
Epoch 17104/50000
discriminator loss: 1.358090 - generator loss: 0.735176 - 1s
Epoch 17105/50000
discriminator loss: 1.356625 - generator loss: 0.735206 - 1s
Epoch 17106/50000
discriminator loss: 1.344984 - generator loss: 0.741250 - 1s
Epoch 17107/50000
discriminator loss: 1.353843 - generator loss: 0.744346 - 1s
Epoch 17108/50000
discriminator loss: 1.354581 - generator loss: 0.745704 - 1s
Epoch 17109/50000
discriminator loss: 1.356164 - generator loss: 0.748264 - 1s
Epoch 17110/50000
discriminator loss: 1.345193 - generator loss: 0.759841 - 1s
Epoch 17111/50000
discriminator loss: 1.355370 - generator loss: 0.744848 - 1s
Epoch 17112/50000
discriminator loss: 1.361253 - generator loss: 0.738772 - 1s
Epoch 17113/50000
discriminator loss: 1.354186 - generator loss: 0.730896 - 1s
Epoch 17114/50000
discriminator loss: 1.352386 - generator loss: 0.736319 - 1s
Epoch 17115/50000
discriminator loss: 1.346546 - generator loss: 0.752069 - 1s
Epoch 17116/50000
discriminator loss: 1.351953 - generator loss: 0.749603 - 1s
Epoch 17117/50000
discriminator loss: 1.367108 - generator loss: 0.737630 - 1s
Epoch 17118/50000
discriminator loss: 1.351863 - generator loss: 0.756838 - 1s
Epoch 17119/50000
discriminator loss: 1.339879 - generator loss: 0.758203 - 1s
Epoch 17120/50000
discriminator loss: 1.351811 - generator loss: 0.742568 - 1s
Epoch 17121/50000
discriminator loss: 1.371332 - generator loss: 0.721996 - 1s
Epoch 17122/50000
discriminator loss: 1.355236 - generator loss: 0.732178 - 1s
Epoch 17123/50000
discriminator loss: 1.338201 - generator loss: 0.748934 - 1s
Epoch 17124/50000
discriminator loss: 1.346358 - generator loss: 0.754053 - 1s
Epoch 17125/50000
discriminator loss: 1.364633 - generator loss: 0.737004 - 1s
Epoch 17126/50000
discriminator loss: 1.363014 - generator loss: 0.740211 - 1s
Epoch 17127/50000
discriminator loss: 1.344380 - generator loss: 0.758338 - 1s
Epoch 17128/50000
discriminator loss: 1.339891 - generator loss: 0.752538 - 1s
Epoch 17129/50000
discriminator loss: 1.356053 - generator loss: 0.745836 - 1s
Epoch 17130/50000
discriminator loss: 1.363820 - generator loss: 0.726315 - 1s
Epoch 17131/50000
discriminator loss: 1.358545 - generator loss: 0.733132 - 1s
Epoch 17132/50000
discriminator loss: 1.347489 - generator loss: 0.742191 - 1s
Epoch 17133/50000
discriminator loss: 1.350310 - generator loss: 0.747241 - 1s
Epoch 17134/50000
discriminator loss: 1.360351 - generator loss: 0.743432 - 1s
Epoch 17135/50000
discriminator loss: 1.359745 - generator loss: 0.746541 - 1s
Epoch 17136/50000
discriminator loss: 1.354201 - generator loss: 0.750994 - 1s
Epoch 17137/50000
discriminator loss: 1.347014 - generator loss: 0.750565 - 1s
Epoch 17138/50000
discriminator loss: 1.365488 - generator loss: 0.728490 - 1s
Epoch 17139/50000
discriminator loss: 1.359514 - generator loss: 0.731378 - 1s
Epoch 17140/50000
discriminator loss: 1.349155 - generator loss: 0.743287 - 1s
Epoch 17141/50000
discriminator loss: 1.348034 - generator loss: 0.750887 - 1s
Epoch 17142/50000
discriminator loss: 1.362427 - generator loss: 0.738154 - 1s
Epoch 17143/50000
discriminator loss: 1.368480 - generator loss: 0.738082 - 1s
Epoch 17144/50000
discriminator loss: 1.346399 - generator loss: 0.759964 - 1s
Epoch 17145/50000
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Epoch 17146/50000
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Epoch 17147/50000
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Epoch 17148/50000
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Epoch 17149/50000
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Epoch 17150/50000
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Epoch 17151/50000
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Epoch 17152/50000
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Epoch 17153/50000
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Epoch 17154/50000
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Epoch 17155/50000
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Epoch 17156/50000
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Epoch 17157/50000
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Epoch 17158/50000
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Epoch 17159/50000
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Epoch 17160/50000
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Epoch 17161/50000
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Epoch 17162/50000
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Epoch 17163/50000
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Epoch 17164/50000
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Epoch 17165/50000
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Epoch 17166/50000
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Epoch 17167/50000
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Epoch 17168/50000
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Epoch 17169/50000
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Epoch 17170/50000
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Epoch 17171/50000
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Epoch 17172/50000
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Epoch 17173/50000
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Epoch 17174/50000
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Epoch 17175/50000
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Epoch 17176/50000
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Epoch 17177/50000
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Epoch 17178/50000
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Epoch 17179/50000
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Epoch 17180/50000
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Epoch 17181/50000
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Epoch 17182/50000
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Epoch 17183/50000
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Epoch 17184/50000
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Epoch 17185/50000
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Epoch 17186/50000
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Epoch 17187/50000
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Epoch 17188/50000
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Epoch 17189/50000
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Epoch 17190/50000
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Epoch 17191/50000
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Epoch 17192/50000
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Epoch 17193/50000
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Epoch 17194/50000
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Epoch 17195/50000
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Epoch 17196/50000
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Epoch 17197/50000
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Epoch 17198/50000
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Epoch 17199/50000
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Epoch 17200/50000
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Epoch 17201/50000
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Epoch 17202/50000
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Epoch 17203/50000
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Epoch 17204/50000
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Epoch 17205/50000
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Epoch 17206/50000
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Epoch 17207/50000
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Epoch 17208/50000
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Epoch 17209/50000
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Epoch 17210/50000
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Epoch 17211/50000
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Epoch 17212/50000
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Epoch 17213/50000
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Epoch 17214/50000
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Epoch 17215/50000
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Epoch 17216/50000
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Epoch 17217/50000
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Epoch 17218/50000
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Epoch 17219/50000
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Epoch 17220/50000
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Epoch 17221/50000
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Epoch 17222/50000
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Epoch 17223/50000
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Epoch 17224/50000
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Epoch 17225/50000
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Epoch 17226/50000
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Epoch 17227/50000
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Epoch 17228/50000
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Epoch 17229/50000
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Epoch 17230/50000
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Epoch 17231/50000
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Epoch 17232/50000
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Epoch 17233/50000
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Epoch 17234/50000
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Epoch 17235/50000
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Epoch 17236/50000
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Epoch 17237/50000
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Epoch 17238/50000
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Epoch 17239/50000
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Epoch 17240/50000
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Epoch 17241/50000
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Epoch 17242/50000
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Epoch 17243/50000
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Epoch 17244/50000
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Epoch 17245/50000
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Epoch 17246/50000
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Epoch 17247/50000
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Epoch 17248/50000
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Epoch 17249/50000
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Epoch 17250/50000
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Epoch 17251/50000
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Epoch 17252/50000
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Epoch 17253/50000
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Epoch 17254/50000
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Epoch 17255/50000
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Epoch 17256/50000
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Epoch 17257/50000
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Epoch 17258/50000
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Epoch 17259/50000
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Epoch 17260/50000
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Epoch 17261/50000
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Epoch 17262/50000
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Epoch 17263/50000
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Epoch 17264/50000
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Epoch 17265/50000
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Epoch 17266/50000
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Epoch 17267/50000
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Epoch 17268/50000
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Epoch 17269/50000
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Epoch 17270/50000
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Epoch 17271/50000
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Epoch 17272/50000
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Epoch 17273/50000
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Epoch 17274/50000
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Epoch 17275/50000
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Epoch 17276/50000
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Epoch 17277/50000
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Epoch 17278/50000
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Epoch 17279/50000
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Epoch 17280/50000
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Epoch 17281/50000
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Epoch 17282/50000
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Epoch 17283/50000
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Epoch 17284/50000
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Epoch 17285/50000
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Epoch 17286/50000
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Epoch 17287/50000
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Epoch 17288/50000
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Epoch 17289/50000
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Epoch 17290/50000
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Epoch 17291/50000
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Epoch 17292/50000
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Epoch 17293/50000
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Epoch 17294/50000
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Epoch 17295/50000
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Epoch 17296/50000
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Epoch 17297/50000
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Epoch 17298/50000
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Epoch 17299/50000
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Epoch 17300/50000
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Epoch 17301/50000
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Epoch 17302/50000
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Epoch 17303/50000
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Epoch 17304/50000
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Epoch 17305/50000
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Epoch 17306/50000
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Epoch 17307/50000
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Epoch 17308/50000
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Epoch 17309/50000
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Epoch 17310/50000
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Epoch 17311/50000
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Epoch 17312/50000
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Epoch 17313/50000
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Epoch 17314/50000
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Epoch 17315/50000
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Epoch 17316/50000
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Epoch 17317/50000
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Epoch 17318/50000
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Epoch 17319/50000
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Epoch 17320/50000
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Epoch 17321/50000
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Epoch 17322/50000
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Epoch 17323/50000
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Epoch 17324/50000
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Epoch 17325/50000
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Epoch 17326/50000
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Epoch 17327/50000
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Epoch 17328/50000
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Epoch 17329/50000
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Epoch 17330/50000
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Epoch 17331/50000
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Epoch 17332/50000
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Epoch 17333/50000
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Epoch 17334/50000
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Epoch 17335/50000
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Epoch 17336/50000
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Epoch 17337/50000
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Epoch 17338/50000
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Epoch 17339/50000
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Epoch 17340/50000
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Epoch 17341/50000
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Epoch 17342/50000
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Epoch 17343/50000
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Epoch 17344/50000
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Epoch 17345/50000
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Epoch 17346/50000
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Epoch 17347/50000
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Epoch 17348/50000
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Epoch 17349/50000
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Epoch 17350/50000
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Epoch 17351/50000
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Epoch 17352/50000
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Epoch 17353/50000
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Epoch 17354/50000
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Epoch 17355/50000
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Epoch 17356/50000
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Epoch 17357/50000
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Epoch 17358/50000
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Epoch 17359/50000
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Epoch 17360/50000
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Epoch 17361/50000
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Epoch 17362/50000
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Epoch 17363/50000
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Epoch 17364/50000
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Epoch 17365/50000
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Epoch 17366/50000
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Epoch 17367/50000
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Epoch 17368/50000
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Epoch 17369/50000
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Epoch 17370/50000
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Epoch 17371/50000
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Epoch 17372/50000
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Epoch 17373/50000
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Epoch 17374/50000
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Epoch 17375/50000
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Epoch 17376/50000
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Epoch 17377/50000
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Epoch 17378/50000
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Epoch 17379/50000
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Epoch 17380/50000
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Epoch 17381/50000
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Epoch 17382/50000
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Epoch 17383/50000
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Epoch 17384/50000
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Epoch 17385/50000
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Epoch 17386/50000
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Epoch 17387/50000
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Epoch 17388/50000
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Epoch 17389/50000
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Epoch 17390/50000
discriminator loss: 1.357609 - generator loss: 0.744604 - 1s
Epoch 17391/50000
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Epoch 17392/50000
discriminator loss: 1.359236 - generator loss: 0.747004 - 1s
Epoch 17393/50000
discriminator loss: 1.354346 - generator loss: 0.741424 - 1s
Epoch 17394/50000
discriminator loss: 1.350242 - generator loss: 0.745194 - 1s
Epoch 17395/50000
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Epoch 17396/50000
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Epoch 17397/50000
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Epoch 17398/50000
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Epoch 17399/50000
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Epoch 17400/50000
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Epoch 17401/50000
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Epoch 17402/50000
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Epoch 17403/50000
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Epoch 17404/50000
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Epoch 17405/50000
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Epoch 17406/50000
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Epoch 17407/50000
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Epoch 17408/50000
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Epoch 17409/50000
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Epoch 17410/50000
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Epoch 17411/50000
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Epoch 17412/50000
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Epoch 17413/50000
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Epoch 17414/50000
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Epoch 17415/50000
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Epoch 17416/50000
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Epoch 17417/50000
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Epoch 17418/50000
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Epoch 17419/50000
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Epoch 17420/50000
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Epoch 17421/50000
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Epoch 17422/50000
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Epoch 17423/50000
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Epoch 17424/50000
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Epoch 17425/50000
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Epoch 17426/50000
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Epoch 17427/50000
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Epoch 17428/50000
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Epoch 17429/50000
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Epoch 17430/50000
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Epoch 17431/50000
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Epoch 17432/50000
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Epoch 17433/50000
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Epoch 17434/50000
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Epoch 17435/50000
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Epoch 17436/50000
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Epoch 17437/50000
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Epoch 17438/50000
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Epoch 17439/50000
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Epoch 17440/50000
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Epoch 17441/50000
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Epoch 17442/50000
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Epoch 17443/50000
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Epoch 17444/50000
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Epoch 17445/50000
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Epoch 17446/50000
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Epoch 17447/50000
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Epoch 17448/50000
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Epoch 17449/50000
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Epoch 17450/50000
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Epoch 17451/50000
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Epoch 17452/50000
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Epoch 17453/50000
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Epoch 17454/50000
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Epoch 17455/50000
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Epoch 17456/50000
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Epoch 17457/50000
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Epoch 17458/50000
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Epoch 17459/50000
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Epoch 17460/50000
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Epoch 17461/50000
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Epoch 17462/50000
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Epoch 17463/50000
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Epoch 17464/50000
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Epoch 17465/50000
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Epoch 17466/50000
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Epoch 17467/50000
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Epoch 17468/50000
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Epoch 17469/50000
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Epoch 17470/50000
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Epoch 17471/50000
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Epoch 17472/50000
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Epoch 17473/50000
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Epoch 17474/50000
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Epoch 17475/50000
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Epoch 17476/50000
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Epoch 17477/50000
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Epoch 17478/50000
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Epoch 17479/50000
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Epoch 17480/50000
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Epoch 17481/50000
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Epoch 17482/50000
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Epoch 17483/50000
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Epoch 17484/50000
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Epoch 17485/50000
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Epoch 17486/50000
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Epoch 17487/50000
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Epoch 17488/50000
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Epoch 17489/50000
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Epoch 17490/50000
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Epoch 17491/50000
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Epoch 17492/50000
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Epoch 17493/50000
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Epoch 17494/50000
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Epoch 17495/50000
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Epoch 17496/50000
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Epoch 17497/50000
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Epoch 17498/50000
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Epoch 17499/50000
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Epoch 17500/50000
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Epoch 17501/50000
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Epoch 17502/50000
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Epoch 17503/50000
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Epoch 17504/50000
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Epoch 17505/50000
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Epoch 17506/50000
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Epoch 17507/50000
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Epoch 17508/50000
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Epoch 17509/50000
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Epoch 17510/50000
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Epoch 17511/50000
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Epoch 17512/50000
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Epoch 17513/50000
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Epoch 17514/50000
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Epoch 17515/50000
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Epoch 17516/50000
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Epoch 17517/50000
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Epoch 17518/50000
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Epoch 17519/50000
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Epoch 17520/50000
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Epoch 17521/50000
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Epoch 17522/50000
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Epoch 17523/50000
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Epoch 17524/50000
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Epoch 17525/50000
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Epoch 17526/50000
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Epoch 17527/50000
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Epoch 17528/50000
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Epoch 17529/50000
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Epoch 17530/50000
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Epoch 17531/50000
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Epoch 17532/50000
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Epoch 17533/50000
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Epoch 17534/50000
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Epoch 17535/50000
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Epoch 17536/50000
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Epoch 17537/50000
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Epoch 17538/50000
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Epoch 17539/50000
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Epoch 17540/50000
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Epoch 17541/50000
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Epoch 17542/50000
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Epoch 17543/50000
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Epoch 17544/50000
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Epoch 17545/50000
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Epoch 17546/50000
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Epoch 17547/50000
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Epoch 17548/50000
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Epoch 17549/50000
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Epoch 17550/50000
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Epoch 17551/50000
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Epoch 17552/50000
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Epoch 17553/50000
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Epoch 17554/50000
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Epoch 17555/50000
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Epoch 17556/50000
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Epoch 17557/50000
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Epoch 17558/50000
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Epoch 17559/50000
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Epoch 17560/50000
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Epoch 17561/50000
discriminator loss: 1.360072 - generator loss: 0.742474 - 1s
Epoch 17562/50000
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Epoch 17563/50000
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Epoch 17564/50000
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Epoch 17565/50000
discriminator loss: 1.365881 - generator loss: 0.735010 - 1s
Epoch 17566/50000
discriminator loss: 1.360949 - generator loss: 0.727006 - 1s
Epoch 17567/50000
discriminator loss: 1.354906 - generator loss: 0.730348 - 1s
Epoch 17568/50000
discriminator loss: 1.337908 - generator loss: 0.754521 - 1s
Epoch 17569/50000
discriminator loss: 1.343191 - generator loss: 0.752801 - 1s
Epoch 17570/50000
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Epoch 17571/50000
discriminator loss: 1.361801 - generator loss: 0.750148 - 1s
Epoch 17572/50000
discriminator loss: 1.351506 - generator loss: 0.747856 - 1s
Epoch 17573/50000
discriminator loss: 1.349244 - generator loss: 0.749445 - 1s
Epoch 17574/50000
discriminator loss: 1.358498 - generator loss: 0.736600 - 1s
Epoch 17575/50000
discriminator loss: 1.365530 - generator loss: 0.728956 - 1s
Epoch 17576/50000
discriminator loss: 1.352406 - generator loss: 0.739781 - 1s
Epoch 17577/50000
discriminator loss: 1.353330 - generator loss: 0.745113 - 1s
Epoch 17578/50000
discriminator loss: 1.354937 - generator loss: 0.740038 - 1s
Epoch 17579/50000
discriminator loss: 1.367419 - generator loss: 0.737075 - 1s
Epoch 17580/50000
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Epoch 17581/50000
discriminator loss: 1.352987 - generator loss: 0.749868 - 1s
Epoch 17582/50000
discriminator loss: 1.350012 - generator loss: 0.745465 - 1s
Epoch 17583/50000
discriminator loss: 1.350750 - generator loss: 0.742838 - 1s
Epoch 17584/50000
discriminator loss: 1.360608 - generator loss: 0.734317 - 1s
Epoch 17585/50000
discriminator loss: 1.344907 - generator loss: 0.747478 - 1s
Epoch 17586/50000
discriminator loss: 1.352313 - generator loss: 0.737909 - 1s
Epoch 17587/50000
discriminator loss: 1.350948 - generator loss: 0.748468 - 1s
Epoch 17588/50000
discriminator loss: 1.354780 - generator loss: 0.740800 - 1s
Epoch 17589/50000
discriminator loss: 1.359908 - generator loss: 0.748626 - 1s
Epoch 17590/50000
discriminator loss: 1.350910 - generator loss: 0.754556 - 1s
Epoch 17591/50000
discriminator loss: 1.347824 - generator loss: 0.752297 - 1s
Epoch 17592/50000
discriminator loss: 1.353597 - generator loss: 0.739717 - 1s
Epoch 17593/50000
discriminator loss: 1.357266 - generator loss: 0.731728 - 1s
Epoch 17594/50000
discriminator loss: 1.355648 - generator loss: 0.744276 - 1s
Epoch 17595/50000
discriminator loss: 1.348006 - generator loss: 0.746540 - 1s
Epoch 17596/50000
discriminator loss: 1.350062 - generator loss: 0.744936 - 1s
Epoch 17597/50000
discriminator loss: 1.371834 - generator loss: 0.739912 - 1s
Epoch 17598/50000
discriminator loss: 1.354039 - generator loss: 0.749881 - 1s
Epoch 17599/50000
discriminator loss: 1.338432 - generator loss: 0.755012 - 1s
Epoch 17600/50000
discriminator loss: 1.350431 - generator loss: 0.748883 - 1s
Epoch 17601/50000
discriminator loss: 1.351447 - generator loss: 0.746292 - 1s
Epoch 17602/50000
discriminator loss: 1.356302 - generator loss: 0.738421 - 1s
Epoch 17603/50000
discriminator loss: 1.358076 - generator loss: 0.733058 - 1s
Epoch 17604/50000
discriminator loss: 1.356698 - generator loss: 0.744084 - 1s
Epoch 17605/50000
discriminator loss: 1.359474 - generator loss: 0.746661 - 1s
Epoch 17606/50000
discriminator loss: 1.351820 - generator loss: 0.748281 - 1s
Epoch 17607/50000
discriminator loss: 1.352081 - generator loss: 0.747639 - 1s
Epoch 17608/50000
discriminator loss: 1.363330 - generator loss: 0.742015 - 1s
Epoch 17609/50000
discriminator loss: 1.350070 - generator loss: 0.741991 - 1s
Epoch 17610/50000
discriminator loss: 1.351516 - generator loss: 0.744373 - 1s
Epoch 17611/50000
discriminator loss: 1.358104 - generator loss: 0.733344 - 1s
Epoch 17612/50000
discriminator loss: 1.353681 - generator loss: 0.745802 - 1s
Epoch 17613/50000
discriminator loss: 1.346952 - generator loss: 0.750063 - 1s
Epoch 17614/50000
discriminator loss: 1.357964 - generator loss: 0.742831 - 1s
Epoch 17615/50000
discriminator loss: 1.348367 - generator loss: 0.752398 - 1s
Epoch 17616/50000
discriminator loss: 1.350622 - generator loss: 0.751209 - 1s
Epoch 17617/50000
discriminator loss: 1.348424 - generator loss: 0.745281 - 1s
Epoch 17618/50000
discriminator loss: 1.348260 - generator loss: 0.750578 - 1s
Epoch 17619/50000
discriminator loss: 1.356400 - generator loss: 0.736412 - 1s
Epoch 17620/50000
discriminator loss: 1.361461 - generator loss: 0.733928 - 1s
Epoch 17621/50000
discriminator loss: 1.349139 - generator loss: 0.747980 - 1s
Epoch 17622/50000
discriminator loss: 1.356604 - generator loss: 0.741430 - 1s
Epoch 17623/50000
discriminator loss: 1.365152 - generator loss: 0.738305 - 1s
Epoch 17624/50000
discriminator loss: 1.357962 - generator loss: 0.744590 - 1s
Epoch 17625/50000
discriminator loss: 1.353885 - generator loss: 0.752749 - 1s
Epoch 17626/50000
discriminator loss: 1.354385 - generator loss: 0.744150 - 1s
Epoch 17627/50000
discriminator loss: 1.348049 - generator loss: 0.748991 - 1s
Epoch 17628/50000
discriminator loss: 1.357449 - generator loss: 0.733165 - 1s
Epoch 17629/50000
discriminator loss: 1.351977 - generator loss: 0.740769 - 1s
Epoch 17630/50000
discriminator loss: 1.353349 - generator loss: 0.743774 - 1s
Epoch 17631/50000
discriminator loss: 1.359399 - generator loss: 0.740942 - 1s
Epoch 17632/50000
discriminator loss: 1.360440 - generator loss: 0.735273 - 1s
Epoch 17633/50000
discriminator loss: 1.360215 - generator loss: 0.746687 - 1s
Epoch 17634/50000
discriminator loss: 1.356288 - generator loss: 0.753979 - 1s
Epoch 17635/50000
discriminator loss: 1.348742 - generator loss: 0.747041 - 1s
Epoch 17636/50000
discriminator loss: 1.363126 - generator loss: 0.730435 - 1s
Epoch 17637/50000
discriminator loss: 1.363379 - generator loss: 0.732063 - 1s
Epoch 17638/50000
discriminator loss: 1.355270 - generator loss: 0.741341 - 1s
Epoch 17639/50000
discriminator loss: 1.347427 - generator loss: 0.749004 - 1s
Epoch 17640/50000
discriminator loss: 1.362450 - generator loss: 0.744146 - 1s
Epoch 17641/50000
discriminator loss: 1.358103 - generator loss: 0.750772 - 1s
Epoch 17642/50000
discriminator loss: 1.351556 - generator loss: 0.746424 - 1s
Epoch 17643/50000
discriminator loss: 1.347684 - generator loss: 0.755073 - 1s
Epoch 17644/50000
discriminator loss: 1.359005 - generator loss: 0.736495 - 1s
Epoch 17645/50000
discriminator loss: 1.363200 - generator loss: 0.735980 - 1s
Epoch 17646/50000
discriminator loss: 1.355277 - generator loss: 0.738191 - 1s
Epoch 17647/50000
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Epoch 17648/50000
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Epoch 17649/50000
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Epoch 17650/50000
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Epoch 17651/50000
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Epoch 17652/50000
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Epoch 17653/50000
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Epoch 17654/50000
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Epoch 17655/50000
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Epoch 17656/50000
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Epoch 17657/50000
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Epoch 17658/50000
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Epoch 17659/50000
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Epoch 17660/50000
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Epoch 17661/50000
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Epoch 17662/50000
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Epoch 17663/50000
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Epoch 17664/50000
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Epoch 17665/50000
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Epoch 17666/50000
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Epoch 17667/50000
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Epoch 17668/50000
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Epoch 17669/50000
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Epoch 17670/50000
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Epoch 17671/50000
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Epoch 17672/50000
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Epoch 17673/50000
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Epoch 17674/50000
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Epoch 17675/50000
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Epoch 17676/50000
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Epoch 17677/50000
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Epoch 17678/50000
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Epoch 17679/50000
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Epoch 17680/50000
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Epoch 17681/50000
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Epoch 17682/50000
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Epoch 17683/50000
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Epoch 17684/50000
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Epoch 17685/50000
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Epoch 17686/50000
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Epoch 17687/50000
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Epoch 17688/50000
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Epoch 17689/50000
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Epoch 17690/50000
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Epoch 17691/50000
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Epoch 17692/50000
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Epoch 17693/50000
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Epoch 17694/50000
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Epoch 17695/50000
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Epoch 17696/50000
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Epoch 17697/50000
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Epoch 17698/50000
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Epoch 17699/50000
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Epoch 17700/50000
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Epoch 17701/50000
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Epoch 17702/50000
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Epoch 17703/50000
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Epoch 17704/50000
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Epoch 17705/50000
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Epoch 17706/50000
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Epoch 17707/50000
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Epoch 17708/50000
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Epoch 17709/50000
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Epoch 17710/50000
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Epoch 17711/50000
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Epoch 17712/50000
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Epoch 17713/50000
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Epoch 17714/50000
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Epoch 17715/50000
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Epoch 17716/50000
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Epoch 17717/50000
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Epoch 17718/50000
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Epoch 17719/50000
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Epoch 17720/50000
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Epoch 17721/50000
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Epoch 17722/50000
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Epoch 17723/50000
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Epoch 17724/50000
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Epoch 17725/50000
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Epoch 17726/50000
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Epoch 17727/50000
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Epoch 17728/50000
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Epoch 17729/50000
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Epoch 17730/50000
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Epoch 17731/50000
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Epoch 17732/50000
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Epoch 17733/50000
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Epoch 17734/50000
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Epoch 17735/50000
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Epoch 17736/50000
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Epoch 17737/50000
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Epoch 17738/50000
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Epoch 17739/50000
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Epoch 17740/50000
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Epoch 17741/50000
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Epoch 17742/50000
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Epoch 17743/50000
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Epoch 17744/50000
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Epoch 17745/50000
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Epoch 17746/50000
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Epoch 17747/50000
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Epoch 17748/50000
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Epoch 17749/50000
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Epoch 17750/50000
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Epoch 17751/50000
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Epoch 17752/50000
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Epoch 17753/50000
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Epoch 17754/50000
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Epoch 17755/50000
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Epoch 17756/50000
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Epoch 17757/50000
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Epoch 17758/50000
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Epoch 17759/50000
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Epoch 17760/50000
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Epoch 17761/50000
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Epoch 17762/50000
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Epoch 17763/50000
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Epoch 17764/50000
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Epoch 17765/50000
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Epoch 17766/50000
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Epoch 17767/50000
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Epoch 17768/50000
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Epoch 17769/50000
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Epoch 17770/50000
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Epoch 17771/50000
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Epoch 17772/50000
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Epoch 17773/50000
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Epoch 17774/50000
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Epoch 17775/50000
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Epoch 17776/50000
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Epoch 17777/50000
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Epoch 17778/50000
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Epoch 17779/50000
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Epoch 17780/50000
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Epoch 17781/50000
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Epoch 17782/50000
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Epoch 17783/50000
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Epoch 17784/50000
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Epoch 17785/50000
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Epoch 17786/50000
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Epoch 17787/50000
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Epoch 17788/50000
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Epoch 17789/50000
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Epoch 17790/50000
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Epoch 17791/50000
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Epoch 17792/50000
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Epoch 17793/50000
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Epoch 17794/50000
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Epoch 17795/50000
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Epoch 17796/50000
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Epoch 17797/50000
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Epoch 17798/50000
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Epoch 17799/50000
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Epoch 17800/50000
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Epoch 17801/50000
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Epoch 17802/50000
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Epoch 17803/50000
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Epoch 17804/50000
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Epoch 17805/50000
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Epoch 17806/50000
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Epoch 17807/50000
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Epoch 17808/50000
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Epoch 17809/50000
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Epoch 17810/50000
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Epoch 17811/50000
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Epoch 17812/50000
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Epoch 17813/50000
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Epoch 17814/50000
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Epoch 17815/50000
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Epoch 17816/50000
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Epoch 17817/50000
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Epoch 17818/50000
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Epoch 17819/50000
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Epoch 17820/50000
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Epoch 17821/50000
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Epoch 17822/50000
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Epoch 17823/50000
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Epoch 17824/50000
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Epoch 17825/50000
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Epoch 17826/50000
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Epoch 17827/50000
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Epoch 17828/50000
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Epoch 17829/50000
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Epoch 17830/50000
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Epoch 17831/50000
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Epoch 17832/50000
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Epoch 17833/50000
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Epoch 17834/50000
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Epoch 17835/50000
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Epoch 17836/50000
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Epoch 17837/50000
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Epoch 17838/50000
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Epoch 17839/50000
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Epoch 17840/50000
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Epoch 17841/50000
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Epoch 17842/50000
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Epoch 17843/50000
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Epoch 17844/50000
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Epoch 17845/50000
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Epoch 17846/50000
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Epoch 17847/50000
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Epoch 17848/50000
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Epoch 17849/50000
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Epoch 17850/50000
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Epoch 17851/50000
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Epoch 17852/50000
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Epoch 17853/50000
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Epoch 17854/50000
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Epoch 17855/50000
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Epoch 17856/50000
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Epoch 17857/50000
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Epoch 17858/50000
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Epoch 17859/50000
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Epoch 17860/50000
discriminator loss: 1.355411 - generator loss: 0.746234 - 1s
Epoch 17861/50000
discriminator loss: 1.346383 - generator loss: 0.751112 - 1s
Epoch 17862/50000
discriminator loss: 1.350728 - generator loss: 0.749645 - 1s
Epoch 17863/50000
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Epoch 17864/50000
discriminator loss: 1.350976 - generator loss: 0.741726 - 1s
Epoch 17865/50000
discriminator loss: 1.350564 - generator loss: 0.743374 - 1s
Epoch 17866/50000
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Epoch 17867/50000
discriminator loss: 1.348408 - generator loss: 0.742727 - 1s
Epoch 17868/50000
discriminator loss: 1.351878 - generator loss: 0.753400 - 1s
Epoch 17869/50000
discriminator loss: 1.351213 - generator loss: 0.752997 - 1s
Epoch 17870/50000
discriminator loss: 1.345761 - generator loss: 0.753906 - 1s
Epoch 17871/50000
discriminator loss: 1.350269 - generator loss: 0.746793 - 1s
Epoch 17872/50000
discriminator loss: 1.359900 - generator loss: 0.734786 - 1s
Epoch 17873/50000
discriminator loss: 1.366295 - generator loss: 0.728460 - 1s
Epoch 17874/50000
discriminator loss: 1.353028 - generator loss: 0.746852 - 1s
Epoch 17875/50000
discriminator loss: 1.347863 - generator loss: 0.748496 - 1s
Epoch 17876/50000
discriminator loss: 1.353613 - generator loss: 0.743138 - 1s
Epoch 17877/50000
discriminator loss: 1.361940 - generator loss: 0.741827 - 1s
Epoch 17878/50000
discriminator loss: 1.356469 - generator loss: 0.750898 - 1s
Epoch 17879/50000
discriminator loss: 1.351635 - generator loss: 0.749691 - 1s
Epoch 17880/50000
discriminator loss: 1.350603 - generator loss: 0.750271 - 1s
Epoch 17881/50000
discriminator loss: 1.358509 - generator loss: 0.737164 - 1s
Epoch 17882/50000
discriminator loss: 1.361341 - generator loss: 0.735077 - 1s
Epoch 17883/50000
discriminator loss: 1.348866 - generator loss: 0.737704 - 1s
Epoch 17884/50000
discriminator loss: 1.348541 - generator loss: 0.759741 - 1s
Epoch 17885/50000
discriminator loss: 1.354183 - generator loss: 0.744763 - 1s
Epoch 17886/50000
discriminator loss: 1.351778 - generator loss: 0.742130 - 1s
Epoch 17887/50000
discriminator loss: 1.357439 - generator loss: 0.747571 - 1s
Epoch 17888/50000
discriminator loss: 1.344266 - generator loss: 0.760662 - 1s
Epoch 17889/50000
discriminator loss: 1.352625 - generator loss: 0.743925 - 1s
Epoch 17890/50000
discriminator loss: 1.362301 - generator loss: 0.734167 - 1s
Epoch 17891/50000
discriminator loss: 1.352226 - generator loss: 0.735113 - 1s
Epoch 17892/50000
discriminator loss: 1.349256 - generator loss: 0.741671 - 1s
Epoch 17893/50000
discriminator loss: 1.357030 - generator loss: 0.742055 - 1s
Epoch 17894/50000
discriminator loss: 1.353034 - generator loss: 0.749184 - 1s
Epoch 17895/50000
discriminator loss: 1.360286 - generator loss: 0.744307 - 1s
Epoch 17896/50000
discriminator loss: 1.348818 - generator loss: 0.751387 - 1s
Epoch 17897/50000
discriminator loss: 1.352875 - generator loss: 0.748614 - 1s
Epoch 17898/50000
discriminator loss: 1.363012 - generator loss: 0.731819 - 1s
Epoch 17899/50000
discriminator loss: 1.351134 - generator loss: 0.741873 - 1s
Epoch 17900/50000
discriminator loss: 1.348321 - generator loss: 0.739393 - 1s
Epoch 17901/50000
discriminator loss: 1.343390 - generator loss: 0.751572 - 1s
Epoch 17902/50000
discriminator loss: 1.356365 - generator loss: 0.741324 - 1s
Epoch 17903/50000
discriminator loss: 1.357320 - generator loss: 0.744474 - 1s
Epoch 17904/50000
discriminator loss: 1.362026 - generator loss: 0.747663 - 1s
Epoch 17905/50000
discriminator loss: 1.360023 - generator loss: 0.745601 - 1s
Epoch 17906/50000
discriminator loss: 1.350213 - generator loss: 0.750544 - 1s
Epoch 17907/50000
discriminator loss: 1.356157 - generator loss: 0.734876 - 1s
Epoch 17908/50000
discriminator loss: 1.350944 - generator loss: 0.737903 - 1s
Epoch 17909/50000
discriminator loss: 1.355511 - generator loss: 0.747592 - 1s
Epoch 17910/50000
discriminator loss: 1.354305 - generator loss: 0.736556 - 1s
Epoch 17911/50000
discriminator loss: 1.349853 - generator loss: 0.749790 - 1s
Epoch 17912/50000
discriminator loss: 1.353465 - generator loss: 0.746279 - 1s
Epoch 17913/50000
discriminator loss: 1.347796 - generator loss: 0.757809 - 1s
Epoch 17914/50000
discriminator loss: 1.343350 - generator loss: 0.754453 - 1s
Epoch 17915/50000
discriminator loss: 1.350591 - generator loss: 0.742713 - 1s
Epoch 17916/50000
discriminator loss: 1.358369 - generator loss: 0.737045 - 1s
Epoch 17917/50000
discriminator loss: 1.358119 - generator loss: 0.736622 - 1s
Epoch 17918/50000
discriminator loss: 1.352412 - generator loss: 0.748383 - 1s
Epoch 17919/50000
discriminator loss: 1.355825 - generator loss: 0.746602 - 1s
Epoch 17920/50000
discriminator loss: 1.358007 - generator loss: 0.748475 - 1s
Epoch 17921/50000
discriminator loss: 1.357090 - generator loss: 0.743063 - 1s
Epoch 17922/50000
discriminator loss: 1.343279 - generator loss: 0.763191 - 1s
Epoch 17923/50000
discriminator loss: 1.357656 - generator loss: 0.744606 - 1s
Epoch 17924/50000
discriminator loss: 1.363954 - generator loss: 0.736961 - 1s
Epoch 17925/50000
discriminator loss: 1.364756 - generator loss: 0.726689 - 1s
Epoch 17926/50000
discriminator loss: 1.347623 - generator loss: 0.742319 - 1s
Epoch 17927/50000
discriminator loss: 1.344311 - generator loss: 0.752635 - 1s
Epoch 17928/50000
discriminator loss: 1.352747 - generator loss: 0.749479 - 1s
Epoch 17929/50000
discriminator loss: 1.367237 - generator loss: 0.740353 - 1s
Epoch 17930/50000
discriminator loss: 1.358136 - generator loss: 0.749397 - 1s
Epoch 17931/50000
discriminator loss: 1.347012 - generator loss: 0.753826 - 1s
Epoch 17932/50000
discriminator loss: 1.356153 - generator loss: 0.741571 - 1s
Epoch 17933/50000
discriminator loss: 1.356099 - generator loss: 0.740194 - 1s
Epoch 17934/50000
discriminator loss: 1.349618 - generator loss: 0.741244 - 1s
Epoch 17935/50000
discriminator loss: 1.351355 - generator loss: 0.738222 - 1s
Epoch 17936/50000
discriminator loss: 1.350380 - generator loss: 0.745643 - 1s
Epoch 17937/50000
discriminator loss: 1.365433 - generator loss: 0.732713 - 1s
Epoch 17938/50000
discriminator loss: 1.357817 - generator loss: 0.755029 - 1s
Epoch 17939/50000
discriminator loss: 1.351524 - generator loss: 0.755407 - 1s
Epoch 17940/50000
discriminator loss: 1.344774 - generator loss: 0.753025 - 1s
Epoch 17941/50000
discriminator loss: 1.345739 - generator loss: 0.745225 - 1s
Epoch 17942/50000
discriminator loss: 1.354506 - generator loss: 0.736640 - 1s
Epoch 17943/50000
discriminator loss: 1.358546 - generator loss: 0.737175 - 1s
Epoch 17944/50000
discriminator loss: 1.345666 - generator loss: 0.748289 - 1s
Epoch 17945/50000
discriminator loss: 1.343115 - generator loss: 0.757456 - 1s
Epoch 17946/50000
discriminator loss: 1.356442 - generator loss: 0.736925 - 1s
Epoch 17947/50000
discriminator loss: 1.360685 - generator loss: 0.746442 - 1s
Epoch 17948/50000
discriminator loss: 1.355543 - generator loss: 0.751879 - 1s
Epoch 17949/50000
discriminator loss: 1.342671 - generator loss: 0.757511 - 1s
Epoch 17950/50000
discriminator loss: 1.357475 - generator loss: 0.738106 - 1s
Epoch 17951/50000
discriminator loss: 1.356575 - generator loss: 0.736040 - 1s
Epoch 17952/50000
discriminator loss: 1.355419 - generator loss: 0.738645 - 1s
Epoch 17953/50000
discriminator loss: 1.344335 - generator loss: 0.748601 - 1s
Epoch 17954/50000
discriminator loss: 1.351222 - generator loss: 0.747007 - 1s
Epoch 17955/50000
discriminator loss: 1.352841 - generator loss: 0.745279 - 1s
Epoch 17956/50000
discriminator loss: 1.354371 - generator loss: 0.756465 - 1s
Epoch 17957/50000
discriminator loss: 1.353183 - generator loss: 0.747367 - 1s
Epoch 17958/50000
discriminator loss: 1.346253 - generator loss: 0.750553 - 1s
Epoch 17959/50000
discriminator loss: 1.360683 - generator loss: 0.747009 - 1s
Epoch 17960/50000
discriminator loss: 1.365624 - generator loss: 0.731093 - 1s
Epoch 17961/50000
discriminator loss: 1.357093 - generator loss: 0.728152 - 1s
Epoch 17962/50000
discriminator loss: 1.351937 - generator loss: 0.741941 - 1s
Epoch 17963/50000
discriminator loss: 1.351360 - generator loss: 0.752186 - 1s
Epoch 17964/50000
discriminator loss: 1.359104 - generator loss: 0.743777 - 1s
Epoch 17965/50000
discriminator loss: 1.358376 - generator loss: 0.741887 - 1s
Epoch 17966/50000
discriminator loss: 1.354219 - generator loss: 0.754833 - 2s
Epoch 17967/50000
discriminator loss: 1.353528 - generator loss: 0.740799 - 1s
Epoch 17968/50000
discriminator loss: 1.352041 - generator loss: 0.743085 - 1s
Epoch 17969/50000
discriminator loss: 1.358657 - generator loss: 0.732297 - 2s
Epoch 17970/50000
discriminator loss: 1.355554 - generator loss: 0.736760 - 1s
Epoch 17971/50000
discriminator loss: 1.348461 - generator loss: 0.745753 - 2s
Epoch 17972/50000
discriminator loss: 1.350332 - generator loss: 0.742913 - 1s
Epoch 17973/50000
discriminator loss: 1.351032 - generator loss: 0.754802 - 1s
Epoch 17974/50000
discriminator loss: 1.356437 - generator loss: 0.748419 - 1s
Epoch 17975/50000
discriminator loss: 1.357467 - generator loss: 0.752098 - 2s
Epoch 17976/50000
discriminator loss: 1.355196 - generator loss: 0.747145 - 2s
Epoch 17977/50000
discriminator loss: 1.354787 - generator loss: 0.739053 - 1s
Epoch 17978/50000
discriminator loss: 1.352545 - generator loss: 0.736811 - 1s
Epoch 17979/50000
discriminator loss: 1.353030 - generator loss: 0.738175 - 2s
Epoch 17980/50000
discriminator loss: 1.346825 - generator loss: 0.743933 - 1s
Epoch 17981/50000
discriminator loss: 1.350517 - generator loss: 0.753664 - 2s
Epoch 17982/50000
discriminator loss: 1.355727 - generator loss: 0.749904 - 2s
Epoch 17983/50000
discriminator loss: 1.356713 - generator loss: 0.752026 - 1s
Epoch 17984/50000
discriminator loss: 1.351785 - generator loss: 0.746632 - 1s
Epoch 17985/50000
discriminator loss: 1.354386 - generator loss: 0.742987 - 2s
Epoch 17986/50000
discriminator loss: 1.355834 - generator loss: 0.737757 - 2s
Epoch 17987/50000
discriminator loss: 1.352523 - generator loss: 0.737673 - 1s
Epoch 17988/50000
discriminator loss: 1.350106 - generator loss: 0.748005 - 1s
Epoch 17989/50000
discriminator loss: 1.346827 - generator loss: 0.745012 - 2s
Epoch 17990/50000
discriminator loss: 1.354568 - generator loss: 0.750290 - 2s
Epoch 17991/50000
discriminator loss: 1.358845 - generator loss: 0.742676 - 2s
Epoch 17992/50000
discriminator loss: 1.356825 - generator loss: 0.748856 - 1s
Epoch 17993/50000
discriminator loss: 1.346748 - generator loss: 0.755441 - 1s
Epoch 17994/50000
discriminator loss: 1.338490 - generator loss: 0.750202 - 2s
Epoch 17995/50000
discriminator loss: 1.356816 - generator loss: 0.741301 - 2s
Epoch 17996/50000
discriminator loss: 1.353982 - generator loss: 0.731953 - 1s
Epoch 17997/50000
discriminator loss: 1.351769 - generator loss: 0.746887 - 1s
Epoch 17998/50000
discriminator loss: 1.349384 - generator loss: 0.751748 - 1s
Epoch 17999/50000
discriminator loss: 1.348335 - generator loss: 0.746067 - 1s
Epoch 18000/50000
discriminator loss: 1.361248 - generator loss: 0.740040 - 1s
Epoch 18001/50000
discriminator loss: 1.359513 - generator loss: 0.743209 - 1s

Loss: 

Epoch 18002/50000
discriminator loss: 1.351055 - generator loss: 0.749843 - 1s
Epoch 18003/50000
discriminator loss: 1.364586 - generator loss: 0.736844 - 1s
Epoch 18004/50000
discriminator loss: 1.353674 - generator loss: 0.742316 - 1s
Epoch 18005/50000
discriminator loss: 1.354182 - generator loss: 0.733298 - 2s
Epoch 18006/50000
discriminator loss: 1.351928 - generator loss: 0.746063 - 1s
Epoch 18007/50000
discriminator loss: 1.351785 - generator loss: 0.743794 - 1s
Epoch 18008/50000
discriminator loss: 1.357580 - generator loss: 0.742160 - 1s
Epoch 18009/50000
discriminator loss: 1.354921 - generator loss: 0.749386 - 1s
Epoch 18010/50000
discriminator loss: 1.354173 - generator loss: 0.746380 - 1s
Epoch 18011/50000
discriminator loss: 1.346404 - generator loss: 0.754813 - 1s
Epoch 18012/50000
discriminator loss: 1.354119 - generator loss: 0.740542 - 1s
Epoch 18013/50000
discriminator loss: 1.357670 - generator loss: 0.738180 - 1s
Epoch 18014/50000
discriminator loss: 1.344757 - generator loss: 0.734048 - 1s
Epoch 18015/50000
discriminator loss: 1.341666 - generator loss: 0.753207 - 1s
Epoch 18016/50000
discriminator loss: 1.354959 - generator loss: 0.745318 - 1s
Epoch 18017/50000
discriminator loss: 1.354045 - generator loss: 0.743450 - 2s
Epoch 18018/50000
discriminator loss: 1.348511 - generator loss: 0.754064 - 1s
Epoch 18019/50000
discriminator loss: 1.349219 - generator loss: 0.753106 - 1s
Epoch 18020/50000
discriminator loss: 1.348251 - generator loss: 0.742417 - 1s
Epoch 18021/50000
discriminator loss: 1.353558 - generator loss: 0.742615 - 1s
Epoch 18022/50000
discriminator loss: 1.356055 - generator loss: 0.737160 - 1s
Epoch 18023/50000
discriminator loss: 1.353952 - generator loss: 0.742422 - 1s
Epoch 18024/50000
discriminator loss: 1.344656 - generator loss: 0.739595 - 1s
Epoch 18025/50000
discriminator loss: 1.365898 - generator loss: 0.741210 - 1s
Epoch 18026/50000
discriminator loss: 1.351724 - generator loss: 0.747664 - 1s
Epoch 18027/50000
discriminator loss: 1.357588 - generator loss: 0.744452 - 1s
Epoch 18028/50000
discriminator loss: 1.350574 - generator loss: 0.751349 - 1s
Epoch 18029/50000
discriminator loss: 1.352867 - generator loss: 0.737463 - 1s
Epoch 18030/50000
discriminator loss: 1.357751 - generator loss: 0.739271 - 1s
Epoch 18031/50000
discriminator loss: 1.357313 - generator loss: 0.738449 - 1s
Epoch 18032/50000
discriminator loss: 1.357768 - generator loss: 0.735076 - 1s
Epoch 18033/50000
discriminator loss: 1.344486 - generator loss: 0.751932 - 1s
Epoch 18034/50000
discriminator loss: 1.352335 - generator loss: 0.745150 - 1s
Epoch 18035/50000
discriminator loss: 1.353811 - generator loss: 0.747478 - 1s
Epoch 18036/50000
discriminator loss: 1.357508 - generator loss: 0.745210 - 1s
Epoch 18037/50000
discriminator loss: 1.360920 - generator loss: 0.744041 - 1s
Epoch 18038/50000
discriminator loss: 1.352675 - generator loss: 0.749625 - 1s
Epoch 18039/50000
discriminator loss: 1.349120 - generator loss: 0.736992 - 1s
Epoch 18040/50000
discriminator loss: 1.351146 - generator loss: 0.737186 - 1s
Epoch 18041/50000
discriminator loss: 1.348722 - generator loss: 0.750436 - 1s
Epoch 18042/50000
discriminator loss: 1.351084 - generator loss: 0.744664 - 1s
Epoch 18043/50000
discriminator loss: 1.359898 - generator loss: 0.744039 - 1s
Epoch 18044/50000
discriminator loss: 1.351190 - generator loss: 0.741144 - 1s
Epoch 18045/50000
discriminator loss: 1.353822 - generator loss: 0.748214 - 1s
Epoch 18046/50000
discriminator loss: 1.353977 - generator loss: 0.746135 - 1s
Epoch 18047/50000
discriminator loss: 1.357465 - generator loss: 0.742535 - 1s
Epoch 18048/50000
discriminator loss: 1.352011 - generator loss: 0.741744 - 1s
Epoch 18049/50000
discriminator loss: 1.355706 - generator loss: 0.734694 - 1s
Epoch 18050/50000
discriminator loss: 1.350140 - generator loss: 0.748245 - 1s
Epoch 18051/50000
discriminator loss: 1.356009 - generator loss: 0.743155 - 1s
Epoch 18052/50000
discriminator loss: 1.357752 - generator loss: 0.742730 - 1s
Epoch 18053/50000
discriminator loss: 1.352652 - generator loss: 0.751292 - 1s
Epoch 18054/50000
discriminator loss: 1.343840 - generator loss: 0.755090 - 1s
Epoch 18055/50000
discriminator loss: 1.349906 - generator loss: 0.751124 - 1s
Epoch 18056/50000
discriminator loss: 1.352948 - generator loss: 0.734735 - 1s
Epoch 18057/50000
discriminator loss: 1.355407 - generator loss: 0.737263 - 1s
Epoch 18058/50000
discriminator loss: 1.345335 - generator loss: 0.747225 - 1s
Epoch 18059/50000
discriminator loss: 1.348925 - generator loss: 0.745870 - 1s
Epoch 18060/50000
discriminator loss: 1.361902 - generator loss: 0.745851 - 1s
Epoch 18061/50000
discriminator loss: 1.364838 - generator loss: 0.745534 - 1s
Epoch 18062/50000
discriminator loss: 1.359020 - generator loss: 0.740506 - 1s
Epoch 18063/50000
discriminator loss: 1.354220 - generator loss: 0.746032 - 1s
Epoch 18064/50000
discriminator loss: 1.351324 - generator loss: 0.743326 - 1s
Epoch 18065/50000
discriminator loss: 1.359360 - generator loss: 0.734445 - 1s
Epoch 18066/50000
discriminator loss: 1.354355 - generator loss: 0.743863 - 1s
Epoch 18067/50000
discriminator loss: 1.347092 - generator loss: 0.740342 - 1s
Epoch 18068/50000
discriminator loss: 1.354064 - generator loss: 0.744428 - 1s
Epoch 18069/50000
discriminator loss: 1.360017 - generator loss: 0.746102 - 1s
Epoch 18070/50000
discriminator loss: 1.359149 - generator loss: 0.748174 - 1s
Epoch 18071/50000
discriminator loss: 1.349053 - generator loss: 0.752183 - 1s
Epoch 18072/50000
discriminator loss: 1.352985 - generator loss: 0.746971 - 1s
Epoch 18073/50000
discriminator loss: 1.363618 - generator loss: 0.730393 - 1s
Epoch 18074/50000
discriminator loss: 1.356185 - generator loss: 0.735765 - 1s
Epoch 18075/50000
discriminator loss: 1.348406 - generator loss: 0.744412 - 1s
Epoch 18076/50000
discriminator loss: 1.344336 - generator loss: 0.753906 - 1s
Epoch 18077/50000
discriminator loss: 1.355644 - generator loss: 0.739790 - 1s
Epoch 18078/50000
discriminator loss: 1.359832 - generator loss: 0.743392 - 1s
Epoch 18079/50000
discriminator loss: 1.349991 - generator loss: 0.754233 - 1s
Epoch 18080/50000
discriminator loss: 1.348888 - generator loss: 0.745637 - 1s
Epoch 18081/50000
discriminator loss: 1.356259 - generator loss: 0.739463 - 1s
Epoch 18082/50000
discriminator loss: 1.356055 - generator loss: 0.736808 - 1s
Epoch 18083/50000
discriminator loss: 1.349335 - generator loss: 0.741718 - 1s
Epoch 18084/50000
discriminator loss: 1.348656 - generator loss: 0.749677 - 1s
Epoch 18085/50000
discriminator loss: 1.355149 - generator loss: 0.744588 - 1s
Epoch 18086/50000
discriminator loss: 1.356671 - generator loss: 0.742463 - 1s
Epoch 18087/50000
discriminator loss: 1.347275 - generator loss: 0.753711 - 1s
Epoch 18088/50000
discriminator loss: 1.350209 - generator loss: 0.746877 - 1s
Epoch 18089/50000
discriminator loss: 1.359430 - generator loss: 0.742092 - 1s
Epoch 18090/50000
discriminator loss: 1.361323 - generator loss: 0.734549 - 1s
Epoch 18091/50000
discriminator loss: 1.357288 - generator loss: 0.740639 - 1s
Epoch 18092/50000
discriminator loss: 1.349391 - generator loss: 0.738693 - 1s
Epoch 18093/50000
discriminator loss: 1.353363 - generator loss: 0.744461 - 1s
Epoch 18094/50000
discriminator loss: 1.349505 - generator loss: 0.744738 - 1s
Epoch 18095/50000
discriminator loss: 1.348290 - generator loss: 0.748180 - 1s
Epoch 18096/50000
discriminator loss: 1.351736 - generator loss: 0.754198 - 1s
Epoch 18097/50000
discriminator loss: 1.349621 - generator loss: 0.752975 - 1s
Epoch 18098/50000
discriminator loss: 1.351919 - generator loss: 0.746265 - 1s
Epoch 18099/50000
discriminator loss: 1.359377 - generator loss: 0.738783 - 1s
Epoch 18100/50000
discriminator loss: 1.364650 - generator loss: 0.730249 - 1s
Epoch 18101/50000
discriminator loss: 1.349035 - generator loss: 0.745321 - 1s
Epoch 18102/50000
discriminator loss: 1.344171 - generator loss: 0.746207 - 1s
Epoch 18103/50000
discriminator loss: 1.362259 - generator loss: 0.746004 - 1s
Epoch 18104/50000
discriminator loss: 1.365057 - generator loss: 0.744833 - 2s
Epoch 18105/50000
discriminator loss: 1.351895 - generator loss: 0.747985 - 1s
Epoch 18106/50000
discriminator loss: 1.348198 - generator loss: 0.749075 - 1s
Epoch 18107/50000
discriminator loss: 1.354890 - generator loss: 0.738953 - 1s
Epoch 18108/50000
discriminator loss: 1.352739 - generator loss: 0.741444 - 1s
Epoch 18109/50000
discriminator loss: 1.353962 - generator loss: 0.739244 - 1s
Epoch 18110/50000
discriminator loss: 1.349128 - generator loss: 0.745922 - 1s
Epoch 18111/50000
discriminator loss: 1.355523 - generator loss: 0.739803 - 1s
Epoch 18112/50000
discriminator loss: 1.363649 - generator loss: 0.749849 - 1s
Epoch 18113/50000
discriminator loss: 1.354241 - generator loss: 0.746987 - 1s
Epoch 18114/50000
discriminator loss: 1.349655 - generator loss: 0.750063 - 1s
Epoch 18115/50000
discriminator loss: 1.351446 - generator loss: 0.742840 - 1s
Epoch 18116/50000
discriminator loss: 1.357828 - generator loss: 0.735942 - 1s
Epoch 18117/50000
discriminator loss: 1.352957 - generator loss: 0.741729 - 1s
Epoch 18118/50000
discriminator loss: 1.347427 - generator loss: 0.745684 - 1s
Epoch 18119/50000
discriminator loss: 1.350880 - generator loss: 0.745445 - 1s
Epoch 18120/50000
discriminator loss: 1.362383 - generator loss: 0.741759 - 2s
Epoch 18121/50000
discriminator loss: 1.360272 - generator loss: 0.743474 - 1s
Epoch 18122/50000
discriminator loss: 1.349726 - generator loss: 0.752638 - 1s
Epoch 18123/50000
discriminator loss: 1.348869 - generator loss: 0.748204 - 1s
Epoch 18124/50000
discriminator loss: 1.347578 - generator loss: 0.742750 - 2s
Epoch 18125/50000
discriminator loss: 1.358335 - generator loss: 0.736887 - 1s
Epoch 18126/50000
discriminator loss: 1.350923 - generator loss: 0.740938 - 1s
Epoch 18127/50000
discriminator loss: 1.347423 - generator loss: 0.743844 - 1s
Epoch 18128/50000
discriminator loss: 1.351135 - generator loss: 0.743766 - 1s
Epoch 18129/50000
discriminator loss: 1.367805 - generator loss: 0.736720 - 1s
Epoch 18130/50000
discriminator loss: 1.357595 - generator loss: 0.754386 - 1s
Epoch 18131/50000
discriminator loss: 1.354976 - generator loss: 0.748254 - 1s
Epoch 18132/50000
discriminator loss: 1.356399 - generator loss: 0.743045 - 1s
Epoch 18133/50000
discriminator loss: 1.363413 - generator loss: 0.728352 - 2s
Epoch 18134/50000
discriminator loss: 1.359577 - generator loss: 0.736956 - 1s
Epoch 18135/50000
discriminator loss: 1.349810 - generator loss: 0.746055 - 1s
Epoch 18136/50000
discriminator loss: 1.346336 - generator loss: 0.742386 - 1s
Epoch 18137/50000
discriminator loss: 1.360649 - generator loss: 0.744881 - 1s
Epoch 18138/50000
discriminator loss: 1.360859 - generator loss: 0.739655 - 1s
Epoch 18139/50000
discriminator loss: 1.352405 - generator loss: 0.751270 - 2s
Epoch 18140/50000
discriminator loss: 1.353777 - generator loss: 0.748241 - 1s
Epoch 18141/50000
discriminator loss: 1.356627 - generator loss: 0.743221 - 1s
Epoch 18142/50000
discriminator loss: 1.357362 - generator loss: 0.734920 - 1s
Epoch 18143/50000
discriminator loss: 1.368066 - generator loss: 0.731370 - 1s
Epoch 18144/50000
discriminator loss: 1.351704 - generator loss: 0.747890 - 1s
Epoch 18145/50000
discriminator loss: 1.361905 - generator loss: 0.742502 - 1s
Epoch 18146/50000
discriminator loss: 1.356716 - generator loss: 0.737716 - 1s
Epoch 18147/50000
discriminator loss: 1.355224 - generator loss: 0.741971 - 1s
Epoch 18148/50000
discriminator loss: 1.353903 - generator loss: 0.750077 - 1s
Epoch 18149/50000
discriminator loss: 1.341573 - generator loss: 0.761998 - 1s
Epoch 18150/50000
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Epoch 18151/50000
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Epoch 18152/50000
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Epoch 18153/50000
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Epoch 18154/50000
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Epoch 18155/50000
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Epoch 18156/50000
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Epoch 18157/50000
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Epoch 18158/50000
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Epoch 18159/50000
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Epoch 18160/50000
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Epoch 18161/50000
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Epoch 18162/50000
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Epoch 18163/50000
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Epoch 18164/50000
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Epoch 18165/50000
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Epoch 18166/50000
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Epoch 18167/50000
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Epoch 18168/50000
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Epoch 18169/50000
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Epoch 18170/50000
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Epoch 18171/50000
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Epoch 18172/50000
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Epoch 18173/50000
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Epoch 18174/50000
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Epoch 18175/50000
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Epoch 18176/50000
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Epoch 18177/50000
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Epoch 18178/50000
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Epoch 18179/50000
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Epoch 18180/50000
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Epoch 18181/50000
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Epoch 18182/50000
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Epoch 18183/50000
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Epoch 18184/50000
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Epoch 18185/50000
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Epoch 18186/50000
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Epoch 18187/50000
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Epoch 18188/50000
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Epoch 18189/50000
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Epoch 18190/50000
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Epoch 18191/50000
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Epoch 18192/50000
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Epoch 18193/50000
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Epoch 18194/50000
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Epoch 18195/50000
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Epoch 18196/50000
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Epoch 18197/50000
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Epoch 18198/50000
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Epoch 18199/50000
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Epoch 18200/50000
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Epoch 18201/50000
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Epoch 18202/50000
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Epoch 18203/50000
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Epoch 18204/50000
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Epoch 18205/50000
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Epoch 18206/50000
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Epoch 18207/50000
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Epoch 18208/50000
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Epoch 18209/50000
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Epoch 18210/50000
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Epoch 18211/50000
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Epoch 18212/50000
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Epoch 18213/50000
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Epoch 18214/50000
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Epoch 18215/50000
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Epoch 18216/50000
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Epoch 18217/50000
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Epoch 18218/50000
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Epoch 18219/50000
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Epoch 18220/50000
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Epoch 18221/50000
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Epoch 18222/50000
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Epoch 18223/50000
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Epoch 18224/50000
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Epoch 18225/50000
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Epoch 18226/50000
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Epoch 18227/50000
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Epoch 18228/50000
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Epoch 18229/50000
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Epoch 18230/50000
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Epoch 18231/50000
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Epoch 18232/50000
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Epoch 18233/50000
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Epoch 18234/50000
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Epoch 18235/50000
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Epoch 18236/50000
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Epoch 18237/50000
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Epoch 18238/50000
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Epoch 18239/50000
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Epoch 18240/50000
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Epoch 18241/50000
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Epoch 18242/50000
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Epoch 18243/50000
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Epoch 18244/50000
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Epoch 18245/50000
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Epoch 18246/50000
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Epoch 18247/50000
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Epoch 18248/50000
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Epoch 18249/50000
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Epoch 18250/50000
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Epoch 18251/50000
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Epoch 18252/50000
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Epoch 18253/50000
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Epoch 18254/50000
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Epoch 18255/50000
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Epoch 18256/50000
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Epoch 18257/50000
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Epoch 18258/50000
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Epoch 18259/50000
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Epoch 18260/50000
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Epoch 18261/50000
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Epoch 18262/50000
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Epoch 18263/50000
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Epoch 18264/50000
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Epoch 18265/50000
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Epoch 18266/50000
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Epoch 18267/50000
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Epoch 18268/50000
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Epoch 18269/50000
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Epoch 18270/50000
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Epoch 18271/50000
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Epoch 18272/50000
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Epoch 18273/50000
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Epoch 18274/50000
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Epoch 18275/50000
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Epoch 18276/50000
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Epoch 18277/50000
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Epoch 18278/50000
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Epoch 18279/50000
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Epoch 18280/50000
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Epoch 18281/50000
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Epoch 18282/50000
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Epoch 18283/50000
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Epoch 18284/50000
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Epoch 18285/50000
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Epoch 18286/50000
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Epoch 18287/50000
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Epoch 18288/50000
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Epoch 18289/50000
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Epoch 18290/50000
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Epoch 18291/50000
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Epoch 18292/50000
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Epoch 18293/50000
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Epoch 18294/50000
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Epoch 18295/50000
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Epoch 18296/50000
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Epoch 18297/50000
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Epoch 18298/50000
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Epoch 18299/50000
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Epoch 18300/50000
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Epoch 18301/50000
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Epoch 18302/50000
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Epoch 18303/50000
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Epoch 18304/50000
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Epoch 18305/50000
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Epoch 18306/50000
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Epoch 18307/50000
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Epoch 18308/50000
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Epoch 18309/50000
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Epoch 18310/50000
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Epoch 18311/50000
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Epoch 18312/50000
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Epoch 18313/50000
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Epoch 18314/50000
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Epoch 18315/50000
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Epoch 18316/50000
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Epoch 18317/50000
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Epoch 18318/50000
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Epoch 18319/50000
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Epoch 18320/50000
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Epoch 18321/50000
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Epoch 18322/50000
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Epoch 18323/50000
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Epoch 18324/50000
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Epoch 18325/50000
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Epoch 18326/50000
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Epoch 18327/50000
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Epoch 18328/50000
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Epoch 18329/50000
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Epoch 18330/50000
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Epoch 18331/50000
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Epoch 18332/50000
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Epoch 18333/50000
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Epoch 18334/50000
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Epoch 18335/50000
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Epoch 18336/50000
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Epoch 18337/50000
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Epoch 18338/50000
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Epoch 18339/50000
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Epoch 18340/50000
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Epoch 18341/50000
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Epoch 18342/50000
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Epoch 18343/50000
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Epoch 18344/50000
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Epoch 18345/50000
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Epoch 18346/50000
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Epoch 18347/50000
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Epoch 18348/50000
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Epoch 18349/50000
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Epoch 18350/50000
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Epoch 18351/50000
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Epoch 18352/50000
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Epoch 18353/50000
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Epoch 18354/50000
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Epoch 18355/50000
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Epoch 18356/50000
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Epoch 18357/50000
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Epoch 18358/50000
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Epoch 18359/50000
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Epoch 18360/50000
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Epoch 18361/50000
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Epoch 18362/50000
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Epoch 18363/50000
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Epoch 18364/50000
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Epoch 18365/50000
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Epoch 18366/50000
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Epoch 18367/50000
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Epoch 18368/50000
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Epoch 18369/50000
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Epoch 18370/50000
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Epoch 18371/50000
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Epoch 18372/50000
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Epoch 18373/50000
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Epoch 18374/50000
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Epoch 18375/50000
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Epoch 18376/50000
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Epoch 18377/50000
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Epoch 18378/50000
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Epoch 18379/50000
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Epoch 18380/50000
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Epoch 18381/50000
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Epoch 18382/50000
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Epoch 18383/50000
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Epoch 18384/50000
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Epoch 18385/50000
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Epoch 18386/50000
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Epoch 18387/50000
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Epoch 18388/50000
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Epoch 18389/50000
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Epoch 18390/50000
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Epoch 18391/50000
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Epoch 18392/50000
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Epoch 18393/50000
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Epoch 18394/50000
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Epoch 18395/50000
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Epoch 18396/50000
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Epoch 18397/50000
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Epoch 18398/50000
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Epoch 18399/50000
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Epoch 18400/50000
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Epoch 18401/50000
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Epoch 18402/50000
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Epoch 18403/50000
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Epoch 18404/50000
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Epoch 18405/50000
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Epoch 18406/50000
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Epoch 18407/50000
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Epoch 18408/50000
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Epoch 18409/50000
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Epoch 18410/50000
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Epoch 18411/50000
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Epoch 18412/50000
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Epoch 18413/50000
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Epoch 18414/50000
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Epoch 18415/50000
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Epoch 18416/50000
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Epoch 18417/50000
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Epoch 18418/50000
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Epoch 18419/50000
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Epoch 18420/50000
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Epoch 18421/50000
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Epoch 18422/50000
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Epoch 18423/50000
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Epoch 18424/50000
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Epoch 18425/50000
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Epoch 18426/50000
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Epoch 18427/50000
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Epoch 18428/50000
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Epoch 18429/50000
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Epoch 18430/50000
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Epoch 18431/50000
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Epoch 18432/50000
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Epoch 18433/50000
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Epoch 18434/50000
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Epoch 18435/50000
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Epoch 18436/50000
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Epoch 18437/50000
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Epoch 18438/50000
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Epoch 18439/50000
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Epoch 18440/50000
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Epoch 18441/50000
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Epoch 18442/50000
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Epoch 18443/50000
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Epoch 18444/50000
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Epoch 18445/50000
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Epoch 18446/50000
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Epoch 18447/50000
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Epoch 18448/50000
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Epoch 18449/50000
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Epoch 18450/50000
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Epoch 18451/50000
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Epoch 18452/50000
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Epoch 18453/50000
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Epoch 18454/50000
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Epoch 18455/50000
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Epoch 18456/50000
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Epoch 18457/50000
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Epoch 18458/50000
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Epoch 18459/50000
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Epoch 18460/50000
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Epoch 18461/50000
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Epoch 18462/50000
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Epoch 18463/50000
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Epoch 18464/50000
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Epoch 18465/50000
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Epoch 18466/50000
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Epoch 18467/50000
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Epoch 18468/50000
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Epoch 18469/50000
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Epoch 18470/50000
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Epoch 18471/50000
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Epoch 18472/50000
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Epoch 18473/50000
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Epoch 18474/50000
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Epoch 18475/50000
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Epoch 18476/50000
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Epoch 18477/50000
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Epoch 18478/50000
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Epoch 18479/50000
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Epoch 18480/50000
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Epoch 18481/50000
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Epoch 18482/50000
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Epoch 18483/50000
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Epoch 18484/50000
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Epoch 18485/50000
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Epoch 18486/50000
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Epoch 18487/50000
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Epoch 18488/50000
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Epoch 18489/50000
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Epoch 18490/50000
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Epoch 18491/50000
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Epoch 18492/50000
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Epoch 18493/50000
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Epoch 18494/50000
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Epoch 18495/50000
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Epoch 18496/50000
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Epoch 18497/50000
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Epoch 18498/50000
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Epoch 18499/50000
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Epoch 18500/50000
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Epoch 18501/50000
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Epoch 18502/50000
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Epoch 18503/50000
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Epoch 18504/50000
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Epoch 18505/50000
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Epoch 18506/50000
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Epoch 18507/50000
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Epoch 18508/50000
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Epoch 18509/50000
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Epoch 18510/50000
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Epoch 18511/50000
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Epoch 18512/50000
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Epoch 18513/50000
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Epoch 18514/50000
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Epoch 18515/50000
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Epoch 18516/50000
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Epoch 18517/50000
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Epoch 18518/50000
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Epoch 18519/50000
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Epoch 18520/50000
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Epoch 18521/50000
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Epoch 18522/50000
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Epoch 18523/50000
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Epoch 18524/50000
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Epoch 18525/50000
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Epoch 18526/50000
discriminator loss: 1.361536 - generator loss: 0.732886 - 1s
Epoch 18527/50000
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Epoch 18528/50000
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Epoch 18529/50000
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Epoch 18530/50000
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Epoch 18531/50000
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Epoch 18532/50000
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Epoch 18533/50000
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Epoch 18534/50000
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Epoch 18535/50000
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Epoch 18536/50000
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Epoch 18537/50000
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Epoch 18538/50000
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Epoch 18539/50000
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Epoch 18540/50000
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Epoch 18541/50000
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Epoch 18542/50000
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Epoch 18543/50000
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Epoch 18544/50000
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Epoch 18545/50000
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Epoch 18546/50000
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Epoch 18547/50000
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Epoch 18548/50000
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Epoch 18549/50000
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Epoch 18550/50000
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Epoch 18551/50000
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Epoch 18552/50000
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Epoch 18553/50000
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Epoch 18554/50000
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Epoch 18555/50000
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Epoch 18556/50000
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Epoch 18557/50000
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Epoch 18558/50000
discriminator loss: 1.349892 - generator loss: 0.748920 - 1s
Epoch 18559/50000
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Epoch 18560/50000
discriminator loss: 1.360989 - generator loss: 0.733314 - 1s
Epoch 18561/50000
discriminator loss: 1.356809 - generator loss: 0.727020 - 1s
Epoch 18562/50000
discriminator loss: 1.353709 - generator loss: 0.748285 - 1s
Epoch 18563/50000
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Epoch 18564/50000
discriminator loss: 1.359679 - generator loss: 0.738959 - 1s
Epoch 18565/50000
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Epoch 18566/50000
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Epoch 18567/50000
discriminator loss: 1.346637 - generator loss: 0.755655 - 1s
Epoch 18568/50000
discriminator loss: 1.352717 - generator loss: 0.736934 - 1s
Epoch 18569/50000
discriminator loss: 1.362710 - generator loss: 0.737690 - 1s
Epoch 18570/50000
discriminator loss: 1.340827 - generator loss: 0.748820 - 1s
Epoch 18571/50000
discriminator loss: 1.344447 - generator loss: 0.748207 - 1s
Epoch 18572/50000
discriminator loss: 1.361794 - generator loss: 0.739887 - 1s
Epoch 18573/50000
discriminator loss: 1.357014 - generator loss: 0.753107 - 1s
Epoch 18574/50000
discriminator loss: 1.358070 - generator loss: 0.747293 - 1s
Epoch 18575/50000
discriminator loss: 1.341611 - generator loss: 0.757885 - 1s
Epoch 18576/50000
discriminator loss: 1.352849 - generator loss: 0.748921 - 1s
Epoch 18577/50000
discriminator loss: 1.367524 - generator loss: 0.728343 - 1s
Epoch 18578/50000
discriminator loss: 1.348161 - generator loss: 0.745772 - 1s
Epoch 18579/50000
discriminator loss: 1.357135 - generator loss: 0.735614 - 1s
Epoch 18580/50000
discriminator loss: 1.347490 - generator loss: 0.749142 - 1s
Epoch 18581/50000
discriminator loss: 1.352276 - generator loss: 0.742504 - 1s
Epoch 18582/50000
discriminator loss: 1.358386 - generator loss: 0.744864 - 1s
Epoch 18583/50000
discriminator loss: 1.350848 - generator loss: 0.753046 - 1s
Epoch 18584/50000
discriminator loss: 1.352831 - generator loss: 0.750625 - 1s
Epoch 18585/50000
discriminator loss: 1.353159 - generator loss: 0.742725 - 1s
Epoch 18586/50000
discriminator loss: 1.360798 - generator loss: 0.738115 - 1s
Epoch 18587/50000
discriminator loss: 1.356252 - generator loss: 0.733011 - 1s
Epoch 18588/50000
discriminator loss: 1.356769 - generator loss: 0.752414 - 1s
Epoch 18589/50000
discriminator loss: 1.346201 - generator loss: 0.744252 - 1s
Epoch 18590/50000
discriminator loss: 1.344383 - generator loss: 0.740334 - 1s
Epoch 18591/50000
discriminator loss: 1.359622 - generator loss: 0.749268 - 1s
Epoch 18592/50000
discriminator loss: 1.358091 - generator loss: 0.744650 - 1s
Epoch 18593/50000
discriminator loss: 1.341102 - generator loss: 0.763040 - 1s
Epoch 18594/50000
discriminator loss: 1.351717 - generator loss: 0.742733 - 1s
Epoch 18595/50000
discriminator loss: 1.353130 - generator loss: 0.740303 - 1s
Epoch 18596/50000
discriminator loss: 1.353767 - generator loss: 0.735365 - 1s
Epoch 18597/50000
discriminator loss: 1.359595 - generator loss: 0.738364 - 1s
Epoch 18598/50000
discriminator loss: 1.344614 - generator loss: 0.757840 - 1s
Epoch 18599/50000
discriminator loss: 1.362562 - generator loss: 0.738122 - 2s
Epoch 18600/50000
discriminator loss: 1.350147 - generator loss: 0.750384 - 1s
Epoch 18601/50000
discriminator loss: 1.355468 - generator loss: 0.742443 - 1s
Epoch 18602/50000
discriminator loss: 1.344233 - generator loss: 0.756632 - 1s
Epoch 18603/50000
discriminator loss: 1.346744 - generator loss: 0.755248 - 1s
Epoch 18604/50000
discriminator loss: 1.361899 - generator loss: 0.732937 - 1s
Epoch 18605/50000
discriminator loss: 1.360696 - generator loss: 0.739804 - 1s
Epoch 18606/50000
discriminator loss: 1.356651 - generator loss: 0.733525 - 1s
Epoch 18607/50000
discriminator loss: 1.354335 - generator loss: 0.741051 - 1s
Epoch 18608/50000
discriminator loss: 1.351796 - generator loss: 0.751666 - 1s
Epoch 18609/50000
discriminator loss: 1.356512 - generator loss: 0.742868 - 1s
Epoch 18610/50000
discriminator loss: 1.348561 - generator loss: 0.757398 - 1s
Epoch 18611/50000
discriminator loss: 1.346556 - generator loss: 0.745268 - 1s
Epoch 18612/50000
discriminator loss: 1.352968 - generator loss: 0.747083 - 1s
Epoch 18613/50000
discriminator loss: 1.349108 - generator loss: 0.751998 - 1s
Epoch 18614/50000
discriminator loss: 1.352170 - generator loss: 0.737581 - 1s
Epoch 18615/50000
discriminator loss: 1.347761 - generator loss: 0.740137 - 1s
Epoch 18616/50000
discriminator loss: 1.353474 - generator loss: 0.743575 - 1s
Epoch 18617/50000
discriminator loss: 1.364965 - generator loss: 0.737334 - 1s
Epoch 18618/50000
discriminator loss: 1.359140 - generator loss: 0.749319 - 1s
Epoch 18619/50000
discriminator loss: 1.351229 - generator loss: 0.750855 - 1s
Epoch 18620/50000
discriminator loss: 1.347583 - generator loss: 0.751355 - 1s
Epoch 18621/50000
discriminator loss: 1.358744 - generator loss: 0.739071 - 1s
Epoch 18622/50000
discriminator loss: 1.369011 - generator loss: 0.730558 - 1s
Epoch 18623/50000
discriminator loss: 1.346905 - generator loss: 0.745734 - 1s
Epoch 18624/50000
discriminator loss: 1.356808 - generator loss: 0.745624 - 1s
Epoch 18625/50000
discriminator loss: 1.355230 - generator loss: 0.743254 - 1s
Epoch 18626/50000
discriminator loss: 1.354487 - generator loss: 0.742759 - 1s
Epoch 18627/50000
discriminator loss: 1.350649 - generator loss: 0.745325 - 1s
Epoch 18628/50000
discriminator loss: 1.348688 - generator loss: 0.757163 - 1s
Epoch 18629/50000
discriminator loss: 1.346006 - generator loss: 0.749276 - 1s
Epoch 18630/50000
discriminator loss: 1.355485 - generator loss: 0.746409 - 1s
Epoch 18631/50000
discriminator loss: 1.350388 - generator loss: 0.739896 - 1s
Epoch 18632/50000
discriminator loss: 1.355495 - generator loss: 0.735705 - 1s
Epoch 18633/50000
discriminator loss: 1.347504 - generator loss: 0.752756 - 1s
Epoch 18634/50000
discriminator loss: 1.355772 - generator loss: 0.743687 - 1s
Epoch 18635/50000
discriminator loss: 1.354751 - generator loss: 0.742037 - 1s
Epoch 18636/50000
discriminator loss: 1.348028 - generator loss: 0.748628 - 1s
Epoch 18637/50000
discriminator loss: 1.349820 - generator loss: 0.756953 - 1s
Epoch 18638/50000
discriminator loss: 1.341800 - generator loss: 0.757679 - 1s
Epoch 18639/50000
discriminator loss: 1.359749 - generator loss: 0.736711 - 1s
Epoch 18640/50000
discriminator loss: 1.353008 - generator loss: 0.733147 - 1s
Epoch 18641/50000
discriminator loss: 1.351200 - generator loss: 0.745314 - 1s
Epoch 18642/50000
discriminator loss: 1.349182 - generator loss: 0.738106 - 1s
Epoch 18643/50000
discriminator loss: 1.357521 - generator loss: 0.738305 - 1s
Epoch 18644/50000
discriminator loss: 1.359331 - generator loss: 0.746909 - 1s
Epoch 18645/50000
discriminator loss: 1.357261 - generator loss: 0.742350 - 1s
Epoch 18646/50000
discriminator loss: 1.355302 - generator loss: 0.752299 - 1s
Epoch 18647/50000
discriminator loss: 1.361756 - generator loss: 0.740970 - 1s
Epoch 18648/50000
discriminator loss: 1.357825 - generator loss: 0.738858 - 1s
Epoch 18649/50000
discriminator loss: 1.359339 - generator loss: 0.734493 - 1s
Epoch 18650/50000
discriminator loss: 1.357482 - generator loss: 0.733132 - 1s
Epoch 18651/50000
discriminator loss: 1.352344 - generator loss: 0.745233 - 1s
Epoch 18652/50000
discriminator loss: 1.350668 - generator loss: 0.746904 - 1s
Epoch 18653/50000
discriminator loss: 1.350499 - generator loss: 0.748371 - 1s
Epoch 18654/50000
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Epoch 18655/50000
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Epoch 18656/50000
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Epoch 18657/50000
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Epoch 18658/50000
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Epoch 18659/50000
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Epoch 18660/50000
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Epoch 18661/50000
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Epoch 18662/50000
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Epoch 18663/50000
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Epoch 18664/50000
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Epoch 18665/50000
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Epoch 18666/50000
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Epoch 18667/50000
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Epoch 18668/50000
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Epoch 18669/50000
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Epoch 18670/50000
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Epoch 18671/50000
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Epoch 18672/50000
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Epoch 18673/50000
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Epoch 18674/50000
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Epoch 18675/50000
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Epoch 18676/50000
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Epoch 18677/50000
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Epoch 18678/50000
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Epoch 18679/50000
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Epoch 18680/50000
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Epoch 18681/50000
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Epoch 18682/50000
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Epoch 18683/50000
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Epoch 18684/50000
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Epoch 18685/50000
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Epoch 18686/50000
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Epoch 18687/50000
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Epoch 18688/50000
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Epoch 18689/50000
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Epoch 18690/50000
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Epoch 18691/50000
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Epoch 18692/50000
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Epoch 18693/50000
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Epoch 18694/50000
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Epoch 18695/50000
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Epoch 18696/50000
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Epoch 18697/50000
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Epoch 18698/50000
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Epoch 18699/50000
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Epoch 18700/50000
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Epoch 18701/50000
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Epoch 18702/50000
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Epoch 18703/50000
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Epoch 18704/50000
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Epoch 18705/50000
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Epoch 18706/50000
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Epoch 18707/50000
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Epoch 18708/50000
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Epoch 18709/50000
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Epoch 18710/50000
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Epoch 18711/50000
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Epoch 18712/50000
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Epoch 18713/50000
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Epoch 18714/50000
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Epoch 18715/50000
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Epoch 18716/50000
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Epoch 18717/50000
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Epoch 18718/50000
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Epoch 18719/50000
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Epoch 18720/50000
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Epoch 18721/50000
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Epoch 18722/50000
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Epoch 18723/50000
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Epoch 18724/50000
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Epoch 18725/50000
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Epoch 18726/50000
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Epoch 18727/50000
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Epoch 18728/50000
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Epoch 18729/50000
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Epoch 18730/50000
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Epoch 18731/50000
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Epoch 18732/50000
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Epoch 18733/50000
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Epoch 18734/50000
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Epoch 18735/50000
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Epoch 18736/50000
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Epoch 18737/50000
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Epoch 18738/50000
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Epoch 18739/50000
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Epoch 18740/50000
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Epoch 18741/50000
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Epoch 18742/50000
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Epoch 18743/50000
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Epoch 18744/50000
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Epoch 18745/50000
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Epoch 18746/50000
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Epoch 18747/50000
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Epoch 18748/50000
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Epoch 18749/50000
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Epoch 18750/50000
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Epoch 18751/50000
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Epoch 18752/50000
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Epoch 18753/50000
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Epoch 18754/50000
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Epoch 18755/50000
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Epoch 18756/50000
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Epoch 18757/50000
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Epoch 18758/50000
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Epoch 18759/50000
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Epoch 18760/50000
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Epoch 18761/50000
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Epoch 18762/50000
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Epoch 18763/50000
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Epoch 18764/50000
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Epoch 18765/50000
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Epoch 18766/50000
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Epoch 18767/50000
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Epoch 18768/50000
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Epoch 18769/50000
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Epoch 18770/50000
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Epoch 18771/50000
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Epoch 18772/50000
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Epoch 18773/50000
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Epoch 18774/50000
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Epoch 18775/50000
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Epoch 18776/50000
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Epoch 18777/50000
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Epoch 18778/50000
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Epoch 18779/50000
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Epoch 18780/50000
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Epoch 18781/50000
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Epoch 18782/50000
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Epoch 18783/50000
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Epoch 18784/50000
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Epoch 18785/50000
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Epoch 18786/50000
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Epoch 18787/50000
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Epoch 18788/50000
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Epoch 18789/50000
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Epoch 18790/50000
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Epoch 18791/50000
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Epoch 18792/50000
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Epoch 18793/50000
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Epoch 18794/50000
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Epoch 18795/50000
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Epoch 18796/50000
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Epoch 18797/50000
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Epoch 18798/50000
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Epoch 18799/50000
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Epoch 18800/50000
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Epoch 18801/50000
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Epoch 18802/50000
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Epoch 18803/50000
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Epoch 18804/50000
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Epoch 18805/50000
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Epoch 18806/50000
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Epoch 18807/50000
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Epoch 18808/50000
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Epoch 18809/50000
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Epoch 18810/50000
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Epoch 18811/50000
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Epoch 18812/50000
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Epoch 18813/50000
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Epoch 18814/50000
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Epoch 18815/50000
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Epoch 18816/50000
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Epoch 18817/50000
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Epoch 18818/50000
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Epoch 18819/50000
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Epoch 18820/50000
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Epoch 18821/50000
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Epoch 18822/50000
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Epoch 18823/50000
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Epoch 18824/50000
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Epoch 18825/50000
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Epoch 18826/50000
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Epoch 18827/50000
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Epoch 18828/50000
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Epoch 18829/50000
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Epoch 18830/50000
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Epoch 18831/50000
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Epoch 18832/50000
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Epoch 18833/50000
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Epoch 18834/50000
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Epoch 18835/50000
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Epoch 18836/50000
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Epoch 18837/50000
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Epoch 18838/50000
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Epoch 18839/50000
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Epoch 18840/50000
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Epoch 18841/50000
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Epoch 18842/50000
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Epoch 18843/50000
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Epoch 18844/50000
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Epoch 18845/50000
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Epoch 18846/50000
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Epoch 18847/50000
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Epoch 18848/50000
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Epoch 18849/50000
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Epoch 18850/50000
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Epoch 18851/50000
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Epoch 18852/50000
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Epoch 18853/50000
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Epoch 18854/50000
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Epoch 18855/50000
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Epoch 18856/50000
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Epoch 18857/50000
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Epoch 18858/50000
discriminator loss: 1.362388 - generator loss: 0.742087 - 1s
Epoch 18859/50000
discriminator loss: 1.360802 - generator loss: 0.747417 - 1s
Epoch 18860/50000
discriminator loss: 1.346342 - generator loss: 0.752164 - 1s
Epoch 18861/50000
discriminator loss: 1.353003 - generator loss: 0.751863 - 1s
Epoch 18862/50000
discriminator loss: 1.353428 - generator loss: 0.740347 - 1s
Epoch 18863/50000
discriminator loss: 1.358784 - generator loss: 0.731722 - 1s
Epoch 18864/50000
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Epoch 18865/50000
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Epoch 18866/50000
discriminator loss: 1.349120 - generator loss: 0.742871 - 1s
Epoch 18867/50000
discriminator loss: 1.363113 - generator loss: 0.741845 - 1s
Epoch 18868/50000
discriminator loss: 1.354418 - generator loss: 0.749242 - 1s
Epoch 18869/50000
discriminator loss: 1.348564 - generator loss: 0.756397 - 1s
Epoch 18870/50000
discriminator loss: 1.350040 - generator loss: 0.748893 - 1s
Epoch 18871/50000
discriminator loss: 1.357331 - generator loss: 0.735082 - 1s
Epoch 18872/50000
discriminator loss: 1.356063 - generator loss: 0.732133 - 1s
Epoch 18873/50000
discriminator loss: 1.355280 - generator loss: 0.736951 - 1s
Epoch 18874/50000
discriminator loss: 1.354028 - generator loss: 0.744332 - 1s
Epoch 18875/50000
discriminator loss: 1.358685 - generator loss: 0.742116 - 1s
Epoch 18876/50000
discriminator loss: 1.360600 - generator loss: 0.739843 - 1s
Epoch 18877/50000
discriminator loss: 1.353068 - generator loss: 0.750246 - 1s
Epoch 18878/50000
discriminator loss: 1.348287 - generator loss: 0.756360 - 1s
Epoch 18879/50000
discriminator loss: 1.346666 - generator loss: 0.752977 - 1s
Epoch 18880/50000
discriminator loss: 1.353202 - generator loss: 0.736746 - 1s
Epoch 18881/50000
discriminator loss: 1.354927 - generator loss: 0.732968 - 1s
Epoch 18882/50000
discriminator loss: 1.353274 - generator loss: 0.739627 - 1s
Epoch 18883/50000
discriminator loss: 1.347071 - generator loss: 0.749348 - 1s
Epoch 18884/50000
discriminator loss: 1.359568 - generator loss: 0.742476 - 1s
Epoch 18885/50000
discriminator loss: 1.358816 - generator loss: 0.735794 - 1s
Epoch 18886/50000
discriminator loss: 1.363335 - generator loss: 0.747437 - 1s
Epoch 18887/50000
discriminator loss: 1.337883 - generator loss: 0.758911 - 1s
Epoch 18888/50000
discriminator loss: 1.340567 - generator loss: 0.759030 - 1s
Epoch 18889/50000
discriminator loss: 1.354126 - generator loss: 0.737951 - 1s
Epoch 18890/50000
discriminator loss: 1.366096 - generator loss: 0.727585 - 1s
Epoch 18891/50000
discriminator loss: 1.355862 - generator loss: 0.740027 - 1s
Epoch 18892/50000
discriminator loss: 1.358468 - generator loss: 0.733354 - 1s
Epoch 18893/50000
discriminator loss: 1.356394 - generator loss: 0.748334 - 1s
Epoch 18894/50000
discriminator loss: 1.359216 - generator loss: 0.744475 - 1s
Epoch 18895/50000
discriminator loss: 1.344216 - generator loss: 0.755070 - 1s
Epoch 18896/50000
discriminator loss: 1.340077 - generator loss: 0.762524 - 1s
Epoch 18897/50000
discriminator loss: 1.355946 - generator loss: 0.747175 - 1s
Epoch 18898/50000
discriminator loss: 1.356093 - generator loss: 0.737765 - 1s
Epoch 18899/50000
discriminator loss: 1.355620 - generator loss: 0.733728 - 1s
Epoch 18900/50000
discriminator loss: 1.349391 - generator loss: 0.743146 - 1s
Epoch 18901/50000
discriminator loss: 1.356680 - generator loss: 0.742121 - 1s
Epoch 18902/50000
discriminator loss: 1.364841 - generator loss: 0.736769 - 1s
Epoch 18903/50000
discriminator loss: 1.364845 - generator loss: 0.736332 - 2s
Epoch 18904/50000
discriminator loss: 1.357198 - generator loss: 0.749294 - 1s
Epoch 18905/50000
discriminator loss: 1.355207 - generator loss: 0.749728 - 1s
Epoch 18906/50000
discriminator loss: 1.347234 - generator loss: 0.752412 - 1s
Epoch 18907/50000
discriminator loss: 1.358244 - generator loss: 0.736690 - 1s
Epoch 18908/50000
discriminator loss: 1.353033 - generator loss: 0.739295 - 2s
Epoch 18909/50000
discriminator loss: 1.354561 - generator loss: 0.735027 - 1s
Epoch 18910/50000
discriminator loss: 1.344581 - generator loss: 0.760027 - 1s
Epoch 18911/50000
discriminator loss: 1.360176 - generator loss: 0.738458 - 1s
Epoch 18912/50000
discriminator loss: 1.355114 - generator loss: 0.742848 - 1s
Epoch 18913/50000
discriminator loss: 1.349252 - generator loss: 0.757652 - 1s
Epoch 18914/50000
discriminator loss: 1.343651 - generator loss: 0.763517 - 1s
Epoch 18915/50000
discriminator loss: 1.352901 - generator loss: 0.746311 - 1s
Epoch 18916/50000
discriminator loss: 1.358709 - generator loss: 0.732262 - 1s
Epoch 18917/50000
discriminator loss: 1.365485 - generator loss: 0.729027 - 1s
Epoch 18918/50000
discriminator loss: 1.346711 - generator loss: 0.749625 - 1s
Epoch 18919/50000
discriminator loss: 1.343114 - generator loss: 0.753971 - 1s
Epoch 18920/50000
discriminator loss: 1.347079 - generator loss: 0.745484 - 1s
Epoch 18921/50000
discriminator loss: 1.362501 - generator loss: 0.742214 - 1s
Epoch 18922/50000
discriminator loss: 1.359240 - generator loss: 0.741644 - 1s
Epoch 18923/50000
discriminator loss: 1.353360 - generator loss: 0.755168 - 1s
Epoch 18924/50000
discriminator loss: 1.352683 - generator loss: 0.750416 - 1s
Epoch 18925/50000
discriminator loss: 1.351562 - generator loss: 0.736895 - 1s
Epoch 18926/50000
discriminator loss: 1.357336 - generator loss: 0.733600 - 1s
Epoch 18927/50000
discriminator loss: 1.353065 - generator loss: 0.733932 - 1s
Epoch 18928/50000
discriminator loss: 1.346593 - generator loss: 0.748281 - 1s
Epoch 18929/50000
discriminator loss: 1.356888 - generator loss: 0.743974 - 1s
Epoch 18930/50000
discriminator loss: 1.356432 - generator loss: 0.742297 - 1s
Epoch 18931/50000
discriminator loss: 1.355158 - generator loss: 0.751841 - 1s
Epoch 18932/50000
discriminator loss: 1.350836 - generator loss: 0.753488 - 1s
Epoch 18933/50000
discriminator loss: 1.352252 - generator loss: 0.747232 - 1s
Epoch 18934/50000
discriminator loss: 1.361486 - generator loss: 0.733678 - 1s
Epoch 18935/50000
discriminator loss: 1.361861 - generator loss: 0.730781 - 1s
Epoch 18936/50000
discriminator loss: 1.351396 - generator loss: 0.737948 - 1s
Epoch 18937/50000
discriminator loss: 1.349108 - generator loss: 0.745593 - 1s
Epoch 18938/50000
discriminator loss: 1.354069 - generator loss: 0.752143 - 1s
Epoch 18939/50000
discriminator loss: 1.359843 - generator loss: 0.738942 - 1s
Epoch 18940/50000
discriminator loss: 1.348482 - generator loss: 0.753314 - 1s
Epoch 18941/50000
discriminator loss: 1.351095 - generator loss: 0.759062 - 1s
Epoch 18942/50000
discriminator loss: 1.349645 - generator loss: 0.747523 - 1s
Epoch 18943/50000
discriminator loss: 1.356070 - generator loss: 0.738443 - 1s
Epoch 18944/50000
discriminator loss: 1.358638 - generator loss: 0.737071 - 1s
Epoch 18945/50000
discriminator loss: 1.352545 - generator loss: 0.741822 - 1s
Epoch 18946/50000
discriminator loss: 1.349623 - generator loss: 0.742134 - 1s
Epoch 18947/50000
discriminator loss: 1.355267 - generator loss: 0.749142 - 1s
Epoch 18948/50000
discriminator loss: 1.355106 - generator loss: 0.756074 - 1s
Epoch 18949/50000
discriminator loss: 1.349807 - generator loss: 0.756504 - 1s
Epoch 18950/50000
discriminator loss: 1.353753 - generator loss: 0.743726 - 1s
Epoch 18951/50000
discriminator loss: 1.356643 - generator loss: 0.743165 - 1s
Epoch 18952/50000
discriminator loss: 1.367887 - generator loss: 0.733602 - 1s
Epoch 18953/50000
discriminator loss: 1.361976 - generator loss: 0.736061 - 1s
Epoch 18954/50000
discriminator loss: 1.357035 - generator loss: 0.740461 - 1s
Epoch 18955/50000
discriminator loss: 1.333361 - generator loss: 0.755377 - 1s
Epoch 18956/50000
discriminator loss: 1.359556 - generator loss: 0.739114 - 1s
Epoch 18957/50000
discriminator loss: 1.360507 - generator loss: 0.739133 - 1s
Epoch 18958/50000
discriminator loss: 1.358964 - generator loss: 0.747572 - 1s
Epoch 18959/50000
discriminator loss: 1.345075 - generator loss: 0.759010 - 1s
Epoch 18960/50000
discriminator loss: 1.344209 - generator loss: 0.755134 - 2s
Epoch 18961/50000
discriminator loss: 1.353268 - generator loss: 0.734720 - 1s
Epoch 18962/50000
discriminator loss: 1.366977 - generator loss: 0.731103 - 2s
Epoch 18963/50000
discriminator loss: 1.351894 - generator loss: 0.742647 - 1s
Epoch 18964/50000
discriminator loss: 1.355970 - generator loss: 0.736525 - 1s
Epoch 18965/50000
discriminator loss: 1.354118 - generator loss: 0.740299 - 2s
Epoch 18966/50000
discriminator loss: 1.363569 - generator loss: 0.739439 - 1s
Epoch 18967/50000
discriminator loss: 1.355900 - generator loss: 0.750127 - 1s
Epoch 18968/50000
discriminator loss: 1.352590 - generator loss: 0.748818 - 1s
Epoch 18969/50000
discriminator loss: 1.346820 - generator loss: 0.751417 - 1s
Epoch 18970/50000
discriminator loss: 1.358654 - generator loss: 0.746115 - 1s
Epoch 18971/50000
discriminator loss: 1.361040 - generator loss: 0.725875 - 1s
Epoch 18972/50000
discriminator loss: 1.349379 - generator loss: 0.736410 - 1s
Epoch 18973/50000
discriminator loss: 1.345947 - generator loss: 0.752376 - 1s
Epoch 18974/50000
discriminator loss: 1.349876 - generator loss: 0.743962 - 1s
Epoch 18975/50000
discriminator loss: 1.362720 - generator loss: 0.739548 - 1s
Epoch 18976/50000
discriminator loss: 1.354896 - generator loss: 0.747796 - 1s
Epoch 18977/50000
discriminator loss: 1.352144 - generator loss: 0.756317 - 1s
Epoch 18978/50000
discriminator loss: 1.348373 - generator loss: 0.750940 - 1s
Epoch 18979/50000
discriminator loss: 1.353977 - generator loss: 0.741367 - 1s
Epoch 18980/50000
discriminator loss: 1.363611 - generator loss: 0.729788 - 1s
Epoch 18981/50000
discriminator loss: 1.360884 - generator loss: 0.737700 - 1s
Epoch 18982/50000
discriminator loss: 1.357210 - generator loss: 0.737361 - 1s
Epoch 18983/50000
discriminator loss: 1.352373 - generator loss: 0.749233 - 1s
Epoch 18984/50000
discriminator loss: 1.360269 - generator loss: 0.746617 - 1s
Epoch 18985/50000
discriminator loss: 1.343905 - generator loss: 0.747749 - 1s
Epoch 18986/50000
discriminator loss: 1.349477 - generator loss: 0.753950 - 1s
Epoch 18987/50000
discriminator loss: 1.348347 - generator loss: 0.756353 - 1s
Epoch 18988/50000
discriminator loss: 1.355138 - generator loss: 0.742360 - 1s
Epoch 18989/50000
discriminator loss: 1.356707 - generator loss: 0.732244 - 2s
Epoch 18990/50000
discriminator loss: 1.358999 - generator loss: 0.735061 - 1s
Epoch 18991/50000
discriminator loss: 1.345221 - generator loss: 0.749416 - 1s
Epoch 18992/50000
discriminator loss: 1.351513 - generator loss: 0.749631 - 1s
Epoch 18993/50000
discriminator loss: 1.356774 - generator loss: 0.737753 - 1s
Epoch 18994/50000
discriminator loss: 1.355766 - generator loss: 0.741174 - 2s
Epoch 18995/50000
discriminator loss: 1.354434 - generator loss: 0.754425 - 1s
Epoch 18996/50000
discriminator loss: 1.344065 - generator loss: 0.756340 - 1s
Epoch 18997/50000
discriminator loss: 1.352054 - generator loss: 0.744701 - 1s
Epoch 18998/50000
discriminator loss: 1.357919 - generator loss: 0.735570 - 1s
Epoch 18999/50000
discriminator loss: 1.352742 - generator loss: 0.738104 - 1s
Epoch 19000/50000
discriminator loss: 1.349437 - generator loss: 0.737550 - 2s
Epoch 19001/50000
discriminator loss: 1.355369 - generator loss: 0.741887 - 1s

Loss: 

Epoch 19002/50000
discriminator loss: 1.351251 - generator loss: 0.752313 - 1s
Epoch 19003/50000
discriminator loss: 1.352816 - generator loss: 0.750563 - 1s
Epoch 19004/50000
discriminator loss: 1.350820 - generator loss: 0.746668 - 1s
Epoch 19005/50000
discriminator loss: 1.358216 - generator loss: 0.740945 - 1s
Epoch 19006/50000
discriminator loss: 1.355147 - generator loss: 0.739341 - 1s
Epoch 19007/50000
discriminator loss: 1.362322 - generator loss: 0.736021 - 1s
Epoch 19008/50000
discriminator loss: 1.357555 - generator loss: 0.733238 - 1s
Epoch 19009/50000
discriminator loss: 1.350843 - generator loss: 0.750583 - 1s
Epoch 19010/50000
discriminator loss: 1.343470 - generator loss: 0.751329 - 1s
Epoch 19011/50000
discriminator loss: 1.358072 - generator loss: 0.731903 - 1s
Epoch 19012/50000
discriminator loss: 1.353368 - generator loss: 0.750924 - 1s
Epoch 19013/50000
discriminator loss: 1.353549 - generator loss: 0.751773 - 1s
Epoch 19014/50000
discriminator loss: 1.345935 - generator loss: 0.750006 - 1s
Epoch 19015/50000
discriminator loss: 1.353994 - generator loss: 0.741875 - 1s
Epoch 19016/50000
discriminator loss: 1.355875 - generator loss: 0.740359 - 1s
Epoch 19017/50000
discriminator loss: 1.351285 - generator loss: 0.736278 - 1s
Epoch 19018/50000
discriminator loss: 1.345168 - generator loss: 0.748527 - 1s
Epoch 19019/50000
discriminator loss: 1.352989 - generator loss: 0.747991 - 1s
Epoch 19020/50000
discriminator loss: 1.349234 - generator loss: 0.747523 - 1s
Epoch 19021/50000
discriminator loss: 1.355898 - generator loss: 0.752806 - 1s
Epoch 19022/50000
discriminator loss: 1.357741 - generator loss: 0.753759 - 1s
Epoch 19023/50000
discriminator loss: 1.346088 - generator loss: 0.750069 - 1s
Epoch 19024/50000
discriminator loss: 1.357456 - generator loss: 0.732022 - 1s
Epoch 19025/50000
discriminator loss: 1.359159 - generator loss: 0.736763 - 1s
Epoch 19026/50000
discriminator loss: 1.346173 - generator loss: 0.742410 - 1s
Epoch 19027/50000
discriminator loss: 1.345023 - generator loss: 0.750283 - 1s
Epoch 19028/50000
discriminator loss: 1.353226 - generator loss: 0.739254 - 1s
Epoch 19029/50000
discriminator loss: 1.359264 - generator loss: 0.743904 - 1s
Epoch 19030/50000
discriminator loss: 1.353190 - generator loss: 0.756318 - 1s
Epoch 19031/50000
discriminator loss: 1.353657 - generator loss: 0.745709 - 1s
Epoch 19032/50000
discriminator loss: 1.344895 - generator loss: 0.756526 - 1s
Epoch 19033/50000
discriminator loss: 1.356129 - generator loss: 0.743501 - 1s
Epoch 19034/50000
discriminator loss: 1.369284 - generator loss: 0.729964 - 1s
Epoch 19035/50000
discriminator loss: 1.351881 - generator loss: 0.743185 - 1s
Epoch 19036/50000
discriminator loss: 1.342466 - generator loss: 0.748959 - 1s
Epoch 19037/50000
discriminator loss: 1.351080 - generator loss: 0.745135 - 1s
Epoch 19038/50000
discriminator loss: 1.358787 - generator loss: 0.742109 - 1s
Epoch 19039/50000
discriminator loss: 1.357974 - generator loss: 0.745531 - 1s
Epoch 19040/50000
discriminator loss: 1.350851 - generator loss: 0.756292 - 1s
Epoch 19041/50000
discriminator loss: 1.352977 - generator loss: 0.747640 - 2s
Epoch 19042/50000
discriminator loss: 1.363902 - generator loss: 0.740955 - 1s
Epoch 19043/50000
discriminator loss: 1.368046 - generator loss: 0.730803 - 1s
Epoch 19044/50000
discriminator loss: 1.356707 - generator loss: 0.730513 - 1s
Epoch 19045/50000
discriminator loss: 1.355717 - generator loss: 0.741385 - 1s
Epoch 19046/50000
discriminator loss: 1.350941 - generator loss: 0.746637 - 1s
Epoch 19047/50000
discriminator loss: 1.365767 - generator loss: 0.736886 - 1s
Epoch 19048/50000
discriminator loss: 1.354297 - generator loss: 0.748096 - 1s
Epoch 19049/50000
discriminator loss: 1.343421 - generator loss: 0.760484 - 1s
Epoch 19050/50000
discriminator loss: 1.346644 - generator loss: 0.749169 - 1s
Epoch 19051/50000
discriminator loss: 1.354584 - generator loss: 0.741028 - 1s
Epoch 19052/50000
discriminator loss: 1.353373 - generator loss: 0.738185 - 1s
Epoch 19053/50000
discriminator loss: 1.355714 - generator loss: 0.742624 - 1s
Epoch 19054/50000
discriminator loss: 1.348466 - generator loss: 0.742760 - 1s
Epoch 19055/50000
discriminator loss: 1.354323 - generator loss: 0.743266 - 1s
Epoch 19056/50000
discriminator loss: 1.357217 - generator loss: 0.748205 - 1s
Epoch 19057/50000
discriminator loss: 1.355980 - generator loss: 0.743160 - 1s
Epoch 19058/50000
discriminator loss: 1.354968 - generator loss: 0.745431 - 1s
Epoch 19059/50000
discriminator loss: 1.359860 - generator loss: 0.743373 - 1s
Epoch 19060/50000
discriminator loss: 1.360712 - generator loss: 0.740206 - 1s
Epoch 19061/50000
discriminator loss: 1.369483 - generator loss: 0.728211 - 1s
Epoch 19062/50000
discriminator loss: 1.349245 - generator loss: 0.741085 - 1s
Epoch 19063/50000
discriminator loss: 1.348609 - generator loss: 0.746171 - 1s
Epoch 19064/50000
discriminator loss: 1.364076 - generator loss: 0.738250 - 1s
Epoch 19065/50000
discriminator loss: 1.345297 - generator loss: 0.755268 - 1s
Epoch 19066/50000
discriminator loss: 1.350782 - generator loss: 0.753321 - 1s
Epoch 19067/50000
discriminator loss: 1.347599 - generator loss: 0.750858 - 1s
Epoch 19068/50000
discriminator loss: 1.351468 - generator loss: 0.750859 - 1s
Epoch 19069/50000
discriminator loss: 1.361758 - generator loss: 0.734182 - 1s
Epoch 19070/50000
discriminator loss: 1.358560 - generator loss: 0.735471 - 1s
Epoch 19071/50000
discriminator loss: 1.353098 - generator loss: 0.745854 - 1s
Epoch 19072/50000
discriminator loss: 1.352515 - generator loss: 0.745879 - 1s
Epoch 19073/50000
discriminator loss: 1.356842 - generator loss: 0.743603 - 1s
Epoch 19074/50000
discriminator loss: 1.362606 - generator loss: 0.739099 - 1s
Epoch 19075/50000
discriminator loss: 1.356423 - generator loss: 0.748333 - 1s
Epoch 19076/50000
discriminator loss: 1.346287 - generator loss: 0.752889 - 1s
Epoch 19077/50000
discriminator loss: 1.348901 - generator loss: 0.748483 - 1s
Epoch 19078/50000
discriminator loss: 1.348104 - generator loss: 0.742331 - 1s
Epoch 19079/50000
discriminator loss: 1.350197 - generator loss: 0.740378 - 1s
Epoch 19080/50000
discriminator loss: 1.344774 - generator loss: 0.747975 - 1s
Epoch 19081/50000
discriminator loss: 1.348681 - generator loss: 0.745557 - 1s
Epoch 19082/50000
discriminator loss: 1.355861 - generator loss: 0.740025 - 1s
Epoch 19083/50000
discriminator loss: 1.355192 - generator loss: 0.746420 - 1s
Epoch 19084/50000
discriminator loss: 1.354429 - generator loss: 0.740442 - 1s
Epoch 19085/50000
discriminator loss: 1.348026 - generator loss: 0.750724 - 1s
Epoch 19086/50000
discriminator loss: 1.351711 - generator loss: 0.752113 - 1s
Epoch 19087/50000
discriminator loss: 1.353804 - generator loss: 0.743914 - 1s
Epoch 19088/50000
discriminator loss: 1.348771 - generator loss: 0.742476 - 1s
Epoch 19089/50000
discriminator loss: 1.354347 - generator loss: 0.735675 - 1s
Epoch 19090/50000
discriminator loss: 1.353352 - generator loss: 0.754968 - 1s
Epoch 19091/50000
discriminator loss: 1.352557 - generator loss: 0.742289 - 1s
Epoch 19092/50000
discriminator loss: 1.361026 - generator loss: 0.739936 - 1s
Epoch 19093/50000
discriminator loss: 1.349933 - generator loss: 0.753246 - 1s
Epoch 19094/50000
discriminator loss: 1.350797 - generator loss: 0.747466 - 1s
Epoch 19095/50000
discriminator loss: 1.352698 - generator loss: 0.738378 - 1s
Epoch 19096/50000
discriminator loss: 1.364644 - generator loss: 0.734102 - 1s
Epoch 19097/50000
discriminator loss: 1.360124 - generator loss: 0.732726 - 1s
Epoch 19098/50000
discriminator loss: 1.349470 - generator loss: 0.743290 - 1s
Epoch 19099/50000
discriminator loss: 1.354624 - generator loss: 0.748281 - 1s
Epoch 19100/50000
discriminator loss: 1.360858 - generator loss: 0.744569 - 1s
Epoch 19101/50000
discriminator loss: 1.363924 - generator loss: 0.740879 - 1s
Epoch 19102/50000
discriminator loss: 1.350739 - generator loss: 0.749317 - 1s
Epoch 19103/50000
discriminator loss: 1.345435 - generator loss: 0.750090 - 1s
Epoch 19104/50000
discriminator loss: 1.353226 - generator loss: 0.744185 - 1s
Epoch 19105/50000
discriminator loss: 1.351122 - generator loss: 0.739969 - 1s
Epoch 19106/50000
discriminator loss: 1.345568 - generator loss: 0.743768 - 1s
Epoch 19107/50000
discriminator loss: 1.355454 - generator loss: 0.742360 - 1s
Epoch 19108/50000
discriminator loss: 1.345825 - generator loss: 0.746589 - 1s
Epoch 19109/50000
discriminator loss: 1.356900 - generator loss: 0.743921 - 1s
Epoch 19110/50000
discriminator loss: 1.355228 - generator loss: 0.744306 - 1s
Epoch 19111/50000
discriminator loss: 1.353447 - generator loss: 0.745669 - 1s
Epoch 19112/50000
discriminator loss: 1.346950 - generator loss: 0.749137 - 1s
Epoch 19113/50000
discriminator loss: 1.360231 - generator loss: 0.738594 - 1s
Epoch 19114/50000
discriminator loss: 1.360082 - generator loss: 0.737168 - 1s
Epoch 19115/50000
discriminator loss: 1.358823 - generator loss: 0.736852 - 1s
Epoch 19116/50000
discriminator loss: 1.346745 - generator loss: 0.746885 - 1s
Epoch 19117/50000
discriminator loss: 1.361575 - generator loss: 0.735299 - 1s
Epoch 19118/50000
discriminator loss: 1.358195 - generator loss: 0.743336 - 1s
Epoch 19119/50000
discriminator loss: 1.346649 - generator loss: 0.748724 - 1s
Epoch 19120/50000
discriminator loss: 1.351318 - generator loss: 0.752596 - 1s
Epoch 19121/50000
discriminator loss: 1.353039 - generator loss: 0.746860 - 1s
Epoch 19122/50000
discriminator loss: 1.362293 - generator loss: 0.733840 - 1s
Epoch 19123/50000
discriminator loss: 1.353927 - generator loss: 0.734288 - 1s
Epoch 19124/50000
discriminator loss: 1.347956 - generator loss: 0.744204 - 1s
Epoch 19125/50000
discriminator loss: 1.347416 - generator loss: 0.749277 - 1s
Epoch 19126/50000
discriminator loss: 1.358763 - generator loss: 0.737723 - 1s
Epoch 19127/50000
discriminator loss: 1.353933 - generator loss: 0.746228 - 1s
Epoch 19128/50000
discriminator loss: 1.347526 - generator loss: 0.754610 - 1s
Epoch 19129/50000
discriminator loss: 1.350343 - generator loss: 0.747889 - 1s
Epoch 19130/50000
discriminator loss: 1.349152 - generator loss: 0.747465 - 1s
Epoch 19131/50000
discriminator loss: 1.360261 - generator loss: 0.735216 - 1s
Epoch 19132/50000
discriminator loss: 1.361352 - generator loss: 0.739008 - 1s
Epoch 19133/50000
discriminator loss: 1.350245 - generator loss: 0.746595 - 1s
Epoch 19134/50000
discriminator loss: 1.342753 - generator loss: 0.752122 - 1s
Epoch 19135/50000
discriminator loss: 1.348401 - generator loss: 0.747574 - 1s
Epoch 19136/50000
discriminator loss: 1.353844 - generator loss: 0.744606 - 1s
Epoch 19137/50000
discriminator loss: 1.351273 - generator loss: 0.746987 - 1s
Epoch 19138/50000
discriminator loss: 1.358246 - generator loss: 0.747737 - 1s
Epoch 19139/50000
discriminator loss: 1.351756 - generator loss: 0.752567 - 1s
Epoch 19140/50000
discriminator loss: 1.355734 - generator loss: 0.738487 - 1s
Epoch 19141/50000
discriminator loss: 1.359777 - generator loss: 0.733864 - 1s
Epoch 19142/50000
discriminator loss: 1.355265 - generator loss: 0.742599 - 1s
Epoch 19143/50000
discriminator loss: 1.350085 - generator loss: 0.748051 - 1s
Epoch 19144/50000
discriminator loss: 1.358180 - generator loss: 0.745204 - 1s
Epoch 19145/50000
discriminator loss: 1.352326 - generator loss: 0.749197 - 1s
Epoch 19146/50000
discriminator loss: 1.355083 - generator loss: 0.744098 - 1s
Epoch 19147/50000
discriminator loss: 1.356179 - generator loss: 0.752164 - 1s
Epoch 19148/50000
discriminator loss: 1.354046 - generator loss: 0.734543 - 1s
Epoch 19149/50000
discriminator loss: 1.350920 - generator loss: 0.741906 - 1s
Epoch 19150/50000
discriminator loss: 1.353395 - generator loss: 0.739468 - 1s
Epoch 19151/50000
discriminator loss: 1.356710 - generator loss: 0.745034 - 1s
Epoch 19152/50000
discriminator loss: 1.347072 - generator loss: 0.751312 - 1s
Epoch 19153/50000
discriminator loss: 1.345382 - generator loss: 0.749367 - 1s
Epoch 19154/50000
discriminator loss: 1.361689 - generator loss: 0.738077 - 1s
Epoch 19155/50000
discriminator loss: 1.349999 - generator loss: 0.743802 - 1s
Epoch 19156/50000
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Epoch 19157/50000
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Epoch 19158/50000
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Epoch 19159/50000
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Epoch 19160/50000
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Epoch 19161/50000
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Epoch 19162/50000
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Epoch 19163/50000
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Epoch 19164/50000
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Epoch 19165/50000
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Epoch 19166/50000
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Epoch 19167/50000
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Epoch 19168/50000
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Epoch 19169/50000
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Epoch 19170/50000
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Epoch 19171/50000
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Epoch 19172/50000
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Epoch 19173/50000
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Epoch 19174/50000
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Epoch 19175/50000
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Epoch 19176/50000
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Epoch 19177/50000
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Epoch 19178/50000
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Epoch 19179/50000
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Epoch 19180/50000
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Epoch 19181/50000
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Epoch 19182/50000
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Epoch 19183/50000
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Epoch 19184/50000
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Epoch 19185/50000
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Epoch 19186/50000
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Epoch 19187/50000
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Epoch 19188/50000
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Epoch 19189/50000
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Epoch 19190/50000
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Epoch 19191/50000
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Epoch 19192/50000
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Epoch 19193/50000
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Epoch 19194/50000
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Epoch 19195/50000
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Epoch 19196/50000
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Epoch 19197/50000
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Epoch 19198/50000
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Epoch 19199/50000
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Epoch 19200/50000
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Epoch 19201/50000
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Epoch 19202/50000
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Epoch 19203/50000
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Epoch 19204/50000
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Epoch 19205/50000
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Epoch 19206/50000
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Epoch 19207/50000
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Epoch 19208/50000
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Epoch 19209/50000
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Epoch 19210/50000
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Epoch 19211/50000
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Epoch 19212/50000
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Epoch 19213/50000
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Epoch 19214/50000
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Epoch 19215/50000
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Epoch 19216/50000
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Epoch 19217/50000
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Epoch 19218/50000
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Epoch 19219/50000
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Epoch 19220/50000
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Epoch 19221/50000
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Epoch 19222/50000
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Epoch 19223/50000
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Epoch 19224/50000
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Epoch 19225/50000
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Epoch 19226/50000
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Epoch 19227/50000
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Epoch 19228/50000
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Epoch 19229/50000
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Epoch 19230/50000
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Epoch 19231/50000
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Epoch 19232/50000
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Epoch 19233/50000
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Epoch 19234/50000
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Epoch 19235/50000
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Epoch 19236/50000
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Epoch 19237/50000
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Epoch 19238/50000
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Epoch 19239/50000
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Epoch 19240/50000
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Epoch 19241/50000
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Epoch 19242/50000
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Epoch 19243/50000
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Epoch 19244/50000
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Epoch 19245/50000
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Epoch 19246/50000
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Epoch 19247/50000
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Epoch 19248/50000
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Epoch 19249/50000
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Epoch 19250/50000
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Epoch 19251/50000
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Epoch 19252/50000
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Epoch 19253/50000
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Epoch 19254/50000
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Epoch 19255/50000
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Epoch 19256/50000
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Epoch 19257/50000
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Epoch 19258/50000
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Epoch 19259/50000
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Epoch 19260/50000
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Epoch 19261/50000
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Epoch 19262/50000
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Epoch 19263/50000
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Epoch 19264/50000
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Epoch 19265/50000
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Epoch 19266/50000
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Epoch 19267/50000
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Epoch 19268/50000
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Epoch 19269/50000
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Epoch 19270/50000
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Epoch 19271/50000
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Epoch 19272/50000
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Epoch 19273/50000
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Epoch 19274/50000
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Epoch 19275/50000
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Epoch 19276/50000
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Epoch 19277/50000
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Epoch 19278/50000
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Epoch 19279/50000
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Epoch 19280/50000
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Epoch 19281/50000
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Epoch 19282/50000
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Epoch 19283/50000
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Epoch 19284/50000
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Epoch 19285/50000
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Epoch 19286/50000
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Epoch 19287/50000
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Epoch 19288/50000
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Epoch 19289/50000
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Epoch 19290/50000
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Epoch 19291/50000
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Epoch 19292/50000
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Epoch 19293/50000
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Epoch 19294/50000
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Epoch 19295/50000
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Epoch 19296/50000
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Epoch 19297/50000
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Epoch 19298/50000
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Epoch 19299/50000
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Epoch 19300/50000
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Epoch 19301/50000
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Epoch 19302/50000
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Epoch 19303/50000
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Epoch 19304/50000
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Epoch 19305/50000
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Epoch 19306/50000
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Epoch 19307/50000
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Epoch 19308/50000
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Epoch 19309/50000
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Epoch 19310/50000
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Epoch 19311/50000
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Epoch 19312/50000
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Epoch 19313/50000
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Epoch 19314/50000
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Epoch 19315/50000
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Epoch 19316/50000
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Epoch 19317/50000
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Epoch 19318/50000
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Epoch 19319/50000
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Epoch 19320/50000
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Epoch 19321/50000
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Epoch 19322/50000
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Epoch 19323/50000
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Epoch 19324/50000
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Epoch 19325/50000
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Epoch 19326/50000
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Epoch 19327/50000
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Epoch 19328/50000
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Epoch 19329/50000
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Epoch 19330/50000
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Epoch 19331/50000
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Epoch 19332/50000
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Epoch 19333/50000
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Epoch 19334/50000
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Epoch 19335/50000
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Epoch 19336/50000
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Epoch 19337/50000
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Epoch 19338/50000
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Epoch 19339/50000
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Epoch 19340/50000
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Epoch 19341/50000
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Epoch 19342/50000
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Epoch 19343/50000
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Epoch 19344/50000
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Epoch 19345/50000
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Epoch 19346/50000
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Epoch 19347/50000
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Epoch 19348/50000
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Epoch 19349/50000
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Epoch 19350/50000
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Epoch 19351/50000
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Epoch 19352/50000
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Epoch 19353/50000
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Epoch 19354/50000
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Epoch 19355/50000
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Epoch 19356/50000
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Epoch 19357/50000
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Epoch 19358/50000
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Epoch 19359/50000
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Epoch 19360/50000
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Epoch 19361/50000
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Epoch 19362/50000
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Epoch 19363/50000
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Epoch 19364/50000
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Epoch 19365/50000
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Epoch 19366/50000
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Epoch 19367/50000
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Epoch 19368/50000
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Epoch 19369/50000
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Epoch 19370/50000
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Epoch 19371/50000
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Epoch 19372/50000
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Epoch 19373/50000
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Epoch 19374/50000
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Epoch 19375/50000
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Epoch 19376/50000
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Epoch 19377/50000
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Epoch 19378/50000
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Epoch 19379/50000
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Epoch 19380/50000
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Epoch 19381/50000
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Epoch 19382/50000
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Epoch 19383/50000
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Epoch 19384/50000
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Epoch 19385/50000
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Epoch 19386/50000
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Epoch 19387/50000
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Epoch 19388/50000
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Epoch 19389/50000
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Epoch 19390/50000
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Epoch 19391/50000
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Epoch 19392/50000
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Epoch 19393/50000
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Epoch 19394/50000
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Epoch 19395/50000
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Epoch 19396/50000
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Epoch 19397/50000
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Epoch 19398/50000
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Epoch 19399/50000
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Epoch 19400/50000
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Epoch 19401/50000
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Epoch 19402/50000
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Epoch 19403/50000
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Epoch 19404/50000
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Epoch 19405/50000
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Epoch 19406/50000
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Epoch 19407/50000
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Epoch 19408/50000
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Epoch 19409/50000
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Epoch 19410/50000
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Epoch 19411/50000
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Epoch 19412/50000
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Epoch 19413/50000
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Epoch 19414/50000
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Epoch 19415/50000
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Epoch 19416/50000
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Epoch 19417/50000
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Epoch 19418/50000
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Epoch 19419/50000
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Epoch 19420/50000
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Epoch 19421/50000
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Epoch 19422/50000
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Epoch 19423/50000
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Epoch 19424/50000
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Epoch 19425/50000
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Epoch 19426/50000
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Epoch 19427/50000
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Epoch 19428/50000
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Epoch 19429/50000
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Epoch 19430/50000
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Epoch 19431/50000
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Epoch 19432/50000
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Epoch 19433/50000
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Epoch 19434/50000
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Epoch 19435/50000
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Epoch 19436/50000
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Epoch 19437/50000
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Epoch 19438/50000
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Epoch 19439/50000
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Epoch 19440/50000
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Epoch 19441/50000
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Epoch 19442/50000
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Epoch 19443/50000
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Epoch 19444/50000
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Epoch 19445/50000
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Epoch 19446/50000
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Epoch 19447/50000
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Epoch 19448/50000
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Epoch 19449/50000
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Epoch 19450/50000
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Epoch 19451/50000
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Epoch 19452/50000
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Epoch 19453/50000
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Epoch 19454/50000
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Epoch 19455/50000
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Epoch 19456/50000
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Epoch 19457/50000
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Epoch 19458/50000
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Epoch 19459/50000
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Epoch 19460/50000
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Epoch 19461/50000
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Epoch 19462/50000
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Epoch 19463/50000
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Epoch 19464/50000
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Epoch 19465/50000
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Epoch 19466/50000
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Epoch 19467/50000
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Epoch 19468/50000
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Epoch 19469/50000
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Epoch 19470/50000
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Epoch 19471/50000
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Epoch 19472/50000
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Epoch 19473/50000
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Epoch 19474/50000
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Epoch 19475/50000
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Epoch 19476/50000
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Epoch 19477/50000
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Epoch 19478/50000
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Epoch 19479/50000
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Epoch 19480/50000
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Epoch 19481/50000
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Epoch 19482/50000
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Epoch 19483/50000
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Epoch 19484/50000
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Epoch 19485/50000
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Epoch 19486/50000
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Epoch 19487/50000
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Epoch 19488/50000
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Epoch 19489/50000
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Epoch 19490/50000
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Epoch 19491/50000
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Epoch 19492/50000
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Epoch 19493/50000
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Epoch 19494/50000
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Epoch 19495/50000
discriminator loss: 1.350229 - generator loss: 0.751478 - 1s
Epoch 19496/50000
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Epoch 19497/50000
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Epoch 19498/50000
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Epoch 19499/50000
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Epoch 19500/50000
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Epoch 19501/50000
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Epoch 19502/50000
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Epoch 19503/50000
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Epoch 19504/50000
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Epoch 19505/50000
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Epoch 19506/50000
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Epoch 19507/50000
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Epoch 19508/50000
discriminator loss: 1.356794 - generator loss: 0.727306 - 1s
Epoch 19509/50000
discriminator loss: 1.349598 - generator loss: 0.740335 - 1s
Epoch 19510/50000
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Epoch 19511/50000
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Epoch 19512/50000
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Epoch 19513/50000
discriminator loss: 1.359151 - generator loss: 0.744842 - 1s
Epoch 19514/50000
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Epoch 19515/50000
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Epoch 19516/50000
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Epoch 19517/50000
discriminator loss: 1.354427 - generator loss: 0.738331 - 1s
Epoch 19518/50000
discriminator loss: 1.350452 - generator loss: 0.742603 - 1s
Epoch 19519/50000
discriminator loss: 1.339567 - generator loss: 0.756241 - 2s
Epoch 19520/50000
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Epoch 19521/50000
discriminator loss: 1.363366 - generator loss: 0.745401 - 1s
Epoch 19522/50000
discriminator loss: 1.357202 - generator loss: 0.743531 - 1s
Epoch 19523/50000
discriminator loss: 1.348489 - generator loss: 0.758981 - 1s
Epoch 19524/50000
discriminator loss: 1.350774 - generator loss: 0.751575 - 1s
Epoch 19525/50000
discriminator loss: 1.348875 - generator loss: 0.744110 - 1s
Epoch 19526/50000
discriminator loss: 1.362566 - generator loss: 0.733672 - 1s
Epoch 19527/50000
discriminator loss: 1.359212 - generator loss: 0.736397 - 1s
Epoch 19528/50000
discriminator loss: 1.353236 - generator loss: 0.735467 - 1s
Epoch 19529/50000
discriminator loss: 1.359787 - generator loss: 0.745289 - 1s
Epoch 19530/50000
discriminator loss: 1.355450 - generator loss: 0.748678 - 1s
Epoch 19531/50000
discriminator loss: 1.358874 - generator loss: 0.741663 - 1s
Epoch 19532/50000
discriminator loss: 1.347804 - generator loss: 0.753562 - 1s
Epoch 19533/50000
discriminator loss: 1.351278 - generator loss: 0.742037 - 1s
Epoch 19534/50000
discriminator loss: 1.354022 - generator loss: 0.747492 - 1s
Epoch 19535/50000
discriminator loss: 1.358063 - generator loss: 0.738011 - 1s
Epoch 19536/50000
discriminator loss: 1.357131 - generator loss: 0.735081 - 1s
Epoch 19537/50000
discriminator loss: 1.350771 - generator loss: 0.742205 - 1s
Epoch 19538/50000
discriminator loss: 1.357699 - generator loss: 0.741540 - 1s
Epoch 19539/50000
discriminator loss: 1.356842 - generator loss: 0.744161 - 1s
Epoch 19540/50000
discriminator loss: 1.361018 - generator loss: 0.736803 - 1s
Epoch 19541/50000
discriminator loss: 1.360446 - generator loss: 0.751313 - 1s
Epoch 19542/50000
discriminator loss: 1.351909 - generator loss: 0.742834 - 1s
Epoch 19543/50000
discriminator loss: 1.350806 - generator loss: 0.746885 - 1s
Epoch 19544/50000
discriminator loss: 1.355786 - generator loss: 0.742401 - 1s
Epoch 19545/50000
discriminator loss: 1.353306 - generator loss: 0.737378 - 1s
Epoch 19546/50000
discriminator loss: 1.346789 - generator loss: 0.746530 - 1s
Epoch 19547/50000
discriminator loss: 1.356845 - generator loss: 0.739300 - 1s
Epoch 19548/50000
discriminator loss: 1.354318 - generator loss: 0.744442 - 1s
Epoch 19549/50000
discriminator loss: 1.365231 - generator loss: 0.738678 - 1s
Epoch 19550/50000
discriminator loss: 1.348393 - generator loss: 0.752866 - 1s
Epoch 19551/50000
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Epoch 19552/50000
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Epoch 19553/50000
discriminator loss: 1.357166 - generator loss: 0.732262 - 1s
Epoch 19554/50000
discriminator loss: 1.356870 - generator loss: 0.735861 - 1s
Epoch 19555/50000
discriminator loss: 1.343988 - generator loss: 0.752611 - 1s
Epoch 19556/50000
discriminator loss: 1.348139 - generator loss: 0.748913 - 1s
Epoch 19557/50000
discriminator loss: 1.351959 - generator loss: 0.740330 - 1s
Epoch 19558/50000
discriminator loss: 1.355685 - generator loss: 0.745579 - 1s
Epoch 19559/50000
discriminator loss: 1.355045 - generator loss: 0.755441 - 1s
Epoch 19560/50000
discriminator loss: 1.352844 - generator loss: 0.745077 - 1s
Epoch 19561/50000
discriminator loss: 1.350612 - generator loss: 0.748995 - 1s
Epoch 19562/50000
discriminator loss: 1.359131 - generator loss: 0.737780 - 1s
Epoch 19563/50000
discriminator loss: 1.357904 - generator loss: 0.732883 - 1s
Epoch 19564/50000
discriminator loss: 1.349633 - generator loss: 0.749134 - 1s
Epoch 19565/50000
discriminator loss: 1.350109 - generator loss: 0.742899 - 1s
Epoch 19566/50000
discriminator loss: 1.360708 - generator loss: 0.745516 - 1s
Epoch 19567/50000
discriminator loss: 1.352146 - generator loss: 0.742937 - 1s
Epoch 19568/50000
discriminator loss: 1.350343 - generator loss: 0.749255 - 1s
Epoch 19569/50000
discriminator loss: 1.352908 - generator loss: 0.750792 - 1s
Epoch 19570/50000
discriminator loss: 1.355475 - generator loss: 0.745162 - 1s
Epoch 19571/50000
discriminator loss: 1.352516 - generator loss: 0.740736 - 1s
Epoch 19572/50000
discriminator loss: 1.361898 - generator loss: 0.726148 - 1s
Epoch 19573/50000
discriminator loss: 1.347231 - generator loss: 0.745350 - 1s
Epoch 19574/50000
discriminator loss: 1.343852 - generator loss: 0.749480 - 1s
Epoch 19575/50000
discriminator loss: 1.353016 - generator loss: 0.749119 - 1s
Epoch 19576/50000
discriminator loss: 1.361885 - generator loss: 0.746354 - 1s
Epoch 19577/50000
discriminator loss: 1.355114 - generator loss: 0.746937 - 1s
Epoch 19578/50000
discriminator loss: 1.349931 - generator loss: 0.744222 - 1s
Epoch 19579/50000
discriminator loss: 1.358858 - generator loss: 0.745852 - 1s
Epoch 19580/50000
discriminator loss: 1.357885 - generator loss: 0.740825 - 1s
Epoch 19581/50000
discriminator loss: 1.362601 - generator loss: 0.729661 - 1s
Epoch 19582/50000
discriminator loss: 1.344529 - generator loss: 0.744900 - 1s
Epoch 19583/50000
discriminator loss: 1.351329 - generator loss: 0.744523 - 1s
Epoch 19584/50000
discriminator loss: 1.359903 - generator loss: 0.747006 - 1s
Epoch 19585/50000
discriminator loss: 1.349218 - generator loss: 0.743602 - 1s
Epoch 19586/50000
discriminator loss: 1.357335 - generator loss: 0.749107 - 1s
Epoch 19587/50000
discriminator loss: 1.347804 - generator loss: 0.757019 - 1s
Epoch 19588/50000
discriminator loss: 1.355184 - generator loss: 0.737999 - 1s
Epoch 19589/50000
discriminator loss: 1.360765 - generator loss: 0.735904 - 1s
Epoch 19590/50000
discriminator loss: 1.363480 - generator loss: 0.734800 - 1s
Epoch 19591/50000
discriminator loss: 1.350734 - generator loss: 0.737182 - 1s
Epoch 19592/50000
discriminator loss: 1.359122 - generator loss: 0.741424 - 1s
Epoch 19593/50000
discriminator loss: 1.348659 - generator loss: 0.750869 - 1s
Epoch 19594/50000
discriminator loss: 1.353939 - generator loss: 0.745722 - 1s
Epoch 19595/50000
discriminator loss: 1.363393 - generator loss: 0.738987 - 1s
Epoch 19596/50000
discriminator loss: 1.349883 - generator loss: 0.745596 - 1s
Epoch 19597/50000
discriminator loss: 1.354094 - generator loss: 0.736877 - 1s
Epoch 19598/50000
discriminator loss: 1.359390 - generator loss: 0.740244 - 1s
Epoch 19599/50000
discriminator loss: 1.346410 - generator loss: 0.743956 - 1s
Epoch 19600/50000
discriminator loss: 1.352866 - generator loss: 0.742990 - 1s
Epoch 19601/50000
discriminator loss: 1.356323 - generator loss: 0.742468 - 1s
Epoch 19602/50000
discriminator loss: 1.359489 - generator loss: 0.736726 - 1s
Epoch 19603/50000
discriminator loss: 1.355938 - generator loss: 0.740075 - 1s
Epoch 19604/50000
discriminator loss: 1.351947 - generator loss: 0.747037 - 1s
Epoch 19605/50000
discriminator loss: 1.351322 - generator loss: 0.747304 - 1s
Epoch 19606/50000
discriminator loss: 1.358814 - generator loss: 0.742940 - 1s
Epoch 19607/50000
discriminator loss: 1.353247 - generator loss: 0.739999 - 1s
Epoch 19608/50000
discriminator loss: 1.353270 - generator loss: 0.739881 - 1s
Epoch 19609/50000
discriminator loss: 1.352539 - generator loss: 0.740238 - 1s
Epoch 19610/50000
discriminator loss: 1.346445 - generator loss: 0.746554 - 1s
Epoch 19611/50000
discriminator loss: 1.349631 - generator loss: 0.745121 - 1s
Epoch 19612/50000
discriminator loss: 1.355489 - generator loss: 0.749725 - 1s
Epoch 19613/50000
discriminator loss: 1.361249 - generator loss: 0.749090 - 1s
Epoch 19614/50000
discriminator loss: 1.351227 - generator loss: 0.743169 - 1s
Epoch 19615/50000
discriminator loss: 1.350628 - generator loss: 0.741025 - 1s
Epoch 19616/50000
discriminator loss: 1.349326 - generator loss: 0.741371 - 1s
Epoch 19617/50000
discriminator loss: 1.354416 - generator loss: 0.740481 - 1s
Epoch 19618/50000
discriminator loss: 1.351473 - generator loss: 0.737348 - 1s
Epoch 19619/50000
discriminator loss: 1.346885 - generator loss: 0.751942 - 1s
Epoch 19620/50000
discriminator loss: 1.350135 - generator loss: 0.747360 - 1s
Epoch 19621/50000
discriminator loss: 1.358515 - generator loss: 0.742767 - 1s
Epoch 19622/50000
discriminator loss: 1.350837 - generator loss: 0.753775 - 1s
Epoch 19623/50000
discriminator loss: 1.349111 - generator loss: 0.740540 - 1s
Epoch 19624/50000
discriminator loss: 1.355422 - generator loss: 0.736510 - 1s
Epoch 19625/50000
discriminator loss: 1.360109 - generator loss: 0.733110 - 1s
Epoch 19626/50000
discriminator loss: 1.353245 - generator loss: 0.747302 - 1s
Epoch 19627/50000
discriminator loss: 1.354491 - generator loss: 0.739202 - 1s
Epoch 19628/50000
discriminator loss: 1.359635 - generator loss: 0.748055 - 1s
Epoch 19629/50000
discriminator loss: 1.343101 - generator loss: 0.748993 - 1s
Epoch 19630/50000
discriminator loss: 1.348156 - generator loss: 0.754046 - 1s
Epoch 19631/50000
discriminator loss: 1.347188 - generator loss: 0.749133 - 1s
Epoch 19632/50000
discriminator loss: 1.339475 - generator loss: 0.754389 - 1s
Epoch 19633/50000
discriminator loss: 1.353177 - generator loss: 0.737322 - 1s
Epoch 19634/50000
discriminator loss: 1.352488 - generator loss: 0.738377 - 1s
Epoch 19635/50000
discriminator loss: 1.358961 - generator loss: 0.733956 - 2s
Epoch 19636/50000
discriminator loss: 1.351688 - generator loss: 0.742250 - 1s
Epoch 19637/50000
discriminator loss: 1.356472 - generator loss: 0.748091 - 1s
Epoch 19638/50000
discriminator loss: 1.354818 - generator loss: 0.748684 - 1s
Epoch 19639/50000
discriminator loss: 1.357386 - generator loss: 0.741167 - 1s
Epoch 19640/50000
discriminator loss: 1.349790 - generator loss: 0.744618 - 1s
Epoch 19641/50000
discriminator loss: 1.352537 - generator loss: 0.744129 - 1s
Epoch 19642/50000
discriminator loss: 1.353494 - generator loss: 0.743894 - 1s
Epoch 19643/50000
discriminator loss: 1.360120 - generator loss: 0.736590 - 1s
Epoch 19644/50000
discriminator loss: 1.343844 - generator loss: 0.750800 - 1s
Epoch 19645/50000
discriminator loss: 1.350042 - generator loss: 0.744953 - 1s
Epoch 19646/50000
discriminator loss: 1.354773 - generator loss: 0.742384 - 1s
Epoch 19647/50000
discriminator loss: 1.358580 - generator loss: 0.745151 - 1s
Epoch 19648/50000
discriminator loss: 1.356593 - generator loss: 0.748677 - 1s
Epoch 19649/50000
discriminator loss: 1.354123 - generator loss: 0.747383 - 1s
Epoch 19650/50000
discriminator loss: 1.357105 - generator loss: 0.739421 - 1s
Epoch 19651/50000
discriminator loss: 1.362052 - generator loss: 0.735106 - 1s
Epoch 19652/50000
discriminator loss: 1.353832 - generator loss: 0.741980 - 1s
Epoch 19653/50000
discriminator loss: 1.348398 - generator loss: 0.739822 - 1s
Epoch 19654/50000
discriminator loss: 1.349846 - generator loss: 0.746587 - 1s
Epoch 19655/50000
discriminator loss: 1.352919 - generator loss: 0.736870 - 1s
Epoch 19656/50000
discriminator loss: 1.362954 - generator loss: 0.754598 - 1s
Epoch 19657/50000
discriminator loss: 1.350345 - generator loss: 0.744763 - 1s
Epoch 19658/50000
discriminator loss: 1.353718 - generator loss: 0.750252 - 1s
Epoch 19659/50000
discriminator loss: 1.349957 - generator loss: 0.742515 - 1s
Epoch 19660/50000
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Epoch 19661/50000
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Epoch 19662/50000
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Epoch 19663/50000
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Epoch 19664/50000
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Epoch 19665/50000
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Epoch 19666/50000
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Epoch 19667/50000
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Epoch 19668/50000
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Epoch 19669/50000
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Epoch 19670/50000
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Epoch 19671/50000
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Epoch 19672/50000
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Epoch 19673/50000
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Epoch 19674/50000
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Epoch 19675/50000
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Epoch 19676/50000
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Epoch 19677/50000
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Epoch 19678/50000
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Epoch 19679/50000
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Epoch 19680/50000
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Epoch 19681/50000
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Epoch 19682/50000
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Epoch 19683/50000
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Epoch 19684/50000
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Epoch 19685/50000
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Epoch 19686/50000
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Epoch 19687/50000
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Epoch 19688/50000
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Epoch 19689/50000
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Epoch 19690/50000
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Epoch 19691/50000
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Epoch 19692/50000
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Epoch 19693/50000
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Epoch 19694/50000
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Epoch 19695/50000
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Epoch 19696/50000
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Epoch 19697/50000
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Epoch 19698/50000
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Epoch 19699/50000
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Epoch 19700/50000
discriminator loss: 1.360679 - generator loss: 0.736592 - 1s
Epoch 19701/50000
discriminator loss: 1.347199 - generator loss: 0.760693 - 1s
Epoch 19702/50000
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Epoch 19703/50000
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Epoch 19704/50000
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Epoch 19705/50000
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Epoch 19706/50000
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Epoch 19707/50000
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Epoch 19708/50000
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Epoch 19709/50000
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Epoch 19710/50000
discriminator loss: 1.348109 - generator loss: 0.755168 - 1s
Epoch 19711/50000
discriminator loss: 1.345728 - generator loss: 0.745061 - 1s
Epoch 19712/50000
discriminator loss: 1.365841 - generator loss: 0.735172 - 1s
Epoch 19713/50000
discriminator loss: 1.350896 - generator loss: 0.739688 - 1s
Epoch 19714/50000
discriminator loss: 1.351255 - generator loss: 0.742815 - 1s
Epoch 19715/50000
discriminator loss: 1.339221 - generator loss: 0.752180 - 1s
Epoch 19716/50000
discriminator loss: 1.357888 - generator loss: 0.743395 - 1s
Epoch 19717/50000
discriminator loss: 1.363988 - generator loss: 0.743153 - 1s
Epoch 19718/50000
discriminator loss: 1.354329 - generator loss: 0.745839 - 1s
Epoch 19719/50000
discriminator loss: 1.349995 - generator loss: 0.753385 - 1s
Epoch 19720/50000
discriminator loss: 1.348182 - generator loss: 0.747864 - 1s
Epoch 19721/50000
discriminator loss: 1.363677 - generator loss: 0.742313 - 1s
Epoch 19722/50000
discriminator loss: 1.366939 - generator loss: 0.724803 - 1s
Epoch 19723/50000
discriminator loss: 1.352416 - generator loss: 0.746017 - 1s
Epoch 19724/50000
discriminator loss: 1.350282 - generator loss: 0.742882 - 1s
Epoch 19725/50000
discriminator loss: 1.353775 - generator loss: 0.742969 - 1s
Epoch 19726/50000
discriminator loss: 1.354397 - generator loss: 0.742217 - 1s
Epoch 19727/50000
discriminator loss: 1.359408 - generator loss: 0.745478 - 1s
Epoch 19728/50000
discriminator loss: 1.357007 - generator loss: 0.747516 - 1s
Epoch 19729/50000
discriminator loss: 1.348550 - generator loss: 0.757015 - 1s
Epoch 19730/50000
discriminator loss: 1.361015 - generator loss: 0.734946 - 1s
Epoch 19731/50000
discriminator loss: 1.350440 - generator loss: 0.737074 - 1s
Epoch 19732/50000
discriminator loss: 1.357358 - generator loss: 0.732317 - 1s
Epoch 19733/50000
discriminator loss: 1.344490 - generator loss: 0.750477 - 1s
Epoch 19734/50000
discriminator loss: 1.355073 - generator loss: 0.741827 - 1s
Epoch 19735/50000
discriminator loss: 1.352025 - generator loss: 0.747531 - 1s
Epoch 19736/50000
discriminator loss: 1.362983 - generator loss: 0.744004 - 1s
Epoch 19737/50000
discriminator loss: 1.355838 - generator loss: 0.742699 - 1s
Epoch 19738/50000
discriminator loss: 1.348368 - generator loss: 0.751595 - 1s
Epoch 19739/50000
discriminator loss: 1.354492 - generator loss: 0.740213 - 1s
Epoch 19740/50000
discriminator loss: 1.352363 - generator loss: 0.740171 - 1s
Epoch 19741/50000
discriminator loss: 1.355238 - generator loss: 0.735623 - 1s
Epoch 19742/50000
discriminator loss: 1.354515 - generator loss: 0.739926 - 1s
Epoch 19743/50000
discriminator loss: 1.349102 - generator loss: 0.747427 - 1s
Epoch 19744/50000
discriminator loss: 1.354827 - generator loss: 0.752714 - 1s
Epoch 19745/50000
discriminator loss: 1.356094 - generator loss: 0.741036 - 1s
Epoch 19746/50000
discriminator loss: 1.347503 - generator loss: 0.760855 - 1s
Epoch 19747/50000
discriminator loss: 1.358606 - generator loss: 0.744731 - 1s
Epoch 19748/50000
discriminator loss: 1.349327 - generator loss: 0.743257 - 1s
Epoch 19749/50000
discriminator loss: 1.353711 - generator loss: 0.750522 - 1s
Epoch 19750/50000
discriminator loss: 1.359865 - generator loss: 0.728856 - 1s
Epoch 19751/50000
discriminator loss: 1.352627 - generator loss: 0.742924 - 1s
Epoch 19752/50000
discriminator loss: 1.357306 - generator loss: 0.739595 - 1s
Epoch 19753/50000
discriminator loss: 1.352885 - generator loss: 0.753274 - 1s
Epoch 19754/50000
discriminator loss: 1.353295 - generator loss: 0.753876 - 1s
Epoch 19755/50000
discriminator loss: 1.351963 - generator loss: 0.748045 - 1s
Epoch 19756/50000
discriminator loss: 1.357855 - generator loss: 0.744804 - 1s
Epoch 19757/50000
discriminator loss: 1.352198 - generator loss: 0.737698 - 1s
Epoch 19758/50000
discriminator loss: 1.361403 - generator loss: 0.735993 - 1s
Epoch 19759/50000
discriminator loss: 1.361106 - generator loss: 0.740782 - 1s
Epoch 19760/50000
discriminator loss: 1.354151 - generator loss: 0.744995 - 1s
Epoch 19761/50000
discriminator loss: 1.346507 - generator loss: 0.748422 - 1s
Epoch 19762/50000
discriminator loss: 1.359468 - generator loss: 0.730797 - 1s
Epoch 19763/50000
discriminator loss: 1.360595 - generator loss: 0.746780 - 1s
Epoch 19764/50000
discriminator loss: 1.347000 - generator loss: 0.756386 - 1s
Epoch 19765/50000
discriminator loss: 1.349360 - generator loss: 0.753696 - 1s
Epoch 19766/50000
discriminator loss: 1.353890 - generator loss: 0.743967 - 1s
Epoch 19767/50000
discriminator loss: 1.362090 - generator loss: 0.734801 - 1s
Epoch 19768/50000
discriminator loss: 1.361952 - generator loss: 0.727933 - 1s
Epoch 19769/50000
discriminator loss: 1.348859 - generator loss: 0.749012 - 1s
Epoch 19770/50000
discriminator loss: 1.358543 - generator loss: 0.737928 - 1s
Epoch 19771/50000
discriminator loss: 1.351312 - generator loss: 0.750074 - 1s
Epoch 19772/50000
discriminator loss: 1.347584 - generator loss: 0.752925 - 1s
Epoch 19773/50000
discriminator loss: 1.355310 - generator loss: 0.743823 - 1s
Epoch 19774/50000
discriminator loss: 1.346573 - generator loss: 0.754852 - 1s
Epoch 19775/50000
discriminator loss: 1.357418 - generator loss: 0.743049 - 1s
Epoch 19776/50000
discriminator loss: 1.357844 - generator loss: 0.733179 - 1s
Epoch 19777/50000
discriminator loss: 1.357981 - generator loss: 0.736046 - 1s
Epoch 19778/50000
discriminator loss: 1.359944 - generator loss: 0.740098 - 1s
Epoch 19779/50000
discriminator loss: 1.351126 - generator loss: 0.751285 - 1s
Epoch 19780/50000
discriminator loss: 1.358223 - generator loss: 0.741893 - 2s
Epoch 19781/50000
discriminator loss: 1.357737 - generator loss: 0.740164 - 1s
Epoch 19782/50000
discriminator loss: 1.342249 - generator loss: 0.753795 - 1s
Epoch 19783/50000
discriminator loss: 1.356775 - generator loss: 0.745202 - 1s
Epoch 19784/50000
discriminator loss: 1.355688 - generator loss: 0.746526 - 1s
Epoch 19785/50000
discriminator loss: 1.360000 - generator loss: 0.742590 - 1s
Epoch 19786/50000
discriminator loss: 1.355852 - generator loss: 0.734938 - 1s
Epoch 19787/50000
discriminator loss: 1.345005 - generator loss: 0.740318 - 1s
Epoch 19788/50000
discriminator loss: 1.350125 - generator loss: 0.746409 - 1s
Epoch 19789/50000
discriminator loss: 1.363365 - generator loss: 0.736301 - 1s
Epoch 19790/50000
discriminator loss: 1.365509 - generator loss: 0.743078 - 1s
Epoch 19791/50000
discriminator loss: 1.346086 - generator loss: 0.749035 - 1s
Epoch 19792/50000
discriminator loss: 1.339073 - generator loss: 0.759520 - 1s
Epoch 19793/50000
discriminator loss: 1.344818 - generator loss: 0.755777 - 1s
Epoch 19794/50000
discriminator loss: 1.348610 - generator loss: 0.744429 - 1s
Epoch 19795/50000
discriminator loss: 1.358463 - generator loss: 0.739237 - 1s
Epoch 19796/50000
discriminator loss: 1.355492 - generator loss: 0.734110 - 1s
Epoch 19797/50000
discriminator loss: 1.352789 - generator loss: 0.740452 - 1s
Epoch 19798/50000
discriminator loss: 1.349320 - generator loss: 0.747176 - 1s
Epoch 19799/50000
discriminator loss: 1.359724 - generator loss: 0.746149 - 1s
Epoch 19800/50000
discriminator loss: 1.354739 - generator loss: 0.754239 - 1s
Epoch 19801/50000
discriminator loss: 1.355249 - generator loss: 0.750614 - 1s
Epoch 19802/50000
discriminator loss: 1.356187 - generator loss: 0.739347 - 1s
Epoch 19803/50000
discriminator loss: 1.351590 - generator loss: 0.741317 - 1s
Epoch 19804/50000
discriminator loss: 1.362305 - generator loss: 0.739302 - 1s
Epoch 19805/50000
discriminator loss: 1.355508 - generator loss: 0.744329 - 1s
Epoch 19806/50000
discriminator loss: 1.356655 - generator loss: 0.743930 - 1s
Epoch 19807/50000
discriminator loss: 1.357615 - generator loss: 0.736646 - 1s
Epoch 19808/50000
discriminator loss: 1.356704 - generator loss: 0.742953 - 1s
Epoch 19809/50000
discriminator loss: 1.354651 - generator loss: 0.748942 - 1s
Epoch 19810/50000
discriminator loss: 1.354203 - generator loss: 0.750006 - 1s
Epoch 19811/50000
discriminator loss: 1.346152 - generator loss: 0.755160 - 1s
Epoch 19812/50000
discriminator loss: 1.358139 - generator loss: 0.737397 - 1s
Epoch 19813/50000
discriminator loss: 1.358953 - generator loss: 0.734438 - 1s
Epoch 19814/50000
discriminator loss: 1.349453 - generator loss: 0.740175 - 1s
Epoch 19815/50000
discriminator loss: 1.359801 - generator loss: 0.741787 - 2s
Epoch 19816/50000
discriminator loss: 1.350511 - generator loss: 0.742658 - 1s
Epoch 19817/50000
discriminator loss: 1.350821 - generator loss: 0.749220 - 1s
Epoch 19818/50000
discriminator loss: 1.351813 - generator loss: 0.747031 - 1s
Epoch 19819/50000
discriminator loss: 1.347168 - generator loss: 0.759793 - 1s
Epoch 19820/50000
discriminator loss: 1.354260 - generator loss: 0.746508 - 2s
Epoch 19821/50000
discriminator loss: 1.357782 - generator loss: 0.734595 - 1s
Epoch 19822/50000
discriminator loss: 1.361041 - generator loss: 0.735053 - 1s
Epoch 19823/50000
discriminator loss: 1.336924 - generator loss: 0.751229 - 2s
Epoch 19824/50000
discriminator loss: 1.356925 - generator loss: 0.750604 - 1s
Epoch 19825/50000
discriminator loss: 1.357076 - generator loss: 0.735789 - 1s
Epoch 19826/50000
discriminator loss: 1.351738 - generator loss: 0.746755 - 1s
Epoch 19827/50000
discriminator loss: 1.356453 - generator loss: 0.745732 - 1s
Epoch 19828/50000
discriminator loss: 1.350396 - generator loss: 0.749418 - 1s
Epoch 19829/50000
discriminator loss: 1.360462 - generator loss: 0.742703 - 1s
Epoch 19830/50000
discriminator loss: 1.357448 - generator loss: 0.736373 - 1s
Epoch 19831/50000
discriminator loss: 1.357774 - generator loss: 0.734708 - 2s
Epoch 19832/50000
discriminator loss: 1.356053 - generator loss: 0.739074 - 2s
Epoch 19833/50000
discriminator loss: 1.357538 - generator loss: 0.740402 - 1s
Epoch 19834/50000
discriminator loss: 1.357412 - generator loss: 0.749687 - 1s
Epoch 19835/50000
discriminator loss: 1.349984 - generator loss: 0.744481 - 1s
Epoch 19836/50000
discriminator loss: 1.359545 - generator loss: 0.749766 - 1s
Epoch 19837/50000
discriminator loss: 1.346866 - generator loss: 0.741675 - 1s
Epoch 19838/50000
discriminator loss: 1.355673 - generator loss: 0.742966 - 1s
Epoch 19839/50000
discriminator loss: 1.358934 - generator loss: 0.738216 - 1s
Epoch 19840/50000
discriminator loss: 1.354705 - generator loss: 0.740991 - 2s
Epoch 19841/50000
discriminator loss: 1.355242 - generator loss: 0.740751 - 1s
Epoch 19842/50000
discriminator loss: 1.357370 - generator loss: 0.741632 - 1s
Epoch 19843/50000
discriminator loss: 1.354908 - generator loss: 0.741488 - 2s
Epoch 19844/50000
discriminator loss: 1.354440 - generator loss: 0.743408 - 1s
Epoch 19845/50000
discriminator loss: 1.351767 - generator loss: 0.756232 - 1s
Epoch 19846/50000
discriminator loss: 1.357701 - generator loss: 0.748103 - 1s
Epoch 19847/50000
discriminator loss: 1.352207 - generator loss: 0.740952 - 1s
Epoch 19848/50000
discriminator loss: 1.359903 - generator loss: 0.725240 - 1s
Epoch 19849/50000
discriminator loss: 1.349810 - generator loss: 0.745268 - 1s
Epoch 19850/50000
discriminator loss: 1.357539 - generator loss: 0.744385 - 1s
Epoch 19851/50000
discriminator loss: 1.362452 - generator loss: 0.736246 - 1s
Epoch 19852/50000
discriminator loss: 1.365306 - generator loss: 0.740054 - 1s
Epoch 19853/50000
discriminator loss: 1.346852 - generator loss: 0.751698 - 1s
Epoch 19854/50000
discriminator loss: 1.350705 - generator loss: 0.751616 - 1s
Epoch 19855/50000
discriminator loss: 1.352203 - generator loss: 0.745891 - 1s
Epoch 19856/50000
discriminator loss: 1.366934 - generator loss: 0.730626 - 1s
Epoch 19857/50000
discriminator loss: 1.359956 - generator loss: 0.736433 - 1s
Epoch 19858/50000
discriminator loss: 1.350529 - generator loss: 0.739118 - 1s
Epoch 19859/50000
discriminator loss: 1.355541 - generator loss: 0.746017 - 1s
Epoch 19860/50000
discriminator loss: 1.361014 - generator loss: 0.741478 - 1s
Epoch 19861/50000
discriminator loss: 1.364144 - generator loss: 0.736585 - 1s
Epoch 19862/50000
discriminator loss: 1.358068 - generator loss: 0.743899 - 1s
Epoch 19863/50000
discriminator loss: 1.350199 - generator loss: 0.751740 - 1s
Epoch 19864/50000
discriminator loss: 1.356428 - generator loss: 0.743159 - 1s
Epoch 19865/50000
discriminator loss: 1.367709 - generator loss: 0.728147 - 1s
Epoch 19866/50000
discriminator loss: 1.354393 - generator loss: 0.739905 - 1s
Epoch 19867/50000
discriminator loss: 1.347119 - generator loss: 0.745952 - 1s
Epoch 19868/50000
discriminator loss: 1.345537 - generator loss: 0.743241 - 1s
Epoch 19869/50000
discriminator loss: 1.355425 - generator loss: 0.746626 - 1s
Epoch 19870/50000
discriminator loss: 1.362950 - generator loss: 0.739414 - 1s
Epoch 19871/50000
discriminator loss: 1.357635 - generator loss: 0.752948 - 1s
Epoch 19872/50000
discriminator loss: 1.346040 - generator loss: 0.750514 - 1s
Epoch 19873/50000
discriminator loss: 1.353296 - generator loss: 0.740310 - 2s
Epoch 19874/50000
discriminator loss: 1.359794 - generator loss: 0.731239 - 1s
Epoch 19875/50000
discriminator loss: 1.351991 - generator loss: 0.741879 - 1s
Epoch 19876/50000
discriminator loss: 1.342308 - generator loss: 0.750149 - 1s
Epoch 19877/50000
discriminator loss: 1.355861 - generator loss: 0.743724 - 1s
Epoch 19878/50000
discriminator loss: 1.354046 - generator loss: 0.736150 - 1s
Epoch 19879/50000
discriminator loss: 1.361438 - generator loss: 0.745813 - 1s
Epoch 19880/50000
discriminator loss: 1.347085 - generator loss: 0.756252 - 1s
Epoch 19881/50000
discriminator loss: 1.348874 - generator loss: 0.751751 - 1s
Epoch 19882/50000
discriminator loss: 1.342935 - generator loss: 0.740063 - 1s
Epoch 19883/50000
discriminator loss: 1.349411 - generator loss: 0.740605 - 1s
Epoch 19884/50000
discriminator loss: 1.352964 - generator loss: 0.740907 - 1s
Epoch 19885/50000
discriminator loss: 1.349915 - generator loss: 0.745208 - 1s
Epoch 19886/50000
discriminator loss: 1.359611 - generator loss: 0.737587 - 1s
Epoch 19887/50000
discriminator loss: 1.357121 - generator loss: 0.741797 - 1s
Epoch 19888/50000
discriminator loss: 1.352836 - generator loss: 0.747178 - 1s
Epoch 19889/50000
discriminator loss: 1.348274 - generator loss: 0.748757 - 1s
Epoch 19890/50000
discriminator loss: 1.349028 - generator loss: 0.749744 - 1s
Epoch 19891/50000
discriminator loss: 1.361761 - generator loss: 0.735565 - 1s
Epoch 19892/50000
discriminator loss: 1.355397 - generator loss: 0.736170 - 1s
Epoch 19893/50000
discriminator loss: 1.349368 - generator loss: 0.740351 - 1s
Epoch 19894/50000
discriminator loss: 1.351290 - generator loss: 0.747676 - 1s
Epoch 19895/50000
discriminator loss: 1.349583 - generator loss: 0.745166 - 1s
Epoch 19896/50000
discriminator loss: 1.366350 - generator loss: 0.738394 - 1s
Epoch 19897/50000
discriminator loss: 1.359676 - generator loss: 0.740591 - 1s
Epoch 19898/50000
discriminator loss: 1.347532 - generator loss: 0.756629 - 1s
Epoch 19899/50000
discriminator loss: 1.347152 - generator loss: 0.747931 - 1s
Epoch 19900/50000
discriminator loss: 1.361691 - generator loss: 0.734269 - 1s
Epoch 19901/50000
discriminator loss: 1.355272 - generator loss: 0.737639 - 1s
Epoch 19902/50000
discriminator loss: 1.354279 - generator loss: 0.742987 - 1s
Epoch 19903/50000
discriminator loss: 1.352479 - generator loss: 0.746990 - 1s
Epoch 19904/50000
discriminator loss: 1.352906 - generator loss: 0.742056 - 1s
Epoch 19905/50000
discriminator loss: 1.358819 - generator loss: 0.741182 - 1s
Epoch 19906/50000
discriminator loss: 1.359330 - generator loss: 0.746914 - 1s
Epoch 19907/50000
discriminator loss: 1.347910 - generator loss: 0.759644 - 1s
Epoch 19908/50000
discriminator loss: 1.362723 - generator loss: 0.742905 - 1s
Epoch 19909/50000
discriminator loss: 1.359533 - generator loss: 0.733365 - 1s
Epoch 19910/50000
discriminator loss: 1.355215 - generator loss: 0.736618 - 1s
Epoch 19911/50000
discriminator loss: 1.353145 - generator loss: 0.740471 - 1s
Epoch 19912/50000
discriminator loss: 1.353422 - generator loss: 0.745161 - 1s
Epoch 19913/50000
discriminator loss: 1.355280 - generator loss: 0.744682 - 1s
Epoch 19914/50000
discriminator loss: 1.365729 - generator loss: 0.743017 - 1s
Epoch 19915/50000
discriminator loss: 1.354414 - generator loss: 0.745997 - 1s
Epoch 19916/50000
discriminator loss: 1.342546 - generator loss: 0.755075 - 1s
Epoch 19917/50000
discriminator loss: 1.351837 - generator loss: 0.743945 - 1s
Epoch 19918/50000
discriminator loss: 1.357444 - generator loss: 0.738852 - 1s
Epoch 19919/50000
discriminator loss: 1.355759 - generator loss: 0.734908 - 1s
Epoch 19920/50000
discriminator loss: 1.356973 - generator loss: 0.739937 - 1s
Epoch 19921/50000
discriminator loss: 1.353589 - generator loss: 0.742384 - 1s
Epoch 19922/50000
discriminator loss: 1.364746 - generator loss: 0.734952 - 1s
Epoch 19923/50000
discriminator loss: 1.352883 - generator loss: 0.752680 - 1s
Epoch 19924/50000
discriminator loss: 1.357656 - generator loss: 0.746201 - 1s
Epoch 19925/50000
discriminator loss: 1.347373 - generator loss: 0.757401 - 1s
Epoch 19926/50000
discriminator loss: 1.357042 - generator loss: 0.740698 - 1s
Epoch 19927/50000
discriminator loss: 1.350486 - generator loss: 0.735207 - 1s
Epoch 19928/50000
discriminator loss: 1.354819 - generator loss: 0.742564 - 1s
Epoch 19929/50000
discriminator loss: 1.348386 - generator loss: 0.740053 - 1s
Epoch 19930/50000
discriminator loss: 1.356198 - generator loss: 0.742935 - 1s
Epoch 19931/50000
discriminator loss: 1.353225 - generator loss: 0.743587 - 1s
Epoch 19932/50000
discriminator loss: 1.352472 - generator loss: 0.747101 - 1s
Epoch 19933/50000
discriminator loss: 1.344501 - generator loss: 0.760875 - 1s
Epoch 19934/50000
discriminator loss: 1.351381 - generator loss: 0.753505 - 1s
Epoch 19935/50000
discriminator loss: 1.355724 - generator loss: 0.737418 - 1s
Epoch 19936/50000
discriminator loss: 1.364504 - generator loss: 0.736340 - 1s
Epoch 19937/50000
discriminator loss: 1.360242 - generator loss: 0.732062 - 1s
Epoch 19938/50000
discriminator loss: 1.356192 - generator loss: 0.744196 - 1s
Epoch 19939/50000
discriminator loss: 1.346023 - generator loss: 0.748961 - 1s
Epoch 19940/50000
discriminator loss: 1.353977 - generator loss: 0.738564 - 1s
Epoch 19941/50000
discriminator loss: 1.363576 - generator loss: 0.737723 - 1s
Epoch 19942/50000
discriminator loss: 1.356246 - generator loss: 0.751211 - 1s
Epoch 19943/50000
discriminator loss: 1.348333 - generator loss: 0.754454 - 1s
Epoch 19944/50000
discriminator loss: 1.357285 - generator loss: 0.749644 - 1s
Epoch 19945/50000
discriminator loss: 1.356582 - generator loss: 0.735642 - 1s
Epoch 19946/50000
discriminator loss: 1.354585 - generator loss: 0.733305 - 1s
Epoch 19947/50000
discriminator loss: 1.348420 - generator loss: 0.741433 - 1s
Epoch 19948/50000
discriminator loss: 1.343202 - generator loss: 0.753090 - 1s
Epoch 19949/50000
discriminator loss: 1.358401 - generator loss: 0.739351 - 1s
Epoch 19950/50000
discriminator loss: 1.353803 - generator loss: 0.748254 - 1s
Epoch 19951/50000
discriminator loss: 1.344449 - generator loss: 0.752709 - 1s
Epoch 19952/50000
discriminator loss: 1.340796 - generator loss: 0.754880 - 1s
Epoch 19953/50000
discriminator loss: 1.354258 - generator loss: 0.744991 - 1s
Epoch 19954/50000
discriminator loss: 1.359819 - generator loss: 0.737190 - 1s
Epoch 19955/50000
discriminator loss: 1.356619 - generator loss: 0.739500 - 1s
Epoch 19956/50000
discriminator loss: 1.346434 - generator loss: 0.741543 - 1s
Epoch 19957/50000
discriminator loss: 1.364302 - generator loss: 0.735146 - 1s
Epoch 19958/50000
discriminator loss: 1.357634 - generator loss: 0.752835 - 1s
Epoch 19959/50000
discriminator loss: 1.351074 - generator loss: 0.746093 - 1s
Epoch 19960/50000
discriminator loss: 1.342633 - generator loss: 0.748923 - 1s
Epoch 19961/50000
discriminator loss: 1.345730 - generator loss: 0.756800 - 1s
Epoch 19962/50000
discriminator loss: 1.358267 - generator loss: 0.737786 - 1s
Epoch 19963/50000
discriminator loss: 1.352748 - generator loss: 0.735980 - 1s
Epoch 19964/50000
discriminator loss: 1.364740 - generator loss: 0.738276 - 1s
Epoch 19965/50000
discriminator loss: 1.344310 - generator loss: 0.739634 - 2s
Epoch 19966/50000
discriminator loss: 1.349053 - generator loss: 0.747108 - 1s
Epoch 19967/50000
discriminator loss: 1.359669 - generator loss: 0.744643 - 1s
Epoch 19968/50000
discriminator loss: 1.355806 - generator loss: 0.746968 - 1s
Epoch 19969/50000
discriminator loss: 1.356993 - generator loss: 0.748925 - 1s
Epoch 19970/50000
discriminator loss: 1.345543 - generator loss: 0.748598 - 1s
Epoch 19971/50000
discriminator loss: 1.356413 - generator loss: 0.737551 - 1s
Epoch 19972/50000
discriminator loss: 1.354431 - generator loss: 0.734462 - 1s
Epoch 19973/50000
discriminator loss: 1.352044 - generator loss: 0.743012 - 1s
Epoch 19974/50000
discriminator loss: 1.353448 - generator loss: 0.748470 - 1s
Epoch 19975/50000
discriminator loss: 1.354479 - generator loss: 0.737352 - 1s
Epoch 19976/50000
discriminator loss: 1.358272 - generator loss: 0.740230 - 1s
Epoch 19977/50000
discriminator loss: 1.368076 - generator loss: 0.740503 - 1s
Epoch 19978/50000
discriminator loss: 1.351997 - generator loss: 0.751079 - 1s
Epoch 19979/50000
discriminator loss: 1.346618 - generator loss: 0.750320 - 1s
Epoch 19980/50000
discriminator loss: 1.351566 - generator loss: 0.739211 - 1s
Epoch 19981/50000
discriminator loss: 1.356529 - generator loss: 0.737283 - 1s
Epoch 19982/50000
discriminator loss: 1.354846 - generator loss: 0.741345 - 1s
Epoch 19983/50000
discriminator loss: 1.346841 - generator loss: 0.745882 - 1s
Epoch 19984/50000
discriminator loss: 1.352706 - generator loss: 0.743604 - 1s
Epoch 19985/50000
discriminator loss: 1.367913 - generator loss: 0.737142 - 1s
Epoch 19986/50000
discriminator loss: 1.355596 - generator loss: 0.746582 - 1s
Epoch 19987/50000
discriminator loss: 1.348740 - generator loss: 0.751469 - 1s
Epoch 19988/50000
discriminator loss: 1.346107 - generator loss: 0.745791 - 2s
Epoch 19989/50000
discriminator loss: 1.354696 - generator loss: 0.740440 - 1s
Epoch 19990/50000
discriminator loss: 1.343241 - generator loss: 0.745823 - 1s
Epoch 19991/50000
discriminator loss: 1.353084 - generator loss: 0.739996 - 1s
Epoch 19992/50000
discriminator loss: 1.357034 - generator loss: 0.745377 - 1s
Epoch 19993/50000
discriminator loss: 1.359879 - generator loss: 0.740224 - 1s
Epoch 19994/50000
discriminator loss: 1.369495 - generator loss: 0.740115 - 1s
Epoch 19995/50000
discriminator loss: 1.349788 - generator loss: 0.750327 - 1s
Epoch 19996/50000
discriminator loss: 1.354065 - generator loss: 0.751137 - 1s
Epoch 19997/50000
discriminator loss: 1.354282 - generator loss: 0.740574 - 1s
Epoch 19998/50000
discriminator loss: 1.349347 - generator loss: 0.743664 - 1s
Epoch 19999/50000
discriminator loss: 1.349411 - generator loss: 0.743281 - 1s
Epoch 20000/50000
discriminator loss: 1.358768 - generator loss: 0.735583 - 1s
Epoch 20001/50000
discriminator loss: 1.354873 - generator loss: 0.739484 - 1s

Loss: 

Epoch 20002/50000
discriminator loss: 1.353766 - generator loss: 0.747496 - 1s
Epoch 20003/50000
discriminator loss: 1.357542 - generator loss: 0.749385 - 1s
Epoch 20004/50000
discriminator loss: 1.355626 - generator loss: 0.744842 - 1s
Epoch 20005/50000
discriminator loss: 1.354416 - generator loss: 0.748914 - 1s
Epoch 20006/50000
discriminator loss: 1.363199 - generator loss: 0.735434 - 1s
Epoch 20007/50000
discriminator loss: 1.351992 - generator loss: 0.744060 - 1s
Epoch 20008/50000
discriminator loss: 1.359001 - generator loss: 0.732133 - 1s
Epoch 20009/50000
discriminator loss: 1.347665 - generator loss: 0.746327 - 1s
Epoch 20010/50000
discriminator loss: 1.348703 - generator loss: 0.746020 - 1s
Epoch 20011/50000
discriminator loss: 1.362741 - generator loss: 0.739565 - 1s
Epoch 20012/50000
discriminator loss: 1.359035 - generator loss: 0.747034 - 1s
Epoch 20013/50000
discriminator loss: 1.355468 - generator loss: 0.752296 - 1s
Epoch 20014/50000
discriminator loss: 1.349785 - generator loss: 0.747123 - 1s
Epoch 20015/50000
discriminator loss: 1.354032 - generator loss: 0.741370 - 1s
Epoch 20016/50000
discriminator loss: 1.362488 - generator loss: 0.731007 - 1s
Epoch 20017/50000
discriminator loss: 1.351322 - generator loss: 0.740533 - 1s
Epoch 20018/50000
discriminator loss: 1.352462 - generator loss: 0.740636 - 1s
Epoch 20019/50000
discriminator loss: 1.346833 - generator loss: 0.754149 - 1s
Epoch 20020/50000
discriminator loss: 1.363558 - generator loss: 0.738817 - 1s
Epoch 20021/50000
discriminator loss: 1.353096 - generator loss: 0.745107 - 1s
Epoch 20022/50000
discriminator loss: 1.346170 - generator loss: 0.754010 - 1s
Epoch 20023/50000
discriminator loss: 1.345945 - generator loss: 0.745781 - 1s
Epoch 20024/50000
discriminator loss: 1.358440 - generator loss: 0.738136 - 1s
Epoch 20025/50000
discriminator loss: 1.360131 - generator loss: 0.733249 - 1s
Epoch 20026/50000
discriminator loss: 1.366390 - generator loss: 0.734420 - 1s
Epoch 20027/50000
discriminator loss: 1.352487 - generator loss: 0.744364 - 1s
Epoch 20028/50000
discriminator loss: 1.355098 - generator loss: 0.740833 - 1s
Epoch 20029/50000
discriminator loss: 1.362760 - generator loss: 0.733782 - 1s
Epoch 20030/50000
discriminator loss: 1.361776 - generator loss: 0.744008 - 1s
Epoch 20031/50000
discriminator loss: 1.347152 - generator loss: 0.751549 - 1s
Epoch 20032/50000
discriminator loss: 1.345667 - generator loss: 0.747246 - 1s
Epoch 20033/50000
discriminator loss: 1.352909 - generator loss: 0.745984 - 1s
Epoch 20034/50000
discriminator loss: 1.352079 - generator loss: 0.740836 - 1s
Epoch 20035/50000
discriminator loss: 1.352193 - generator loss: 0.735319 - 1s
Epoch 20036/50000
discriminator loss: 1.349031 - generator loss: 0.743768 - 1s
Epoch 20037/50000
discriminator loss: 1.352020 - generator loss: 0.747249 - 1s
Epoch 20038/50000
discriminator loss: 1.363334 - generator loss: 0.738836 - 1s
Epoch 20039/50000
discriminator loss: 1.358133 - generator loss: 0.741581 - 1s
Epoch 20040/50000
discriminator loss: 1.344826 - generator loss: 0.764704 - 1s
Epoch 20041/50000
discriminator loss: 1.351309 - generator loss: 0.745641 - 1s
Epoch 20042/50000
discriminator loss: 1.357146 - generator loss: 0.742450 - 2s
Epoch 20043/50000
discriminator loss: 1.359112 - generator loss: 0.727975 - 1s
Epoch 20044/50000
discriminator loss: 1.350016 - generator loss: 0.743405 - 1s
Epoch 20045/50000
discriminator loss: 1.357958 - generator loss: 0.744925 - 1s
Epoch 20046/50000
discriminator loss: 1.359044 - generator loss: 0.736031 - 1s
Epoch 20047/50000
discriminator loss: 1.359467 - generator loss: 0.747940 - 1s
Epoch 20048/50000
discriminator loss: 1.365420 - generator loss: 0.743922 - 1s
Epoch 20049/50000
discriminator loss: 1.350719 - generator loss: 0.748048 - 1s
Epoch 20050/50000
discriminator loss: 1.355496 - generator loss: 0.739950 - 1s
Epoch 20051/50000
discriminator loss: 1.355340 - generator loss: 0.743861 - 1s
Epoch 20052/50000
discriminator loss: 1.356199 - generator loss: 0.737007 - 1s
Epoch 20053/50000
discriminator loss: 1.354416 - generator loss: 0.745304 - 1s
Epoch 20054/50000
discriminator loss: 1.349478 - generator loss: 0.745404 - 1s
Epoch 20055/50000
discriminator loss: 1.349941 - generator loss: 0.746200 - 1s
Epoch 20056/50000
discriminator loss: 1.360845 - generator loss: 0.737281 - 1s
Epoch 20057/50000
discriminator loss: 1.354863 - generator loss: 0.749957 - 1s
Epoch 20058/50000
discriminator loss: 1.347061 - generator loss: 0.757326 - 1s
Epoch 20059/50000
discriminator loss: 1.347711 - generator loss: 0.751342 - 1s
Epoch 20060/50000
discriminator loss: 1.346812 - generator loss: 0.750349 - 1s
Epoch 20061/50000
discriminator loss: 1.359549 - generator loss: 0.731249 - 1s
Epoch 20062/50000
discriminator loss: 1.338948 - generator loss: 0.745091 - 1s
Epoch 20063/50000
discriminator loss: 1.347077 - generator loss: 0.744856 - 1s
Epoch 20064/50000
discriminator loss: 1.350839 - generator loss: 0.738766 - 1s
Epoch 20065/50000
discriminator loss: 1.349197 - generator loss: 0.753626 - 1s
Epoch 20066/50000
discriminator loss: 1.352151 - generator loss: 0.751437 - 1s
Epoch 20067/50000
discriminator loss: 1.342828 - generator loss: 0.759646 - 1s
Epoch 20068/50000
discriminator loss: 1.348885 - generator loss: 0.753939 - 1s
Epoch 20069/50000
discriminator loss: 1.369249 - generator loss: 0.727792 - 1s
Epoch 20070/50000
discriminator loss: 1.356868 - generator loss: 0.736329 - 1s
Epoch 20071/50000
discriminator loss: 1.354534 - generator loss: 0.736922 - 1s
Epoch 20072/50000
discriminator loss: 1.347639 - generator loss: 0.748193 - 1s
Epoch 20073/50000
discriminator loss: 1.357925 - generator loss: 0.741827 - 1s
Epoch 20074/50000
discriminator loss: 1.362237 - generator loss: 0.741251 - 1s
Epoch 20075/50000
discriminator loss: 1.356221 - generator loss: 0.746220 - 1s
Epoch 20076/50000
discriminator loss: 1.346544 - generator loss: 0.754976 - 1s
Epoch 20077/50000
discriminator loss: 1.338467 - generator loss: 0.757227 - 1s
Epoch 20078/50000
discriminator loss: 1.358398 - generator loss: 0.747063 - 1s
Epoch 20079/50000
discriminator loss: 1.367860 - generator loss: 0.727313 - 1s
Epoch 20080/50000
discriminator loss: 1.355718 - generator loss: 0.733724 - 1s
Epoch 20081/50000
discriminator loss: 1.344578 - generator loss: 0.746999 - 1s
Epoch 20082/50000
discriminator loss: 1.349606 - generator loss: 0.746341 - 1s
Epoch 20083/50000
discriminator loss: 1.366519 - generator loss: 0.737840 - 1s
Epoch 20084/50000
discriminator loss: 1.356512 - generator loss: 0.745238 - 1s
Epoch 20085/50000
discriminator loss: 1.355198 - generator loss: 0.747371 - 1s
Epoch 20086/50000
discriminator loss: 1.349518 - generator loss: 0.757215 - 1s
Epoch 20087/50000
discriminator loss: 1.361237 - generator loss: 0.739671 - 1s
Epoch 20088/50000
discriminator loss: 1.361533 - generator loss: 0.727980 - 1s
Epoch 20089/50000
discriminator loss: 1.357380 - generator loss: 0.734879 - 1s
Epoch 20090/50000
discriminator loss: 1.350687 - generator loss: 0.742951 - 1s
Epoch 20091/50000
discriminator loss: 1.348954 - generator loss: 0.748632 - 1s
Epoch 20092/50000
discriminator loss: 1.362466 - generator loss: 0.733685 - 1s
Epoch 20093/50000
discriminator loss: 1.356812 - generator loss: 0.753060 - 1s
Epoch 20094/50000
discriminator loss: 1.349680 - generator loss: 0.750114 - 1s
Epoch 20095/50000
discriminator loss: 1.350465 - generator loss: 0.755739 - 1s
Epoch 20096/50000
discriminator loss: 1.354869 - generator loss: 0.744153 - 1s
Epoch 20097/50000
discriminator loss: 1.357893 - generator loss: 0.734234 - 1s
Epoch 20098/50000
discriminator loss: 1.355817 - generator loss: 0.732868 - 1s
Epoch 20099/50000
discriminator loss: 1.348838 - generator loss: 0.745772 - 1s
Epoch 20100/50000
discriminator loss: 1.345024 - generator loss: 0.751274 - 1s
Epoch 20101/50000
discriminator loss: 1.358391 - generator loss: 0.741528 - 1s
Epoch 20102/50000
discriminator loss: 1.365495 - generator loss: 0.741267 - 1s
Epoch 20103/50000
discriminator loss: 1.350253 - generator loss: 0.750012 - 1s
Epoch 20104/50000
discriminator loss: 1.350766 - generator loss: 0.757035 - 1s
Epoch 20105/50000
discriminator loss: 1.352018 - generator loss: 0.738086 - 1s
Epoch 20106/50000
discriminator loss: 1.357791 - generator loss: 0.732655 - 1s
Epoch 20107/50000
discriminator loss: 1.355047 - generator loss: 0.740245 - 1s
Epoch 20108/50000
discriminator loss: 1.348567 - generator loss: 0.747453 - 1s
Epoch 20109/50000
discriminator loss: 1.351934 - generator loss: 0.736990 - 1s
Epoch 20110/50000
discriminator loss: 1.350195 - generator loss: 0.745210 - 1s
Epoch 20111/50000
discriminator loss: 1.359756 - generator loss: 0.742689 - 1s
Epoch 20112/50000
discriminator loss: 1.347094 - generator loss: 0.761188 - 1s
Epoch 20113/50000
discriminator loss: 1.354817 - generator loss: 0.754347 - 2s
Epoch 20114/50000
discriminator loss: 1.359459 - generator loss: 0.744561 - 1s
Epoch 20115/50000
discriminator loss: 1.364206 - generator loss: 0.727078 - 1s
Epoch 20116/50000
discriminator loss: 1.354189 - generator loss: 0.730368 - 1s
Epoch 20117/50000
discriminator loss: 1.339186 - generator loss: 0.752672 - 1s
Epoch 20118/50000
discriminator loss: 1.346018 - generator loss: 0.755738 - 1s
Epoch 20119/50000
discriminator loss: 1.356691 - generator loss: 0.735982 - 1s
Epoch 20120/50000
discriminator loss: 1.360239 - generator loss: 0.746313 - 1s
Epoch 20121/50000
discriminator loss: 1.350149 - generator loss: 0.752989 - 1s
Epoch 20122/50000
discriminator loss: 1.350844 - generator loss: 0.747007 - 1s
Epoch 20123/50000
discriminator loss: 1.358534 - generator loss: 0.734676 - 1s
Epoch 20124/50000
discriminator loss: 1.357865 - generator loss: 0.738838 - 1s
Epoch 20125/50000
discriminator loss: 1.350632 - generator loss: 0.736673 - 2s
Epoch 20126/50000
discriminator loss: 1.349099 - generator loss: 0.744750 - 1s
Epoch 20127/50000
discriminator loss: 1.353477 - generator loss: 0.748126 - 1s
Epoch 20128/50000
discriminator loss: 1.364321 - generator loss: 0.729185 - 1s
Epoch 20129/50000
discriminator loss: 1.368635 - generator loss: 0.740496 - 1s
Epoch 20130/50000
discriminator loss: 1.346171 - generator loss: 0.751567 - 1s
Epoch 20131/50000
discriminator loss: 1.351936 - generator loss: 0.750291 - 1s
Epoch 20132/50000
discriminator loss: 1.354870 - generator loss: 0.747925 - 1s
Epoch 20133/50000
discriminator loss: 1.365138 - generator loss: 0.729991 - 1s
Epoch 20134/50000
discriminator loss: 1.358391 - generator loss: 0.735052 - 1s
Epoch 20135/50000
discriminator loss: 1.352712 - generator loss: 0.741385 - 1s
Epoch 20136/50000
discriminator loss: 1.347724 - generator loss: 0.745908 - 1s
Epoch 20137/50000
discriminator loss: 1.354347 - generator loss: 0.747415 - 1s
Epoch 20138/50000
discriminator loss: 1.353142 - generator loss: 0.751650 - 1s
Epoch 20139/50000
discriminator loss: 1.349223 - generator loss: 0.752324 - 1s
Epoch 20140/50000
discriminator loss: 1.352559 - generator loss: 0.743969 - 1s
Epoch 20141/50000
discriminator loss: 1.357467 - generator loss: 0.743293 - 1s
Epoch 20142/50000
discriminator loss: 1.365602 - generator loss: 0.730952 - 1s
Epoch 20143/50000
discriminator loss: 1.353420 - generator loss: 0.743993 - 1s
Epoch 20144/50000
discriminator loss: 1.344516 - generator loss: 0.744141 - 1s
Epoch 20145/50000
discriminator loss: 1.347639 - generator loss: 0.748444 - 1s
Epoch 20146/50000
discriminator loss: 1.350937 - generator loss: 0.745510 - 1s
Epoch 20147/50000
discriminator loss: 1.352335 - generator loss: 0.745394 - 1s
Epoch 20148/50000
discriminator loss: 1.354359 - generator loss: 0.749144 - 1s
Epoch 20149/50000
discriminator loss: 1.346758 - generator loss: 0.753419 - 1s
Epoch 20150/50000
discriminator loss: 1.359055 - generator loss: 0.746027 - 1s
Epoch 20151/50000
discriminator loss: 1.360723 - generator loss: 0.735432 - 1s
Epoch 20152/50000
discriminator loss: 1.350335 - generator loss: 0.730994 - 1s
Epoch 20153/50000
discriminator loss: 1.343242 - generator loss: 0.754718 - 1s
Epoch 20154/50000
discriminator loss: 1.343890 - generator loss: 0.742050 - 1s
Epoch 20155/50000
discriminator loss: 1.356809 - generator loss: 0.746301 - 1s
Epoch 20156/50000
discriminator loss: 1.360209 - generator loss: 0.741232 - 1s
Epoch 20157/50000
discriminator loss: 1.351614 - generator loss: 0.752732 - 1s
Epoch 20158/50000
discriminator loss: 1.346512 - generator loss: 0.756811 - 1s
Epoch 20159/50000
discriminator loss: 1.348715 - generator loss: 0.744662 - 1s
Epoch 20160/50000
discriminator loss: 1.355860 - generator loss: 0.741246 - 1s
Epoch 20161/50000
discriminator loss: 1.355500 - generator loss: 0.733390 - 1s
Epoch 20162/50000
discriminator loss: 1.349035 - generator loss: 0.738458 - 1s
Epoch 20163/50000
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Epoch 20164/50000
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Epoch 20165/50000
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Epoch 20166/50000
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Epoch 20167/50000
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Epoch 20168/50000
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Epoch 20169/50000
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Epoch 20170/50000
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Epoch 20171/50000
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Epoch 20172/50000
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Epoch 20173/50000
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Epoch 20174/50000
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Epoch 20175/50000
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Epoch 20176/50000
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Epoch 20177/50000
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Epoch 20178/50000
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Epoch 20179/50000
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Epoch 20180/50000
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Epoch 20181/50000
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Epoch 20182/50000
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Epoch 20183/50000
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Epoch 20184/50000
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Epoch 20185/50000
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Epoch 20186/50000
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Epoch 20187/50000
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Epoch 20188/50000
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Epoch 20189/50000
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Epoch 20190/50000
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Epoch 20191/50000
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Epoch 20192/50000
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Epoch 20193/50000
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Epoch 20194/50000
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Epoch 20195/50000
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Epoch 20196/50000
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Epoch 20197/50000
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Epoch 20198/50000
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Epoch 20199/50000
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Epoch 20200/50000
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Epoch 20201/50000
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Epoch 20202/50000
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Epoch 20203/50000
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Epoch 20204/50000
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Epoch 20205/50000
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Epoch 20206/50000
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Epoch 20207/50000
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Epoch 20208/50000
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Epoch 20209/50000
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Epoch 20210/50000
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Epoch 20211/50000
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Epoch 20212/50000
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Epoch 20213/50000
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Epoch 20214/50000
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Epoch 20215/50000
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Epoch 20216/50000
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Epoch 20217/50000
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Epoch 20218/50000
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Epoch 20219/50000
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Epoch 20220/50000
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Epoch 20221/50000
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Epoch 20222/50000
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Epoch 20223/50000
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Epoch 20224/50000
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Epoch 20225/50000
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Epoch 20226/50000
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Epoch 20227/50000
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Epoch 20228/50000
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Epoch 20229/50000
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Epoch 20230/50000
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Epoch 20231/50000
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Epoch 20232/50000
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Epoch 20233/50000
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Epoch 20234/50000
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Epoch 20235/50000
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Epoch 20236/50000
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Epoch 20237/50000
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Epoch 20238/50000
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Epoch 20239/50000
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Epoch 20240/50000
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Epoch 20241/50000
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Epoch 20242/50000
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Epoch 20243/50000
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Epoch 20244/50000
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Epoch 20245/50000
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Epoch 20246/50000
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Epoch 20247/50000
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Epoch 20248/50000
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Epoch 20249/50000
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Epoch 20250/50000
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Epoch 20251/50000
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Epoch 20252/50000
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Epoch 20253/50000
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Epoch 20254/50000
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Epoch 20255/50000
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Epoch 20256/50000
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Epoch 20257/50000
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Epoch 20258/50000
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Epoch 20259/50000
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Epoch 20260/50000
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Epoch 20261/50000
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Epoch 20262/50000
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Epoch 20263/50000
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Epoch 20264/50000
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Epoch 20265/50000
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Epoch 20266/50000
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Epoch 20267/50000
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Epoch 20268/50000
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Epoch 20269/50000
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Epoch 20270/50000
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Epoch 20271/50000
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Epoch 20272/50000
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Epoch 20273/50000
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Epoch 20274/50000
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Epoch 20275/50000
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Epoch 20276/50000
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Epoch 20277/50000
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Epoch 20278/50000
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Epoch 20279/50000
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Epoch 20280/50000
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Epoch 20281/50000
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Epoch 20282/50000
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Epoch 20283/50000
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Epoch 20284/50000
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Epoch 20285/50000
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Epoch 20286/50000
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Epoch 20287/50000
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Epoch 20288/50000
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Epoch 20289/50000
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Epoch 20290/50000
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Epoch 20291/50000
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Epoch 20292/50000
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Epoch 20293/50000
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Epoch 20294/50000
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Epoch 20295/50000
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Epoch 20296/50000
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Epoch 20297/50000
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Epoch 20298/50000
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Epoch 20299/50000
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Epoch 20300/50000
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Epoch 20301/50000
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Epoch 20302/50000
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Epoch 20303/50000
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Epoch 20304/50000
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Epoch 20305/50000
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Epoch 20306/50000
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Epoch 20307/50000
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Epoch 20308/50000
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Epoch 20309/50000
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Epoch 20310/50000
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Epoch 20311/50000
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Epoch 20312/50000
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Epoch 20313/50000
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Epoch 20314/50000
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Epoch 20315/50000
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Epoch 20316/50000
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Epoch 20317/50000
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Epoch 20318/50000
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Epoch 20319/50000
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Epoch 20320/50000
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Epoch 20321/50000
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Epoch 20322/50000
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Epoch 20323/50000
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Epoch 20324/50000
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Epoch 20325/50000
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Epoch 20326/50000
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Epoch 20327/50000
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Epoch 20328/50000
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Epoch 20329/50000
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Epoch 20330/50000
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Epoch 20331/50000
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Epoch 20332/50000
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Epoch 20333/50000
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Epoch 20334/50000
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Epoch 20335/50000
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Epoch 20336/50000
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Epoch 20337/50000
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Epoch 20338/50000
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Epoch 20339/50000
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Epoch 20340/50000
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Epoch 20341/50000
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Epoch 20342/50000
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Epoch 20343/50000
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Epoch 20344/50000
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Epoch 20345/50000
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Epoch 20346/50000
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Epoch 20347/50000
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Epoch 20348/50000
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Epoch 20349/50000
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Epoch 20350/50000
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Epoch 20351/50000
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Epoch 20352/50000
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Epoch 20353/50000
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Epoch 20354/50000
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Epoch 20355/50000
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Epoch 20356/50000
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Epoch 20357/50000
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Epoch 20358/50000
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Epoch 20359/50000
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Epoch 20360/50000
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Epoch 20361/50000
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Epoch 20362/50000
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Epoch 20363/50000
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Epoch 20364/50000
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Epoch 20365/50000
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Epoch 20366/50000
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Epoch 20367/50000
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Epoch 20368/50000
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Epoch 20369/50000
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Epoch 20370/50000
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Epoch 20371/50000
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Epoch 20372/50000
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Epoch 20373/50000
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Epoch 20374/50000
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Epoch 20375/50000
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Epoch 20376/50000
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Epoch 20377/50000
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Epoch 20378/50000
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Epoch 20379/50000
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Epoch 20380/50000
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Epoch 20381/50000
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Epoch 20382/50000
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Epoch 20383/50000
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Epoch 20384/50000
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Epoch 20385/50000
discriminator loss: 1.370734 - generator loss: 0.732537 - 1s
Epoch 20386/50000
discriminator loss: 1.353405 - generator loss: 0.752238 - 1s
Epoch 20387/50000
discriminator loss: 1.347956 - generator loss: 0.752303 - 1s
Epoch 20388/50000
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Epoch 20389/50000
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Epoch 20390/50000
discriminator loss: 1.356250 - generator loss: 0.736168 - 1s
Epoch 20391/50000
discriminator loss: 1.358329 - generator loss: 0.736248 - 1s
Epoch 20392/50000
discriminator loss: 1.349442 - generator loss: 0.750163 - 1s
Epoch 20393/50000
discriminator loss: 1.361268 - generator loss: 0.742929 - 1s
Epoch 20394/50000
discriminator loss: 1.356109 - generator loss: 0.741546 - 1s
Epoch 20395/50000
discriminator loss: 1.362518 - generator loss: 0.738433 - 1s
Epoch 20396/50000
discriminator loss: 1.359017 - generator loss: 0.745170 - 1s
Epoch 20397/50000
discriminator loss: 1.346932 - generator loss: 0.751098 - 1s
Epoch 20398/50000
discriminator loss: 1.358344 - generator loss: 0.738997 - 1s
Epoch 20399/50000
discriminator loss: 1.358571 - generator loss: 0.733231 - 1s
Epoch 20400/50000
discriminator loss: 1.350812 - generator loss: 0.739051 - 1s
Epoch 20401/50000
discriminator loss: 1.353172 - generator loss: 0.745159 - 1s
Epoch 20402/50000
discriminator loss: 1.347855 - generator loss: 0.750856 - 1s
Epoch 20403/50000
discriminator loss: 1.355550 - generator loss: 0.741828 - 1s
Epoch 20404/50000
discriminator loss: 1.351633 - generator loss: 0.746463 - 1s
Epoch 20405/50000
discriminator loss: 1.350446 - generator loss: 0.753056 - 1s
Epoch 20406/50000
discriminator loss: 1.351475 - generator loss: 0.750622 - 1s
Epoch 20407/50000
discriminator loss: 1.353593 - generator loss: 0.746065 - 1s
Epoch 20408/50000
discriminator loss: 1.358962 - generator loss: 0.733167 - 1s
Epoch 20409/50000
discriminator loss: 1.351774 - generator loss: 0.743454 - 1s
Epoch 20410/50000
discriminator loss: 1.356718 - generator loss: 0.735510 - 1s
Epoch 20411/50000
discriminator loss: 1.352604 - generator loss: 0.745840 - 1s
Epoch 20412/50000
discriminator loss: 1.361506 - generator loss: 0.736644 - 1s
Epoch 20413/50000
discriminator loss: 1.356796 - generator loss: 0.747367 - 1s
Epoch 20414/50000
discriminator loss: 1.355925 - generator loss: 0.750850 - 1s
Epoch 20415/50000
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Epoch 20416/50000
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Epoch 20417/50000
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Epoch 20418/50000
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Epoch 20419/50000
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Epoch 20420/50000
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Epoch 20421/50000
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Epoch 20422/50000
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Epoch 20423/50000
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Epoch 20424/50000
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Epoch 20425/50000
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Epoch 20426/50000
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Epoch 20427/50000
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Epoch 20428/50000
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Epoch 20429/50000
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Epoch 20430/50000
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Epoch 20431/50000
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Epoch 20432/50000
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Epoch 20433/50000
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Epoch 20434/50000
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Epoch 20435/50000
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Epoch 20436/50000
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Epoch 20437/50000
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Epoch 20438/50000
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Epoch 20439/50000
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Epoch 20440/50000
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Epoch 20441/50000
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Epoch 20442/50000
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Epoch 20443/50000
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Epoch 20444/50000
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Epoch 20445/50000
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Epoch 20446/50000
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Epoch 20447/50000
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Epoch 20448/50000
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Epoch 20449/50000
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Epoch 20450/50000
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Epoch 20451/50000
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Epoch 20452/50000
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Epoch 20453/50000
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Epoch 20454/50000
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Epoch 20455/50000
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Epoch 20456/50000
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Epoch 20457/50000
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Epoch 20458/50000
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Epoch 20459/50000
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Epoch 20460/50000
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Epoch 20461/50000
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Epoch 20462/50000
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Epoch 20463/50000
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Epoch 20464/50000
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Epoch 20465/50000
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Epoch 20466/50000
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Epoch 20467/50000
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Epoch 20468/50000
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Epoch 20469/50000
discriminator loss: 1.352782 - generator loss: 0.755997 - 1s
Epoch 20470/50000
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Epoch 20471/50000
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Epoch 20472/50000
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Epoch 20473/50000
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Epoch 20474/50000
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Epoch 20475/50000
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Epoch 20476/50000
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Epoch 20477/50000
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Epoch 20478/50000
discriminator loss: 1.349689 - generator loss: 0.750687 - 1s
Epoch 20479/50000
discriminator loss: 1.345446 - generator loss: 0.751345 - 1s
Epoch 20480/50000
discriminator loss: 1.363949 - generator loss: 0.736879 - 1s
Epoch 20481/50000
discriminator loss: 1.357448 - generator loss: 0.735500 - 1s
Epoch 20482/50000
discriminator loss: 1.360187 - generator loss: 0.733277 - 1s
Epoch 20483/50000
discriminator loss: 1.352431 - generator loss: 0.741480 - 1s
Epoch 20484/50000
discriminator loss: 1.348418 - generator loss: 0.748558 - 1s
Epoch 20485/50000
discriminator loss: 1.357899 - generator loss: 0.745350 - 1s
Epoch 20486/50000
discriminator loss: 1.357595 - generator loss: 0.741835 - 1s
Epoch 20487/50000
discriminator loss: 1.348226 - generator loss: 0.749539 - 1s
Epoch 20488/50000
discriminator loss: 1.347916 - generator loss: 0.751441 - 1s
Epoch 20489/50000
discriminator loss: 1.351296 - generator loss: 0.747196 - 1s
Epoch 20490/50000
discriminator loss: 1.363323 - generator loss: 0.735708 - 1s
Epoch 20491/50000
discriminator loss: 1.354277 - generator loss: 0.734964 - 1s
Epoch 20492/50000
discriminator loss: 1.351109 - generator loss: 0.743294 - 1s
Epoch 20493/50000
discriminator loss: 1.348771 - generator loss: 0.743092 - 1s
Epoch 20494/50000
discriminator loss: 1.354874 - generator loss: 0.747982 - 1s
Epoch 20495/50000
discriminator loss: 1.352340 - generator loss: 0.745852 - 1s
Epoch 20496/50000
discriminator loss: 1.351039 - generator loss: 0.749987 - 1s
Epoch 20497/50000
discriminator loss: 1.347049 - generator loss: 0.748204 - 1s
Epoch 20498/50000
discriminator loss: 1.351829 - generator loss: 0.741226 - 1s
Epoch 20499/50000
discriminator loss: 1.357108 - generator loss: 0.737657 - 1s
Epoch 20500/50000
discriminator loss: 1.355362 - generator loss: 0.738875 - 1s
Epoch 20501/50000
discriminator loss: 1.355073 - generator loss: 0.740070 - 1s
Epoch 20502/50000
discriminator loss: 1.352195 - generator loss: 0.745232 - 1s
Epoch 20503/50000
discriminator loss: 1.348548 - generator loss: 0.742785 - 1s
Epoch 20504/50000
discriminator loss: 1.354641 - generator loss: 0.746300 - 1s
Epoch 20505/50000
discriminator loss: 1.356311 - generator loss: 0.747357 - 1s
Epoch 20506/50000
discriminator loss: 1.346774 - generator loss: 0.754879 - 1s
Epoch 20507/50000
discriminator loss: 1.351128 - generator loss: 0.741078 - 1s
Epoch 20508/50000
discriminator loss: 1.359902 - generator loss: 0.742566 - 1s
Epoch 20509/50000
discriminator loss: 1.356001 - generator loss: 0.737985 - 1s
Epoch 20510/50000
discriminator loss: 1.349606 - generator loss: 0.738195 - 1s
Epoch 20511/50000
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Epoch 20512/50000
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Epoch 20513/50000
discriminator loss: 1.354037 - generator loss: 0.749389 - 1s
Epoch 20514/50000
discriminator loss: 1.352825 - generator loss: 0.749057 - 1s
Epoch 20515/50000
discriminator loss: 1.345758 - generator loss: 0.757558 - 1s
Epoch 20516/50000
discriminator loss: 1.350265 - generator loss: 0.748187 - 1s
Epoch 20517/50000
discriminator loss: 1.357850 - generator loss: 0.736511 - 1s
Epoch 20518/50000
discriminator loss: 1.354117 - generator loss: 0.736900 - 1s
Epoch 20519/50000
discriminator loss: 1.353500 - generator loss: 0.738294 - 1s
Epoch 20520/50000
discriminator loss: 1.347016 - generator loss: 0.750277 - 1s
Epoch 20521/50000
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Epoch 20522/50000
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Epoch 20523/50000
discriminator loss: 1.359224 - generator loss: 0.743652 - 1s
Epoch 20524/50000
discriminator loss: 1.345910 - generator loss: 0.757717 - 1s
Epoch 20525/50000
discriminator loss: 1.352974 - generator loss: 0.747211 - 1s
Epoch 20526/50000
discriminator loss: 1.353867 - generator loss: 0.740865 - 1s
Epoch 20527/50000
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Epoch 20528/50000
discriminator loss: 1.350267 - generator loss: 0.738240 - 1s
Epoch 20529/50000
discriminator loss: 1.347788 - generator loss: 0.750575 - 1s
Epoch 20530/50000
discriminator loss: 1.348769 - generator loss: 0.745720 - 1s
Epoch 20531/50000
discriminator loss: 1.349692 - generator loss: 0.753273 - 1s
Epoch 20532/50000
discriminator loss: 1.351677 - generator loss: 0.750550 - 1s
Epoch 20533/50000
discriminator loss: 1.343268 - generator loss: 0.757722 - 1s
Epoch 20534/50000
discriminator loss: 1.348548 - generator loss: 0.749590 - 1s
Epoch 20535/50000
discriminator loss: 1.354550 - generator loss: 0.742389 - 1s
Epoch 20536/50000
discriminator loss: 1.357304 - generator loss: 0.727174 - 1s
Epoch 20537/50000
discriminator loss: 1.358824 - generator loss: 0.737574 - 1s
Epoch 20538/50000
discriminator loss: 1.356503 - generator loss: 0.739132 - 1s
Epoch 20539/50000
discriminator loss: 1.358015 - generator loss: 0.749065 - 1s
Epoch 20540/50000
discriminator loss: 1.361323 - generator loss: 0.740222 - 1s
Epoch 20541/50000
discriminator loss: 1.360013 - generator loss: 0.744499 - 1s
Epoch 20542/50000
discriminator loss: 1.347233 - generator loss: 0.753472 - 1s
Epoch 20543/50000
discriminator loss: 1.347702 - generator loss: 0.749939 - 1s
Epoch 20544/50000
discriminator loss: 1.359872 - generator loss: 0.734764 - 1s
Epoch 20545/50000
discriminator loss: 1.359746 - generator loss: 0.735093 - 1s
Epoch 20546/50000
discriminator loss: 1.348241 - generator loss: 0.743946 - 1s
Epoch 20547/50000
discriminator loss: 1.346584 - generator loss: 0.750919 - 1s
Epoch 20548/50000
discriminator loss: 1.349990 - generator loss: 0.744538 - 1s
Epoch 20549/50000
discriminator loss: 1.355612 - generator loss: 0.740811 - 1s
Epoch 20550/50000
discriminator loss: 1.348749 - generator loss: 0.752008 - 1s
Epoch 20551/50000
discriminator loss: 1.350736 - generator loss: 0.754884 - 1s
Epoch 20552/50000
discriminator loss: 1.356544 - generator loss: 0.745180 - 1s
Epoch 20553/50000
discriminator loss: 1.364925 - generator loss: 0.731802 - 1s
Epoch 20554/50000
discriminator loss: 1.354593 - generator loss: 0.737046 - 1s
Epoch 20555/50000
discriminator loss: 1.342155 - generator loss: 0.745525 - 1s
Epoch 20556/50000
discriminator loss: 1.343692 - generator loss: 0.753806 - 1s
Epoch 20557/50000
discriminator loss: 1.360207 - generator loss: 0.739704 - 1s
Epoch 20558/50000
discriminator loss: 1.359995 - generator loss: 0.745861 - 1s
Epoch 20559/50000
discriminator loss: 1.354594 - generator loss: 0.743676 - 1s
Epoch 20560/50000
discriminator loss: 1.343683 - generator loss: 0.760880 - 1s
Epoch 20561/50000
discriminator loss: 1.351303 - generator loss: 0.749710 - 1s
Epoch 20562/50000
discriminator loss: 1.359030 - generator loss: 0.736875 - 1s
Epoch 20563/50000
discriminator loss: 1.357463 - generator loss: 0.736956 - 1s
Epoch 20564/50000
discriminator loss: 1.351195 - generator loss: 0.741279 - 2s
Epoch 20565/50000
discriminator loss: 1.348461 - generator loss: 0.740461 - 1s
Epoch 20566/50000
discriminator loss: 1.360460 - generator loss: 0.738984 - 1s
Epoch 20567/50000
discriminator loss: 1.362334 - generator loss: 0.742848 - 1s
Epoch 20568/50000
discriminator loss: 1.355609 - generator loss: 0.744945 - 1s
Epoch 20569/50000
discriminator loss: 1.346072 - generator loss: 0.760359 - 1s
Epoch 20570/50000
discriminator loss: 1.353492 - generator loss: 0.741571 - 1s
Epoch 20571/50000
discriminator loss: 1.364896 - generator loss: 0.732085 - 1s
Epoch 20572/50000
discriminator loss: 1.361212 - generator loss: 0.738970 - 1s
Epoch 20573/50000
discriminator loss: 1.351174 - generator loss: 0.741555 - 1s
Epoch 20574/50000
discriminator loss: 1.347865 - generator loss: 0.750531 - 1s
Epoch 20575/50000
discriminator loss: 1.351742 - generator loss: 0.745693 - 1s
Epoch 20576/50000
discriminator loss: 1.358140 - generator loss: 0.736201 - 1s
Epoch 20577/50000
discriminator loss: 1.352096 - generator loss: 0.751844 - 1s
Epoch 20578/50000
discriminator loss: 1.349185 - generator loss: 0.757349 - 1s
Epoch 20579/50000
discriminator loss: 1.351674 - generator loss: 0.747884 - 1s
Epoch 20580/50000
discriminator loss: 1.354455 - generator loss: 0.746787 - 1s
Epoch 20581/50000
discriminator loss: 1.355965 - generator loss: 0.736927 - 1s
Epoch 20582/50000
discriminator loss: 1.355554 - generator loss: 0.736275 - 1s
Epoch 20583/50000
discriminator loss: 1.350132 - generator loss: 0.741401 - 1s
Epoch 20584/50000
discriminator loss: 1.345709 - generator loss: 0.756981 - 1s
Epoch 20585/50000
discriminator loss: 1.360470 - generator loss: 0.739833 - 1s
Epoch 20586/50000
discriminator loss: 1.358757 - generator loss: 0.750164 - 1s
Epoch 20587/50000
discriminator loss: 1.351983 - generator loss: 0.749761 - 1s
Epoch 20588/50000
discriminator loss: 1.346876 - generator loss: 0.747136 - 1s
Epoch 20589/50000
discriminator loss: 1.351539 - generator loss: 0.750023 - 1s
Epoch 20590/50000
discriminator loss: 1.351088 - generator loss: 0.745475 - 1s
Epoch 20591/50000
discriminator loss: 1.357395 - generator loss: 0.731752 - 1s
Epoch 20592/50000
discriminator loss: 1.349255 - generator loss: 0.740791 - 1s
Epoch 20593/50000
discriminator loss: 1.348764 - generator loss: 0.750528 - 1s
Epoch 20594/50000
discriminator loss: 1.364277 - generator loss: 0.739116 - 1s
Epoch 20595/50000
discriminator loss: 1.358219 - generator loss: 0.743303 - 1s
Epoch 20596/50000
discriminator loss: 1.356839 - generator loss: 0.753219 - 1s
Epoch 20597/50000
discriminator loss: 1.348381 - generator loss: 0.745418 - 1s
Epoch 20598/50000
discriminator loss: 1.344427 - generator loss: 0.757399 - 1s
Epoch 20599/50000
discriminator loss: 1.363588 - generator loss: 0.732727 - 1s
Epoch 20600/50000
discriminator loss: 1.361953 - generator loss: 0.733827 - 1s
Epoch 20601/50000
discriminator loss: 1.353819 - generator loss: 0.739661 - 1s
Epoch 20602/50000
discriminator loss: 1.348054 - generator loss: 0.745494 - 1s
Epoch 20603/50000
discriminator loss: 1.355557 - generator loss: 0.741117 - 1s
Epoch 20604/50000
discriminator loss: 1.354988 - generator loss: 0.751178 - 1s
Epoch 20605/50000
discriminator loss: 1.349529 - generator loss: 0.750404 - 1s
Epoch 20606/50000
discriminator loss: 1.351989 - generator loss: 0.759712 - 1s
Epoch 20607/50000
discriminator loss: 1.352406 - generator loss: 0.739742 - 1s
Epoch 20608/50000
discriminator loss: 1.363804 - generator loss: 0.732228 - 1s
Epoch 20609/50000
discriminator loss: 1.360159 - generator loss: 0.734765 - 1s
Epoch 20610/50000
discriminator loss: 1.352582 - generator loss: 0.738278 - 1s
Epoch 20611/50000
discriminator loss: 1.354319 - generator loss: 0.747261 - 1s
Epoch 20612/50000
discriminator loss: 1.352308 - generator loss: 0.747262 - 1s
Epoch 20613/50000
discriminator loss: 1.366904 - generator loss: 0.734589 - 1s
Epoch 20614/50000
discriminator loss: 1.354926 - generator loss: 0.747947 - 1s
Epoch 20615/50000
discriminator loss: 1.346102 - generator loss: 0.754464 - 1s
Epoch 20616/50000
discriminator loss: 1.358260 - generator loss: 0.742525 - 1s
Epoch 20617/50000
discriminator loss: 1.359823 - generator loss: 0.747657 - 1s
Epoch 20618/50000
discriminator loss: 1.359866 - generator loss: 0.730891 - 1s
Epoch 20619/50000
discriminator loss: 1.353905 - generator loss: 0.738018 - 1s
Epoch 20620/50000
discriminator loss: 1.352632 - generator loss: 0.749347 - 1s
Epoch 20621/50000
discriminator loss: 1.355677 - generator loss: 0.740550 - 1s
Epoch 20622/50000
discriminator loss: 1.351315 - generator loss: 0.741575 - 1s
Epoch 20623/50000
discriminator loss: 1.354162 - generator loss: 0.750469 - 1s
Epoch 20624/50000
discriminator loss: 1.350976 - generator loss: 0.751505 - 1s
Epoch 20625/50000
discriminator loss: 1.355829 - generator loss: 0.741953 - 1s
Epoch 20626/50000
discriminator loss: 1.370646 - generator loss: 0.738566 - 1s
Epoch 20627/50000
discriminator loss: 1.356889 - generator loss: 0.738125 - 1s
Epoch 20628/50000
discriminator loss: 1.355390 - generator loss: 0.734033 - 1s
Epoch 20629/50000
discriminator loss: 1.347593 - generator loss: 0.746575 - 1s
Epoch 20630/50000
discriminator loss: 1.354503 - generator loss: 0.745651 - 1s
Epoch 20631/50000
discriminator loss: 1.348214 - generator loss: 0.745012 - 1s
Epoch 20632/50000
discriminator loss: 1.360232 - generator loss: 0.740645 - 1s
Epoch 20633/50000
discriminator loss: 1.353643 - generator loss: 0.748680 - 1s
Epoch 20634/50000
discriminator loss: 1.351193 - generator loss: 0.750413 - 1s
Epoch 20635/50000
discriminator loss: 1.351161 - generator loss: 0.743966 - 1s
Epoch 20636/50000
discriminator loss: 1.357740 - generator loss: 0.732915 - 1s
Epoch 20637/50000
discriminator loss: 1.350687 - generator loss: 0.741739 - 1s
Epoch 20638/50000
discriminator loss: 1.350457 - generator loss: 0.745283 - 1s
Epoch 20639/50000
discriminator loss: 1.355522 - generator loss: 0.745415 - 1s
Epoch 20640/50000
discriminator loss: 1.351825 - generator loss: 0.744889 - 1s
Epoch 20641/50000
discriminator loss: 1.355106 - generator loss: 0.747265 - 1s
Epoch 20642/50000
discriminator loss: 1.340790 - generator loss: 0.757780 - 1s
Epoch 20643/50000
discriminator loss: 1.351529 - generator loss: 0.744824 - 1s
Epoch 20644/50000
discriminator loss: 1.354202 - generator loss: 0.736231 - 1s
Epoch 20645/50000
discriminator loss: 1.358028 - generator loss: 0.736516 - 1s
Epoch 20646/50000
discriminator loss: 1.346376 - generator loss: 0.749135 - 1s
Epoch 20647/50000
discriminator loss: 1.350583 - generator loss: 0.744487 - 1s
Epoch 20648/50000
discriminator loss: 1.354008 - generator loss: 0.740700 - 1s
Epoch 20649/50000
discriminator loss: 1.350031 - generator loss: 0.746323 - 1s
Epoch 20650/50000
discriminator loss: 1.362637 - generator loss: 0.745555 - 1s
Epoch 20651/50000
discriminator loss: 1.346502 - generator loss: 0.748632 - 1s
Epoch 20652/50000
discriminator loss: 1.354467 - generator loss: 0.745209 - 1s
Epoch 20653/50000
discriminator loss: 1.358878 - generator loss: 0.737953 - 1s
Epoch 20654/50000
discriminator loss: 1.359290 - generator loss: 0.738014 - 1s
Epoch 20655/50000
discriminator loss: 1.360691 - generator loss: 0.735392 - 1s
Epoch 20656/50000
discriminator loss: 1.349084 - generator loss: 0.747460 - 1s
Epoch 20657/50000
discriminator loss: 1.356560 - generator loss: 0.738345 - 1s
Epoch 20658/50000
discriminator loss: 1.351002 - generator loss: 0.739957 - 1s
Epoch 20659/50000
discriminator loss: 1.355652 - generator loss: 0.755134 - 1s
Epoch 20660/50000
discriminator loss: 1.354074 - generator loss: 0.744263 - 1s
Epoch 20661/50000
discriminator loss: 1.353069 - generator loss: 0.748858 - 1s
Epoch 20662/50000
discriminator loss: 1.354576 - generator loss: 0.737111 - 1s
Epoch 20663/50000
discriminator loss: 1.357014 - generator loss: 0.734136 - 1s
Epoch 20664/50000
discriminator loss: 1.358076 - generator loss: 0.739868 - 1s
Epoch 20665/50000
discriminator loss: 1.344323 - generator loss: 0.754294 - 1s
Epoch 20666/50000
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Epoch 20667/50000
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Epoch 20668/50000
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Epoch 20669/50000
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Epoch 20670/50000
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Epoch 20671/50000
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Epoch 20672/50000
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Epoch 20673/50000
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Epoch 20674/50000
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Epoch 20675/50000
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Epoch 20676/50000
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Epoch 20677/50000
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Epoch 20678/50000
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Epoch 20679/50000
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Epoch 20680/50000
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Epoch 20681/50000
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Epoch 20682/50000
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Epoch 20683/50000
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Epoch 20684/50000
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Epoch 20685/50000
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Epoch 20686/50000
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Epoch 20687/50000
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Epoch 20688/50000
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Epoch 20689/50000
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Epoch 20690/50000
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Epoch 20691/50000
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Epoch 20692/50000
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Epoch 20693/50000
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Epoch 20694/50000
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Epoch 20695/50000
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Epoch 20696/50000
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Epoch 20697/50000
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Epoch 20698/50000
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Epoch 20699/50000
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Epoch 20700/50000
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Epoch 20701/50000
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Epoch 20702/50000
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Epoch 20703/50000
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Epoch 20704/50000
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Epoch 20705/50000
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Epoch 20706/50000
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Epoch 20707/50000
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Epoch 20708/50000
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Epoch 20709/50000
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Epoch 20710/50000
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Epoch 20711/50000
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Epoch 20712/50000
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Epoch 20713/50000
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Epoch 20714/50000
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Epoch 20715/50000
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Epoch 20716/50000
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Epoch 20717/50000
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Epoch 20718/50000
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Epoch 20719/50000
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Epoch 20720/50000
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Epoch 20721/50000
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Epoch 20722/50000
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Epoch 20723/50000
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Epoch 20724/50000
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Epoch 20725/50000
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Epoch 20726/50000
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Epoch 20727/50000
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Epoch 20728/50000
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Epoch 20729/50000
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Epoch 20730/50000
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Epoch 20731/50000
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Epoch 20732/50000
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Epoch 20733/50000
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Epoch 20734/50000
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Epoch 20735/50000
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Epoch 20736/50000
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Epoch 20737/50000
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Epoch 20738/50000
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Epoch 20739/50000
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Epoch 20740/50000
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Epoch 20741/50000
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Epoch 20742/50000
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Epoch 20743/50000
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Epoch 20744/50000
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Epoch 20745/50000
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Epoch 20746/50000
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Epoch 20747/50000
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Epoch 20748/50000
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Epoch 20749/50000
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Epoch 20750/50000
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Epoch 20751/50000
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Epoch 20752/50000
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Epoch 20753/50000
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Epoch 20754/50000
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Epoch 20755/50000
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Epoch 20756/50000
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Epoch 20757/50000
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Epoch 20758/50000
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Epoch 20759/50000
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Epoch 20760/50000
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Epoch 20761/50000
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Epoch 20762/50000
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Epoch 20763/50000
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Epoch 20764/50000
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Epoch 20765/50000
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Epoch 20766/50000
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Epoch 20767/50000
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Epoch 20768/50000
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Epoch 20769/50000
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Epoch 20770/50000
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Epoch 20771/50000
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Epoch 20772/50000
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Epoch 20773/50000
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Epoch 20774/50000
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Epoch 20775/50000
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Epoch 20776/50000
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Epoch 20777/50000
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Epoch 20778/50000
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Epoch 20779/50000
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Epoch 20780/50000
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Epoch 20781/50000
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Epoch 20782/50000
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Epoch 20783/50000
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Epoch 20784/50000
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Epoch 20785/50000
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Epoch 20786/50000
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Epoch 20787/50000
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Epoch 20788/50000
discriminator loss: 1.350607 - generator loss: 0.743680 - 1s
Epoch 20789/50000
discriminator loss: 1.342050 - generator loss: 0.745110 - 1s
Epoch 20790/50000
discriminator loss: 1.349488 - generator loss: 0.739351 - 1s
Epoch 20791/50000
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Epoch 20792/50000
discriminator loss: 1.355861 - generator loss: 0.749180 - 1s
Epoch 20793/50000
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Epoch 20794/50000
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Epoch 20795/50000
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Epoch 20796/50000
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Epoch 20797/50000
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Epoch 20798/50000
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Epoch 20799/50000
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Epoch 20800/50000
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Epoch 20801/50000
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Epoch 20802/50000
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Epoch 20803/50000
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Epoch 20804/50000
discriminator loss: 1.350585 - generator loss: 0.747284 - 1s
Epoch 20805/50000
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Epoch 20806/50000
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Epoch 20807/50000
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Epoch 20808/50000
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Epoch 20809/50000
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Epoch 20810/50000
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Epoch 20811/50000
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Epoch 20812/50000
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Epoch 20813/50000
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Epoch 20814/50000
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Epoch 20815/50000
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Epoch 20816/50000
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Epoch 20817/50000
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Epoch 20818/50000
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Epoch 20819/50000
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Epoch 20820/50000
discriminator loss: 1.361530 - generator loss: 0.745808 - 1s
Epoch 20821/50000
discriminator loss: 1.346820 - generator loss: 0.757693 - 1s
Epoch 20822/50000
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Epoch 20823/50000
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Epoch 20824/50000
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Epoch 20825/50000
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Epoch 20826/50000
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Epoch 20827/50000
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Epoch 20828/50000
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Epoch 20829/50000
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Epoch 20830/50000
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Epoch 20831/50000
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Epoch 20832/50000
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Epoch 20833/50000
discriminator loss: 1.364559 - generator loss: 0.731013 - 1s
Epoch 20834/50000
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Epoch 20835/50000
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Epoch 20836/50000
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Epoch 20837/50000
discriminator loss: 1.354199 - generator loss: 0.748002 - 1s
Epoch 20838/50000
discriminator loss: 1.362235 - generator loss: 0.735274 - 1s
Epoch 20839/50000
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Epoch 20840/50000
discriminator loss: 1.349432 - generator loss: 0.750872 - 1s
Epoch 20841/50000
discriminator loss: 1.349825 - generator loss: 0.754884 - 1s
Epoch 20842/50000
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Epoch 20843/50000
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Epoch 20844/50000
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Epoch 20845/50000
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Epoch 20846/50000
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Epoch 20847/50000
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Epoch 20848/50000
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Epoch 20849/50000
discriminator loss: 1.351387 - generator loss: 0.750753 - 1s
Epoch 20850/50000
discriminator loss: 1.349507 - generator loss: 0.754140 - 1s
Epoch 20851/50000
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Epoch 20852/50000
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Epoch 20853/50000
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Epoch 20854/50000
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Epoch 20855/50000
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Epoch 20856/50000
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Epoch 20857/50000
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Epoch 20858/50000
discriminator loss: 1.351315 - generator loss: 0.750015 - 1s
Epoch 20859/50000
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Epoch 20860/50000
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Epoch 20861/50000
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Epoch 20862/50000
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Epoch 20863/50000
discriminator loss: 1.350152 - generator loss: 0.736525 - 1s
Epoch 20864/50000
discriminator loss: 1.355991 - generator loss: 0.740132 - 1s
Epoch 20865/50000
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Epoch 20866/50000
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Epoch 20867/50000
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Epoch 20868/50000
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Epoch 20869/50000
discriminator loss: 1.346995 - generator loss: 0.753526 - 1s
Epoch 20870/50000
discriminator loss: 1.365083 - generator loss: 0.727881 - 1s
Epoch 20871/50000
discriminator loss: 1.355598 - generator loss: 0.740749 - 1s
Epoch 20872/50000
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Epoch 20873/50000
discriminator loss: 1.350733 - generator loss: 0.748612 - 1s
Epoch 20874/50000
discriminator loss: 1.350322 - generator loss: 0.750392 - 1s
Epoch 20875/50000
discriminator loss: 1.358655 - generator loss: 0.733797 - 1s
Epoch 20876/50000
discriminator loss: 1.364596 - generator loss: 0.737792 - 1s
Epoch 20877/50000
discriminator loss: 1.347400 - generator loss: 0.755337 - 1s
Epoch 20878/50000
discriminator loss: 1.344340 - generator loss: 0.748884 - 1s
Epoch 20879/50000
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Epoch 20880/50000
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Epoch 20881/50000
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Epoch 20882/50000
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Epoch 20883/50000
discriminator loss: 1.352260 - generator loss: 0.747039 - 1s
Epoch 20884/50000
discriminator loss: 1.360435 - generator loss: 0.735891 - 1s
Epoch 20885/50000
discriminator loss: 1.346837 - generator loss: 0.753899 - 1s
Epoch 20886/50000
discriminator loss: 1.357472 - generator loss: 0.746161 - 1s
Epoch 20887/50000
discriminator loss: 1.340705 - generator loss: 0.754710 - 1s
Epoch 20888/50000
discriminator loss: 1.353820 - generator loss: 0.744697 - 1s
Epoch 20889/50000
discriminator loss: 1.354768 - generator loss: 0.744740 - 1s
Epoch 20890/50000
discriminator loss: 1.361014 - generator loss: 0.729180 - 1s
Epoch 20891/50000
discriminator loss: 1.352481 - generator loss: 0.743089 - 1s
Epoch 20892/50000
discriminator loss: 1.349030 - generator loss: 0.748914 - 1s
Epoch 20893/50000
discriminator loss: 1.358790 - generator loss: 0.741480 - 1s
Epoch 20894/50000
discriminator loss: 1.347421 - generator loss: 0.747819 - 1s
Epoch 20895/50000
discriminator loss: 1.350647 - generator loss: 0.751961 - 1s
Epoch 20896/50000
discriminator loss: 1.349611 - generator loss: 0.754188 - 1s
Epoch 20897/50000
discriminator loss: 1.348673 - generator loss: 0.746995 - 1s
Epoch 20898/50000
discriminator loss: 1.350594 - generator loss: 0.738599 - 1s
Epoch 20899/50000
discriminator loss: 1.350119 - generator loss: 0.741430 - 1s
Epoch 20900/50000
discriminator loss: 1.352802 - generator loss: 0.748224 - 1s
Epoch 20901/50000
discriminator loss: 1.360996 - generator loss: 0.738527 - 1s
Epoch 20902/50000
discriminator loss: 1.355975 - generator loss: 0.739145 - 1s
Epoch 20903/50000
discriminator loss: 1.359527 - generator loss: 0.740576 - 1s
Epoch 20904/50000
discriminator loss: 1.347678 - generator loss: 0.748951 - 1s
Epoch 20905/50000
discriminator loss: 1.347570 - generator loss: 0.755335 - 1s
Epoch 20906/50000
discriminator loss: 1.346344 - generator loss: 0.750144 - 1s
Epoch 20907/50000
discriminator loss: 1.353949 - generator loss: 0.743764 - 1s
Epoch 20908/50000
discriminator loss: 1.353876 - generator loss: 0.738055 - 1s
Epoch 20909/50000
discriminator loss: 1.348629 - generator loss: 0.740812 - 1s
Epoch 20910/50000
discriminator loss: 1.345111 - generator loss: 0.749605 - 1s
Epoch 20911/50000
discriminator loss: 1.345051 - generator loss: 0.749913 - 1s
Epoch 20912/50000
discriminator loss: 1.355974 - generator loss: 0.745537 - 1s
Epoch 20913/50000
discriminator loss: 1.349229 - generator loss: 0.754555 - 1s
Epoch 20914/50000
discriminator loss: 1.352620 - generator loss: 0.745988 - 1s
Epoch 20915/50000
discriminator loss: 1.354022 - generator loss: 0.740698 - 1s
Epoch 20916/50000
discriminator loss: 1.351547 - generator loss: 0.740460 - 1s
Epoch 20917/50000
discriminator loss: 1.355595 - generator loss: 0.734927 - 1s
Epoch 20918/50000
discriminator loss: 1.357301 - generator loss: 0.743594 - 1s
Epoch 20919/50000
discriminator loss: 1.349721 - generator loss: 0.753464 - 1s
Epoch 20920/50000
discriminator loss: 1.354047 - generator loss: 0.738258 - 1s
Epoch 20921/50000
discriminator loss: 1.349652 - generator loss: 0.746855 - 1s
Epoch 20922/50000
discriminator loss: 1.356176 - generator loss: 0.751534 - 1s
Epoch 20923/50000
discriminator loss: 1.341158 - generator loss: 0.754020 - 1s
Epoch 20924/50000
discriminator loss: 1.345251 - generator loss: 0.754306 - 1s
Epoch 20925/50000
discriminator loss: 1.348044 - generator loss: 0.742397 - 1s
Epoch 20926/50000
discriminator loss: 1.361308 - generator loss: 0.738069 - 1s
Epoch 20927/50000
discriminator loss: 1.354496 - generator loss: 0.740701 - 1s
Epoch 20928/50000
discriminator loss: 1.351128 - generator loss: 0.742445 - 1s
Epoch 20929/50000
discriminator loss: 1.347559 - generator loss: 0.748792 - 1s
Epoch 20930/50000
discriminator loss: 1.358171 - generator loss: 0.748756 - 1s
Epoch 20931/50000
discriminator loss: 1.352512 - generator loss: 0.747991 - 1s
Epoch 20932/50000
discriminator loss: 1.357963 - generator loss: 0.751353 - 1s
Epoch 20933/50000
discriminator loss: 1.340098 - generator loss: 0.747479 - 1s
Epoch 20934/50000
discriminator loss: 1.356068 - generator loss: 0.742050 - 1s
Epoch 20935/50000
discriminator loss: 1.356812 - generator loss: 0.738557 - 1s
Epoch 20936/50000
discriminator loss: 1.356367 - generator loss: 0.743899 - 1s
Epoch 20937/50000
discriminator loss: 1.346824 - generator loss: 0.742842 - 1s
Epoch 20938/50000
discriminator loss: 1.348638 - generator loss: 0.743701 - 1s
Epoch 20939/50000
discriminator loss: 1.362181 - generator loss: 0.743758 - 1s
Epoch 20940/50000
discriminator loss: 1.353948 - generator loss: 0.751666 - 1s
Epoch 20941/50000
discriminator loss: 1.352164 - generator loss: 0.751900 - 1s
Epoch 20942/50000
discriminator loss: 1.353597 - generator loss: 0.746152 - 1s
Epoch 20943/50000
discriminator loss: 1.354274 - generator loss: 0.739730 - 1s
Epoch 20944/50000
discriminator loss: 1.356313 - generator loss: 0.736668 - 1s
Epoch 20945/50000
discriminator loss: 1.356668 - generator loss: 0.736477 - 1s
Epoch 20946/50000
discriminator loss: 1.347588 - generator loss: 0.750895 - 1s
Epoch 20947/50000
discriminator loss: 1.354189 - generator loss: 0.743063 - 1s
Epoch 20948/50000
discriminator loss: 1.358957 - generator loss: 0.744541 - 1s
Epoch 20949/50000
discriminator loss: 1.352539 - generator loss: 0.748439 - 1s
Epoch 20950/50000
discriminator loss: 1.350251 - generator loss: 0.749632 - 1s
Epoch 20951/50000
discriminator loss: 1.352243 - generator loss: 0.747009 - 1s
Epoch 20952/50000
discriminator loss: 1.353995 - generator loss: 0.742375 - 1s
Epoch 20953/50000
discriminator loss: 1.350699 - generator loss: 0.757067 - 1s
Epoch 20954/50000
discriminator loss: 1.348664 - generator loss: 0.737790 - 1s
Epoch 20955/50000
discriminator loss: 1.349468 - generator loss: 0.745434 - 1s
Epoch 20956/50000
discriminator loss: 1.358627 - generator loss: 0.735644 - 1s
Epoch 20957/50000
discriminator loss: 1.350661 - generator loss: 0.750449 - 1s
Epoch 20958/50000
discriminator loss: 1.353218 - generator loss: 0.748113 - 1s
Epoch 20959/50000
discriminator loss: 1.352055 - generator loss: 0.749992 - 1s
Epoch 20960/50000
discriminator loss: 1.351267 - generator loss: 0.744026 - 1s
Epoch 20961/50000
discriminator loss: 1.351769 - generator loss: 0.746266 - 1s
Epoch 20962/50000
discriminator loss: 1.347421 - generator loss: 0.750934 - 1s
Epoch 20963/50000
discriminator loss: 1.353646 - generator loss: 0.735922 - 1s
Epoch 20964/50000
discriminator loss: 1.346198 - generator loss: 0.747101 - 1s
Epoch 20965/50000
discriminator loss: 1.349497 - generator loss: 0.744714 - 1s
Epoch 20966/50000
discriminator loss: 1.357110 - generator loss: 0.746767 - 1s
Epoch 20967/50000
discriminator loss: 1.362727 - generator loss: 0.737576 - 1s
Epoch 20968/50000
discriminator loss: 1.356522 - generator loss: 0.749476 - 1s
Epoch 20969/50000
discriminator loss: 1.354516 - generator loss: 0.753690 - 1s
Epoch 20970/50000
discriminator loss: 1.360415 - generator loss: 0.738431 - 1s
Epoch 20971/50000
discriminator loss: 1.357627 - generator loss: 0.737235 - 1s
Epoch 20972/50000
discriminator loss: 1.358142 - generator loss: 0.732539 - 1s
Epoch 20973/50000
discriminator loss: 1.358057 - generator loss: 0.736483 - 1s
Epoch 20974/50000
discriminator loss: 1.352298 - generator loss: 0.747666 - 1s
Epoch 20975/50000
discriminator loss: 1.359053 - generator loss: 0.744731 - 1s
Epoch 20976/50000
discriminator loss: 1.360501 - generator loss: 0.739437 - 1s
Epoch 20977/50000
discriminator loss: 1.362313 - generator loss: 0.741078 - 1s
Epoch 20978/50000
discriminator loss: 1.348701 - generator loss: 0.759441 - 1s
Epoch 20979/50000
discriminator loss: 1.351771 - generator loss: 0.744833 - 1s
Epoch 20980/50000
discriminator loss: 1.345459 - generator loss: 0.745411 - 1s
Epoch 20981/50000
discriminator loss: 1.352751 - generator loss: 0.740561 - 1s
Epoch 20982/50000
discriminator loss: 1.343750 - generator loss: 0.744688 - 1s
Epoch 20983/50000
discriminator loss: 1.350247 - generator loss: 0.748370 - 1s
Epoch 20984/50000
discriminator loss: 1.352208 - generator loss: 0.745492 - 1s
Epoch 20985/50000
discriminator loss: 1.357876 - generator loss: 0.743971 - 1s
Epoch 20986/50000
discriminator loss: 1.354066 - generator loss: 0.743524 - 1s
Epoch 20987/50000
discriminator loss: 1.350109 - generator loss: 0.753781 - 1s
Epoch 20988/50000
discriminator loss: 1.349915 - generator loss: 0.742652 - 1s
Epoch 20989/50000
discriminator loss: 1.353561 - generator loss: 0.744448 - 1s
Epoch 20990/50000
discriminator loss: 1.361240 - generator loss: 0.730202 - 1s
Epoch 20991/50000
discriminator loss: 1.353345 - generator loss: 0.740141 - 1s
Epoch 20992/50000
discriminator loss: 1.358847 - generator loss: 0.745510 - 1s
Epoch 20993/50000
discriminator loss: 1.356007 - generator loss: 0.748050 - 1s
Epoch 20994/50000
discriminator loss: 1.356671 - generator loss: 0.748177 - 1s
Epoch 20995/50000
discriminator loss: 1.349614 - generator loss: 0.746682 - 1s
Epoch 20996/50000
discriminator loss: 1.350505 - generator loss: 0.751461 - 1s
Epoch 20997/50000
discriminator loss: 1.354068 - generator loss: 0.743941 - 1s
Epoch 20998/50000
discriminator loss: 1.355151 - generator loss: 0.739398 - 1s
Epoch 20999/50000
discriminator loss: 1.355255 - generator loss: 0.740996 - 1s
Epoch 21000/50000
discriminator loss: 1.351147 - generator loss: 0.749615 - 1s
Epoch 21001/50000
discriminator loss: 1.350839 - generator loss: 0.740587 - 1s

Loss: 

Epoch 21002/50000
discriminator loss: 1.359159 - generator loss: 0.742423 - 1s
Epoch 21003/50000
discriminator loss: 1.369886 - generator loss: 0.736275 - 1s
Epoch 21004/50000
discriminator loss: 1.356424 - generator loss: 0.759173 - 1s
Epoch 21005/50000
discriminator loss: 1.338322 - generator loss: 0.748492 - 1s
Epoch 21006/50000
discriminator loss: 1.350394 - generator loss: 0.752253 - 1s
Epoch 21007/50000
discriminator loss: 1.360184 - generator loss: 0.737477 - 1s
Epoch 21008/50000
discriminator loss: 1.356873 - generator loss: 0.734451 - 1s
Epoch 21009/50000
discriminator loss: 1.353807 - generator loss: 0.734569 - 1s
Epoch 21010/50000
discriminator loss: 1.349106 - generator loss: 0.746312 - 1s
Epoch 21011/50000
discriminator loss: 1.356301 - generator loss: 0.740686 - 1s
Epoch 21012/50000
discriminator loss: 1.372193 - generator loss: 0.738049 - 1s
Epoch 21013/50000
discriminator loss: 1.353556 - generator loss: 0.755886 - 1s
Epoch 21014/50000
discriminator loss: 1.344596 - generator loss: 0.760740 - 1s
Epoch 21015/50000
discriminator loss: 1.351382 - generator loss: 0.737909 - 1s
Epoch 21016/50000
discriminator loss: 1.359303 - generator loss: 0.736910 - 1s
Epoch 21017/50000
discriminator loss: 1.353622 - generator loss: 0.733733 - 1s
Epoch 21018/50000
discriminator loss: 1.349782 - generator loss: 0.744133 - 1s
Epoch 21019/50000
discriminator loss: 1.344339 - generator loss: 0.748610 - 1s
Epoch 21020/50000
discriminator loss: 1.357758 - generator loss: 0.748045 - 1s
Epoch 21021/50000
discriminator loss: 1.352571 - generator loss: 0.749685 - 1s
Epoch 21022/50000
discriminator loss: 1.358305 - generator loss: 0.749806 - 1s
Epoch 21023/50000
discriminator loss: 1.343904 - generator loss: 0.754598 - 1s
Epoch 21024/50000
discriminator loss: 1.356658 - generator loss: 0.743845 - 1s
Epoch 21025/50000
discriminator loss: 1.357318 - generator loss: 0.740283 - 1s
Epoch 21026/50000
discriminator loss: 1.366530 - generator loss: 0.726301 - 1s
Epoch 21027/50000
discriminator loss: 1.356762 - generator loss: 0.734960 - 1s
Epoch 21028/50000
discriminator loss: 1.341028 - generator loss: 0.751657 - 1s
Epoch 21029/50000
discriminator loss: 1.345437 - generator loss: 0.753987 - 1s
Epoch 21030/50000
discriminator loss: 1.359049 - generator loss: 0.738424 - 1s
Epoch 21031/50000
discriminator loss: 1.363526 - generator loss: 0.739350 - 1s
Epoch 21032/50000
discriminator loss: 1.346834 - generator loss: 0.756473 - 1s
Epoch 21033/50000
discriminator loss: 1.335648 - generator loss: 0.757071 - 1s
Epoch 21034/50000
discriminator loss: 1.343660 - generator loss: 0.753977 - 1s
Epoch 21035/50000
discriminator loss: 1.352845 - generator loss: 0.735846 - 1s
Epoch 21036/50000
discriminator loss: 1.356483 - generator loss: 0.732164 - 1s
Epoch 21037/50000
discriminator loss: 1.345950 - generator loss: 0.746095 - 1s
Epoch 21038/50000
discriminator loss: 1.338292 - generator loss: 0.752003 - 1s
Epoch 21039/50000
discriminator loss: 1.355096 - generator loss: 0.746466 - 1s
Epoch 21040/50000
discriminator loss: 1.361673 - generator loss: 0.746874 - 1s
Epoch 21041/50000
discriminator loss: 1.351850 - generator loss: 0.755124 - 1s
Epoch 21042/50000
discriminator loss: 1.336131 - generator loss: 0.757953 - 1s
Epoch 21043/50000
discriminator loss: 1.348448 - generator loss: 0.751749 - 1s
Epoch 21044/50000
discriminator loss: 1.358398 - generator loss: 0.739311 - 1s
Epoch 21045/50000
discriminator loss: 1.351998 - generator loss: 0.733491 - 1s
Epoch 21046/50000
discriminator loss: 1.358118 - generator loss: 0.736259 - 1s
Epoch 21047/50000
discriminator loss: 1.344013 - generator loss: 0.750099 - 1s
Epoch 21048/50000
discriminator loss: 1.363218 - generator loss: 0.737110 - 1s
Epoch 21049/50000
discriminator loss: 1.360650 - generator loss: 0.739757 - 1s
Epoch 21050/50000
discriminator loss: 1.351771 - generator loss: 0.752334 - 1s
Epoch 21051/50000
discriminator loss: 1.347651 - generator loss: 0.751200 - 1s
Epoch 21052/50000
discriminator loss: 1.345998 - generator loss: 0.755302 - 1s
Epoch 21053/50000
discriminator loss: 1.359799 - generator loss: 0.739236 - 1s
Epoch 21054/50000
discriminator loss: 1.361778 - generator loss: 0.733478 - 1s
Epoch 21055/50000
discriminator loss: 1.347609 - generator loss: 0.745595 - 1s
Epoch 21056/50000
discriminator loss: 1.350824 - generator loss: 0.745803 - 1s
Epoch 21057/50000
discriminator loss: 1.355117 - generator loss: 0.737060 - 1s
Epoch 21058/50000
discriminator loss: 1.358079 - generator loss: 0.734285 - 1s
Epoch 21059/50000
discriminator loss: 1.355745 - generator loss: 0.743206 - 1s
Epoch 21060/50000
discriminator loss: 1.352719 - generator loss: 0.755943 - 1s
Epoch 21061/50000
discriminator loss: 1.352953 - generator loss: 0.755509 - 1s
Epoch 21062/50000
discriminator loss: 1.340965 - generator loss: 0.752267 - 1s
Epoch 21063/50000
discriminator loss: 1.352643 - generator loss: 0.739904 - 1s
Epoch 21064/50000
discriminator loss: 1.359779 - generator loss: 0.728078 - 1s
Epoch 21065/50000
discriminator loss: 1.349110 - generator loss: 0.742817 - 1s
Epoch 21066/50000
discriminator loss: 1.351350 - generator loss: 0.747503 - 1s
Epoch 21067/50000
discriminator loss: 1.356287 - generator loss: 0.745335 - 1s
Epoch 21068/50000
discriminator loss: 1.362398 - generator loss: 0.747191 - 1s
Epoch 21069/50000
discriminator loss: 1.355631 - generator loss: 0.748839 - 1s
Epoch 21070/50000
discriminator loss: 1.353017 - generator loss: 0.750574 - 1s
Epoch 21071/50000
discriminator loss: 1.357442 - generator loss: 0.741087 - 1s
Epoch 21072/50000
discriminator loss: 1.358501 - generator loss: 0.735498 - 1s
Epoch 21073/50000
discriminator loss: 1.351866 - generator loss: 0.744537 - 1s
Epoch 21074/50000
discriminator loss: 1.349482 - generator loss: 0.740725 - 1s
Epoch 21075/50000
discriminator loss: 1.348711 - generator loss: 0.752531 - 1s
Epoch 21076/50000
discriminator loss: 1.355789 - generator loss: 0.747303 - 1s
Epoch 21077/50000
discriminator loss: 1.361258 - generator loss: 0.739645 - 1s
Epoch 21078/50000
discriminator loss: 1.351059 - generator loss: 0.743666 - 1s
Epoch 21079/50000
discriminator loss: 1.346821 - generator loss: 0.757572 - 1s
Epoch 21080/50000
discriminator loss: 1.346370 - generator loss: 0.754717 - 1s
Epoch 21081/50000
discriminator loss: 1.349794 - generator loss: 0.748705 - 1s
Epoch 21082/50000
discriminator loss: 1.351647 - generator loss: 0.739896 - 1s
Epoch 21083/50000
discriminator loss: 1.362200 - generator loss: 0.735199 - 1s
Epoch 21084/50000
discriminator loss: 1.342468 - generator loss: 0.743405 - 1s
Epoch 21085/50000
discriminator loss: 1.352356 - generator loss: 0.747836 - 1s
Epoch 21086/50000
discriminator loss: 1.357196 - generator loss: 0.744467 - 1s
Epoch 21087/50000
discriminator loss: 1.349323 - generator loss: 0.751449 - 1s
Epoch 21088/50000
discriminator loss: 1.355152 - generator loss: 0.743857 - 1s
Epoch 21089/50000
discriminator loss: 1.355290 - generator loss: 0.749161 - 1s
Epoch 21090/50000
discriminator loss: 1.354477 - generator loss: 0.744055 - 1s
Epoch 21091/50000
discriminator loss: 1.360971 - generator loss: 0.734611 - 1s
Epoch 21092/50000
discriminator loss: 1.365489 - generator loss: 0.732726 - 1s
Epoch 21093/50000
discriminator loss: 1.352252 - generator loss: 0.742786 - 1s
Epoch 21094/50000
discriminator loss: 1.352642 - generator loss: 0.744371 - 1s
Epoch 21095/50000
discriminator loss: 1.353229 - generator loss: 0.742814 - 1s
Epoch 21096/50000
discriminator loss: 1.349912 - generator loss: 0.749979 - 1s
Epoch 21097/50000
discriminator loss: 1.351177 - generator loss: 0.749833 - 1s
Epoch 21098/50000
discriminator loss: 1.356433 - generator loss: 0.741646 - 1s
Epoch 21099/50000
discriminator loss: 1.355030 - generator loss: 0.739552 - 1s
Epoch 21100/50000
discriminator loss: 1.361089 - generator loss: 0.742423 - 1s
Epoch 21101/50000
discriminator loss: 1.358554 - generator loss: 0.736399 - 1s
Epoch 21102/50000
discriminator loss: 1.354070 - generator loss: 0.741502 - 1s
Epoch 21103/50000
discriminator loss: 1.345630 - generator loss: 0.741586 - 1s
Epoch 21104/50000
discriminator loss: 1.358752 - generator loss: 0.741987 - 1s
Epoch 21105/50000
discriminator loss: 1.354620 - generator loss: 0.749014 - 1s
Epoch 21106/50000
discriminator loss: 1.359800 - generator loss: 0.740023 - 1s
Epoch 21107/50000
discriminator loss: 1.349550 - generator loss: 0.755708 - 1s
Epoch 21108/50000
discriminator loss: 1.338556 - generator loss: 0.756953 - 1s
Epoch 21109/50000
discriminator loss: 1.359528 - generator loss: 0.737458 - 1s
Epoch 21110/50000
discriminator loss: 1.354880 - generator loss: 0.734177 - 1s
Epoch 21111/50000
discriminator loss: 1.355934 - generator loss: 0.742833 - 1s
Epoch 21112/50000
discriminator loss: 1.347381 - generator loss: 0.746071 - 1s
Epoch 21113/50000
discriminator loss: 1.352622 - generator loss: 0.743660 - 1s
Epoch 21114/50000
discriminator loss: 1.351298 - generator loss: 0.750147 - 1s
Epoch 21115/50000
discriminator loss: 1.346584 - generator loss: 0.755422 - 1s
Epoch 21116/50000
discriminator loss: 1.359923 - generator loss: 0.739898 - 1s
Epoch 21117/50000
discriminator loss: 1.353946 - generator loss: 0.748546 - 1s
Epoch 21118/50000
discriminator loss: 1.358663 - generator loss: 0.741806 - 1s
Epoch 21119/50000
discriminator loss: 1.365535 - generator loss: 0.731947 - 1s
Epoch 21120/50000
discriminator loss: 1.345728 - generator loss: 0.747084 - 1s
Epoch 21121/50000
discriminator loss: 1.341443 - generator loss: 0.758944 - 1s
Epoch 21122/50000
discriminator loss: 1.348335 - generator loss: 0.748240 - 1s
Epoch 21123/50000
discriminator loss: 1.352991 - generator loss: 0.741413 - 1s
Epoch 21124/50000
discriminator loss: 1.352277 - generator loss: 0.746747 - 1s
Epoch 21125/50000
discriminator loss: 1.354761 - generator loss: 0.755935 - 1s
Epoch 21126/50000
discriminator loss: 1.357034 - generator loss: 0.741173 - 1s
Epoch 21127/50000
discriminator loss: 1.360271 - generator loss: 0.739646 - 1s
Epoch 21128/50000
discriminator loss: 1.352109 - generator loss: 0.737971 - 1s
Epoch 21129/50000
discriminator loss: 1.352565 - generator loss: 0.737944 - 1s
Epoch 21130/50000
discriminator loss: 1.359128 - generator loss: 0.736973 - 1s
Epoch 21131/50000
discriminator loss: 1.350565 - generator loss: 0.745922 - 1s
Epoch 21132/50000
discriminator loss: 1.360549 - generator loss: 0.740503 - 1s
Epoch 21133/50000
discriminator loss: 1.365291 - generator loss: 0.737934 - 1s
Epoch 21134/50000
discriminator loss: 1.348789 - generator loss: 0.755819 - 1s
Epoch 21135/50000
discriminator loss: 1.343451 - generator loss: 0.757942 - 1s
Epoch 21136/50000
discriminator loss: 1.350280 - generator loss: 0.739995 - 1s
Epoch 21137/50000
discriminator loss: 1.352604 - generator loss: 0.737959 - 1s
Epoch 21138/50000
discriminator loss: 1.349357 - generator loss: 0.741794 - 1s
Epoch 21139/50000
discriminator loss: 1.350737 - generator loss: 0.746253 - 1s
Epoch 21140/50000
discriminator loss: 1.347584 - generator loss: 0.749264 - 1s
Epoch 21141/50000
discriminator loss: 1.359461 - generator loss: 0.737039 - 1s
Epoch 21142/50000
discriminator loss: 1.358766 - generator loss: 0.743502 - 1s
Epoch 21143/50000
discriminator loss: 1.356513 - generator loss: 0.743827 - 1s
Epoch 21144/50000
discriminator loss: 1.342673 - generator loss: 0.758892 - 1s
Epoch 21145/50000
discriminator loss: 1.352065 - generator loss: 0.746463 - 1s
Epoch 21146/50000
discriminator loss: 1.363826 - generator loss: 0.735092 - 1s
Epoch 21147/50000
discriminator loss: 1.352363 - generator loss: 0.742968 - 1s
Epoch 21148/50000
discriminator loss: 1.350695 - generator loss: 0.737869 - 1s
Epoch 21149/50000
discriminator loss: 1.345495 - generator loss: 0.748587 - 1s
Epoch 21150/50000
discriminator loss: 1.352839 - generator loss: 0.744533 - 1s
Epoch 21151/50000
discriminator loss: 1.352183 - generator loss: 0.745983 - 1s
Epoch 21152/50000
discriminator loss: 1.347097 - generator loss: 0.753745 - 1s
Epoch 21153/50000
discriminator loss: 1.347979 - generator loss: 0.754428 - 1s
Epoch 21154/50000
discriminator loss: 1.352815 - generator loss: 0.740030 - 1s
Epoch 21155/50000
discriminator loss: 1.366101 - generator loss: 0.736205 - 1s
Epoch 21156/50000
discriminator loss: 1.356651 - generator loss: 0.735429 - 1s
Epoch 21157/50000
discriminator loss: 1.351378 - generator loss: 0.738461 - 1s
Epoch 21158/50000
discriminator loss: 1.353724 - generator loss: 0.743299 - 1s
Epoch 21159/50000
discriminator loss: 1.359620 - generator loss: 0.745776 - 1s
Epoch 21160/50000
discriminator loss: 1.365757 - generator loss: 0.739232 - 1s
Epoch 21161/50000
discriminator loss: 1.354220 - generator loss: 0.749113 - 1s
Epoch 21162/50000
discriminator loss: 1.348757 - generator loss: 0.746776 - 1s
Epoch 21163/50000
discriminator loss: 1.350855 - generator loss: 0.740477 - 1s
Epoch 21164/50000
discriminator loss: 1.355796 - generator loss: 0.738138 - 1s
Epoch 21165/50000
discriminator loss: 1.357100 - generator loss: 0.737221 - 1s
Epoch 21166/50000
discriminator loss: 1.362396 - generator loss: 0.737509 - 1s
Epoch 21167/50000
discriminator loss: 1.356397 - generator loss: 0.746040 - 1s
Epoch 21168/50000
discriminator loss: 1.352433 - generator loss: 0.743812 - 1s
Epoch 21169/50000
discriminator loss: 1.351483 - generator loss: 0.745423 - 1s
Epoch 21170/50000
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Epoch 21171/50000
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Epoch 21172/50000
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Epoch 21173/50000
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Epoch 21174/50000
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Epoch 21175/50000
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Epoch 21176/50000
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Epoch 21177/50000
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Epoch 21178/50000
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Epoch 21179/50000
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Epoch 21180/50000
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Epoch 21181/50000
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Epoch 21182/50000
discriminator loss: 1.352703 - generator loss: 0.749469 - 1s
Epoch 21183/50000
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Epoch 21184/50000
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Epoch 21185/50000
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Epoch 21186/50000
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Epoch 21187/50000
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Epoch 21188/50000
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Epoch 21189/50000
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Epoch 21190/50000
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Epoch 21191/50000
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Epoch 21192/50000
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Epoch 21193/50000
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Epoch 21194/50000
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Epoch 21195/50000
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Epoch 21196/50000
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Epoch 21197/50000
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Epoch 21198/50000
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Epoch 21199/50000
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Epoch 21200/50000
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Epoch 21201/50000
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Epoch 21202/50000
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Epoch 21203/50000
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Epoch 21204/50000
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Epoch 21205/50000
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Epoch 21206/50000
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Epoch 21207/50000
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Epoch 21208/50000
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Epoch 21209/50000
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Epoch 21210/50000
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Epoch 21211/50000
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Epoch 21212/50000
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Epoch 21213/50000
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Epoch 21214/50000
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Epoch 21215/50000
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Epoch 21216/50000
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Epoch 21217/50000
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Epoch 21218/50000
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Epoch 21219/50000
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Epoch 21220/50000
discriminator loss: 1.358255 - generator loss: 0.736577 - 1s
Epoch 21221/50000
discriminator loss: 1.350652 - generator loss: 0.736146 - 1s
Epoch 21222/50000
discriminator loss: 1.359593 - generator loss: 0.738633 - 1s
Epoch 21223/50000
discriminator loss: 1.346514 - generator loss: 0.749406 - 1s
Epoch 21224/50000
discriminator loss: 1.359112 - generator loss: 0.741406 - 1s
Epoch 21225/50000
discriminator loss: 1.361564 - generator loss: 0.737603 - 1s
Epoch 21226/50000
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Epoch 21227/50000
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Epoch 21228/50000
discriminator loss: 1.349524 - generator loss: 0.747394 - 1s
Epoch 21229/50000
discriminator loss: 1.355901 - generator loss: 0.738894 - 1s
Epoch 21230/50000
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Epoch 21231/50000
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Epoch 21232/50000
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Epoch 21233/50000
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Epoch 21234/50000
discriminator loss: 1.364933 - generator loss: 0.741018 - 1s
Epoch 21235/50000
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Epoch 21236/50000
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Epoch 21237/50000
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Epoch 21238/50000
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Epoch 21239/50000
discriminator loss: 1.357120 - generator loss: 0.738250 - 1s
Epoch 21240/50000
discriminator loss: 1.348762 - generator loss: 0.744896 - 1s
Epoch 21241/50000
discriminator loss: 1.350215 - generator loss: 0.747637 - 1s
Epoch 21242/50000
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Epoch 21243/50000
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Epoch 21244/50000
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Epoch 21245/50000
discriminator loss: 1.350310 - generator loss: 0.752328 - 1s
Epoch 21246/50000
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Epoch 21247/50000
discriminator loss: 1.361118 - generator loss: 0.734854 - 1s
Epoch 21248/50000
discriminator loss: 1.359983 - generator loss: 0.733165 - 1s
Epoch 21249/50000
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Epoch 21250/50000
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Epoch 21251/50000
discriminator loss: 1.358423 - generator loss: 0.739295 - 1s
Epoch 21252/50000
discriminator loss: 1.353113 - generator loss: 0.752842 - 1s
Epoch 21253/50000
discriminator loss: 1.353182 - generator loss: 0.743298 - 1s
Epoch 21254/50000
discriminator loss: 1.343987 - generator loss: 0.753069 - 1s
Epoch 21255/50000
discriminator loss: 1.347328 - generator loss: 0.747251 - 1s
Epoch 21256/50000
discriminator loss: 1.357871 - generator loss: 0.741334 - 1s
Epoch 21257/50000
discriminator loss: 1.360426 - generator loss: 0.733191 - 1s
Epoch 21258/50000
discriminator loss: 1.345286 - generator loss: 0.753587 - 1s
Epoch 21259/50000
discriminator loss: 1.350054 - generator loss: 0.745456 - 1s
Epoch 21260/50000
discriminator loss: 1.351953 - generator loss: 0.741195 - 1s
Epoch 21261/50000
discriminator loss: 1.361462 - generator loss: 0.740573 - 1s
Epoch 21262/50000
discriminator loss: 1.355108 - generator loss: 0.741633 - 1s
Epoch 21263/50000
discriminator loss: 1.345223 - generator loss: 0.756318 - 1s
Epoch 21264/50000
discriminator loss: 1.347869 - generator loss: 0.755908 - 1s
Epoch 21265/50000
discriminator loss: 1.363333 - generator loss: 0.743233 - 1s
Epoch 21266/50000
discriminator loss: 1.351530 - generator loss: 0.739121 - 1s
Epoch 21267/50000
discriminator loss: 1.352323 - generator loss: 0.733105 - 1s
Epoch 21268/50000
discriminator loss: 1.342978 - generator loss: 0.752049 - 1s
Epoch 21269/50000
discriminator loss: 1.355368 - generator loss: 0.743349 - 1s
Epoch 21270/50000
discriminator loss: 1.364521 - generator loss: 0.741765 - 1s
Epoch 21271/50000
discriminator loss: 1.358729 - generator loss: 0.745796 - 1s
Epoch 21272/50000
discriminator loss: 1.352016 - generator loss: 0.748528 - 1s
Epoch 21273/50000
discriminator loss: 1.342373 - generator loss: 0.753401 - 1s
Epoch 21274/50000
discriminator loss: 1.355049 - generator loss: 0.737987 - 1s
Epoch 21275/50000
discriminator loss: 1.362437 - generator loss: 0.730593 - 1s
Epoch 21276/50000
discriminator loss: 1.346338 - generator loss: 0.746550 - 1s
Epoch 21277/50000
discriminator loss: 1.350784 - generator loss: 0.741866 - 1s
Epoch 21278/50000
discriminator loss: 1.363048 - generator loss: 0.743600 - 1s
Epoch 21279/50000
discriminator loss: 1.349601 - generator loss: 0.753651 - 1s
Epoch 21280/50000
discriminator loss: 1.358774 - generator loss: 0.746233 - 1s
Epoch 21281/50000
discriminator loss: 1.351156 - generator loss: 0.745796 - 1s
Epoch 21282/50000
discriminator loss: 1.350518 - generator loss: 0.747360 - 1s
Epoch 21283/50000
discriminator loss: 1.356855 - generator loss: 0.731727 - 1s
Epoch 21284/50000
discriminator loss: 1.354846 - generator loss: 0.741996 - 1s
Epoch 21285/50000
discriminator loss: 1.347362 - generator loss: 0.746787 - 1s
Epoch 21286/50000
discriminator loss: 1.351669 - generator loss: 0.744113 - 1s
Epoch 21287/50000
discriminator loss: 1.347896 - generator loss: 0.747563 - 1s
Epoch 21288/50000
discriminator loss: 1.352247 - generator loss: 0.746140 - 1s
Epoch 21289/50000
discriminator loss: 1.359218 - generator loss: 0.746615 - 1s
Epoch 21290/50000
discriminator loss: 1.343542 - generator loss: 0.759600 - 1s
Epoch 21291/50000
discriminator loss: 1.340408 - generator loss: 0.756495 - 1s
Epoch 21292/50000
discriminator loss: 1.355142 - generator loss: 0.742171 - 1s
Epoch 21293/50000
discriminator loss: 1.350163 - generator loss: 0.734203 - 1s
Epoch 21294/50000
discriminator loss: 1.348791 - generator loss: 0.743019 - 1s
Epoch 21295/50000
discriminator loss: 1.354859 - generator loss: 0.741787 - 1s
Epoch 21296/50000
discriminator loss: 1.352886 - generator loss: 0.744823 - 1s
Epoch 21297/50000
discriminator loss: 1.345182 - generator loss: 0.750768 - 1s
Epoch 21298/50000
discriminator loss: 1.354933 - generator loss: 0.752152 - 1s
Epoch 21299/50000
discriminator loss: 1.354262 - generator loss: 0.744882 - 1s
Epoch 21300/50000
discriminator loss: 1.349375 - generator loss: 0.748172 - 1s
Epoch 21301/50000
discriminator loss: 1.358466 - generator loss: 0.737369 - 1s
Epoch 21302/50000
discriminator loss: 1.357891 - generator loss: 0.735158 - 1s
Epoch 21303/50000
discriminator loss: 1.356127 - generator loss: 0.738853 - 1s
Epoch 21304/50000
discriminator loss: 1.343206 - generator loss: 0.751003 - 1s
Epoch 21305/50000
discriminator loss: 1.359777 - generator loss: 0.743986 - 1s
Epoch 21306/50000
discriminator loss: 1.360893 - generator loss: 0.740551 - 1s
Epoch 21307/50000
discriminator loss: 1.347457 - generator loss: 0.747077 - 1s
Epoch 21308/50000
discriminator loss: 1.346218 - generator loss: 0.753774 - 1s
Epoch 21309/50000
discriminator loss: 1.353716 - generator loss: 0.749693 - 1s
Epoch 21310/50000
discriminator loss: 1.364111 - generator loss: 0.739722 - 1s
Epoch 21311/50000
discriminator loss: 1.357428 - generator loss: 0.737273 - 1s
Epoch 21312/50000
discriminator loss: 1.352907 - generator loss: 0.740738 - 1s
Epoch 21313/50000
discriminator loss: 1.359191 - generator loss: 0.738285 - 1s
Epoch 21314/50000
discriminator loss: 1.350085 - generator loss: 0.742954 - 1s
Epoch 21315/50000
discriminator loss: 1.357256 - generator loss: 0.746638 - 1s
Epoch 21316/50000
discriminator loss: 1.352286 - generator loss: 0.746561 - 1s
Epoch 21317/50000
discriminator loss: 1.345033 - generator loss: 0.753217 - 1s
Epoch 21318/50000
discriminator loss: 1.360777 - generator loss: 0.746035 - 1s
Epoch 21319/50000
discriminator loss: 1.354773 - generator loss: 0.736503 - 1s
Epoch 21320/50000
discriminator loss: 1.353712 - generator loss: 0.744013 - 1s
Epoch 21321/50000
discriminator loss: 1.358408 - generator loss: 0.734646 - 1s
Epoch 21322/50000
discriminator loss: 1.353429 - generator loss: 0.739762 - 1s
Epoch 21323/50000
discriminator loss: 1.352313 - generator loss: 0.746773 - 1s
Epoch 21324/50000
discriminator loss: 1.357119 - generator loss: 0.740662 - 1s
Epoch 21325/50000
discriminator loss: 1.351014 - generator loss: 0.756534 - 1s
Epoch 21326/50000
discriminator loss: 1.351255 - generator loss: 0.746377 - 1s
Epoch 21327/50000
discriminator loss: 1.352648 - generator loss: 0.748910 - 1s
Epoch 21328/50000
discriminator loss: 1.354867 - generator loss: 0.734265 - 1s
Epoch 21329/50000
discriminator loss: 1.357387 - generator loss: 0.744448 - 1s
Epoch 21330/50000
discriminator loss: 1.345455 - generator loss: 0.741225 - 1s
Epoch 21331/50000
discriminator loss: 1.345232 - generator loss: 0.743768 - 1s
Epoch 21332/50000
discriminator loss: 1.350455 - generator loss: 0.747685 - 1s
Epoch 21333/50000
discriminator loss: 1.351558 - generator loss: 0.742307 - 1s
Epoch 21334/50000
discriminator loss: 1.352566 - generator loss: 0.750717 - 1s
Epoch 21335/50000
discriminator loss: 1.357990 - generator loss: 0.741049 - 1s
Epoch 21336/50000
discriminator loss: 1.346373 - generator loss: 0.750641 - 1s
Epoch 21337/50000
discriminator loss: 1.351012 - generator loss: 0.739639 - 1s
Epoch 21338/50000
discriminator loss: 1.355441 - generator loss: 0.742947 - 1s
Epoch 21339/50000
discriminator loss: 1.357862 - generator loss: 0.735938 - 1s
Epoch 21340/50000
discriminator loss: 1.351996 - generator loss: 0.747471 - 1s
Epoch 21341/50000
discriminator loss: 1.351690 - generator loss: 0.743936 - 1s
Epoch 21342/50000
discriminator loss: 1.357726 - generator loss: 0.743092 - 1s
Epoch 21343/50000
discriminator loss: 1.358855 - generator loss: 0.747498 - 1s
Epoch 21344/50000
discriminator loss: 1.357726 - generator loss: 0.740340 - 1s
Epoch 21345/50000
discriminator loss: 1.356917 - generator loss: 0.744525 - 1s
Epoch 21346/50000
discriminator loss: 1.357990 - generator loss: 0.744998 - 1s
Epoch 21347/50000
discriminator loss: 1.362477 - generator loss: 0.726970 - 1s
Epoch 21348/50000
discriminator loss: 1.363381 - generator loss: 0.737968 - 1s
Epoch 21349/50000
discriminator loss: 1.352934 - generator loss: 0.744792 - 1s
Epoch 21350/50000
discriminator loss: 1.358719 - generator loss: 0.739539 - 1s
Epoch 21351/50000
discriminator loss: 1.354557 - generator loss: 0.751000 - 1s
Epoch 21352/50000
discriminator loss: 1.359467 - generator loss: 0.737750 - 1s
Epoch 21353/50000
discriminator loss: 1.349433 - generator loss: 0.752731 - 1s
Epoch 21354/50000
discriminator loss: 1.358773 - generator loss: 0.741257 - 1s
Epoch 21355/50000
discriminator loss: 1.353057 - generator loss: 0.741764 - 1s
Epoch 21356/50000
discriminator loss: 1.358066 - generator loss: 0.735913 - 1s
Epoch 21357/50000
discriminator loss: 1.357009 - generator loss: 0.743932 - 1s
Epoch 21358/50000
discriminator loss: 1.362056 - generator loss: 0.733307 - 1s
Epoch 21359/50000
discriminator loss: 1.353184 - generator loss: 0.741359 - 1s
Epoch 21360/50000
discriminator loss: 1.354599 - generator loss: 0.752617 - 1s
Epoch 21361/50000
discriminator loss: 1.356377 - generator loss: 0.744314 - 1s
Epoch 21362/50000
discriminator loss: 1.354051 - generator loss: 0.750929 - 1s
Epoch 21363/50000
discriminator loss: 1.336460 - generator loss: 0.753546 - 1s
Epoch 21364/50000
discriminator loss: 1.352935 - generator loss: 0.746262 - 1s
Epoch 21365/50000
discriminator loss: 1.353160 - generator loss: 0.742616 - 1s
Epoch 21366/50000
discriminator loss: 1.340087 - generator loss: 0.748271 - 1s
Epoch 21367/50000
discriminator loss: 1.352702 - generator loss: 0.746546 - 1s
Epoch 21368/50000
discriminator loss: 1.346432 - generator loss: 0.756789 - 1s
Epoch 21369/50000
discriminator loss: 1.359665 - generator loss: 0.734235 - 1s
Epoch 21370/50000
discriminator loss: 1.359930 - generator loss: 0.749957 - 1s
Epoch 21371/50000
discriminator loss: 1.356815 - generator loss: 0.738120 - 1s
Epoch 21372/50000
discriminator loss: 1.355866 - generator loss: 0.753839 - 1s
Epoch 21373/50000
discriminator loss: 1.353903 - generator loss: 0.741870 - 1s
Epoch 21374/50000
discriminator loss: 1.356271 - generator loss: 0.739946 - 1s
Epoch 21375/50000
discriminator loss: 1.358180 - generator loss: 0.733669 - 1s
Epoch 21376/50000
discriminator loss: 1.348074 - generator loss: 0.749936 - 1s
Epoch 21377/50000
discriminator loss: 1.351297 - generator loss: 0.745977 - 1s
Epoch 21378/50000
discriminator loss: 1.355431 - generator loss: 0.745638 - 1s
Epoch 21379/50000
discriminator loss: 1.346242 - generator loss: 0.753111 - 1s
Epoch 21380/50000
discriminator loss: 1.353212 - generator loss: 0.741664 - 1s
Epoch 21381/50000
discriminator loss: 1.346805 - generator loss: 0.755782 - 1s
Epoch 21382/50000
discriminator loss: 1.358015 - generator loss: 0.737920 - 1s
Epoch 21383/50000
discriminator loss: 1.352410 - generator loss: 0.741952 - 1s
Epoch 21384/50000
discriminator loss: 1.360439 - generator loss: 0.732215 - 1s
Epoch 21385/50000
discriminator loss: 1.357893 - generator loss: 0.742928 - 1s
Epoch 21386/50000
discriminator loss: 1.359110 - generator loss: 0.749388 - 1s
Epoch 21387/50000
discriminator loss: 1.354581 - generator loss: 0.750623 - 1s
Epoch 21388/50000
discriminator loss: 1.351969 - generator loss: 0.749331 - 1s
Epoch 21389/50000
discriminator loss: 1.352165 - generator loss: 0.750549 - 1s
Epoch 21390/50000
discriminator loss: 1.346548 - generator loss: 0.747078 - 1s
Epoch 21391/50000
discriminator loss: 1.350311 - generator loss: 0.737759 - 1s
Epoch 21392/50000
discriminator loss: 1.354065 - generator loss: 0.745758 - 1s
Epoch 21393/50000
discriminator loss: 1.359813 - generator loss: 0.734482 - 1s
Epoch 21394/50000
discriminator loss: 1.348461 - generator loss: 0.751244 - 1s
Epoch 21395/50000
discriminator loss: 1.362752 - generator loss: 0.739288 - 1s
Epoch 21396/50000
discriminator loss: 1.364393 - generator loss: 0.737353 - 1s
Epoch 21397/50000
discriminator loss: 1.348653 - generator loss: 0.752760 - 1s
Epoch 21398/50000
discriminator loss: 1.347264 - generator loss: 0.748552 - 1s
Epoch 21399/50000
discriminator loss: 1.353445 - generator loss: 0.744587 - 1s
Epoch 21400/50000
discriminator loss: 1.350229 - generator loss: 0.744721 - 1s
Epoch 21401/50000
discriminator loss: 1.354517 - generator loss: 0.740028 - 1s
Epoch 21402/50000
discriminator loss: 1.349265 - generator loss: 0.746791 - 1s
Epoch 21403/50000
discriminator loss: 1.353207 - generator loss: 0.742341 - 1s
Epoch 21404/50000
discriminator loss: 1.361582 - generator loss: 0.739933 - 1s
Epoch 21405/50000
discriminator loss: 1.346481 - generator loss: 0.747287 - 1s
Epoch 21406/50000
discriminator loss: 1.356845 - generator loss: 0.742176 - 1s
Epoch 21407/50000
discriminator loss: 1.344322 - generator loss: 0.768856 - 1s
Epoch 21408/50000
discriminator loss: 1.347222 - generator loss: 0.748077 - 1s
Epoch 21409/50000
discriminator loss: 1.350240 - generator loss: 0.745200 - 1s
Epoch 21410/50000
discriminator loss: 1.365189 - generator loss: 0.730736 - 1s
Epoch 21411/50000
discriminator loss: 1.340568 - generator loss: 0.745936 - 1s
Epoch 21412/50000
discriminator loss: 1.346087 - generator loss: 0.744984 - 1s
Epoch 21413/50000
discriminator loss: 1.357758 - generator loss: 0.744207 - 1s
Epoch 21414/50000
discriminator loss: 1.356545 - generator loss: 0.749834 - 1s
Epoch 21415/50000
discriminator loss: 1.351740 - generator loss: 0.748726 - 1s
Epoch 21416/50000
discriminator loss: 1.354447 - generator loss: 0.749497 - 1s
Epoch 21417/50000
discriminator loss: 1.344059 - generator loss: 0.754531 - 1s
Epoch 21418/50000
discriminator loss: 1.351333 - generator loss: 0.739966 - 1s
Epoch 21419/50000
discriminator loss: 1.346958 - generator loss: 0.741870 - 1s
Epoch 21420/50000
discriminator loss: 1.351238 - generator loss: 0.737642 - 1s
Epoch 21421/50000
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Epoch 21422/50000
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Epoch 21423/50000
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Epoch 21424/50000
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Epoch 21425/50000
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Epoch 21426/50000
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Epoch 21427/50000
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Epoch 21428/50000
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Epoch 21429/50000
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Epoch 21430/50000
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Epoch 21431/50000
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Epoch 21432/50000
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Epoch 21433/50000
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Epoch 21434/50000
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Epoch 21435/50000
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Epoch 21436/50000
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Epoch 21437/50000
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Epoch 21438/50000
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Epoch 21439/50000
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Epoch 21440/50000
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Epoch 21441/50000
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Epoch 21442/50000
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Epoch 21443/50000
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Epoch 21444/50000
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Epoch 21445/50000
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Epoch 21446/50000
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Epoch 21447/50000
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Epoch 21448/50000
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Epoch 21449/50000
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Epoch 21450/50000
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Epoch 21451/50000
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Epoch 21452/50000
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Epoch 21453/50000
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Epoch 21454/50000
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Epoch 21455/50000
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Epoch 21456/50000
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Epoch 21457/50000
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Epoch 21458/50000
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Epoch 21459/50000
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Epoch 21460/50000
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Epoch 21461/50000
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Epoch 21462/50000
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Epoch 21463/50000
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Epoch 21464/50000
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Epoch 21465/50000
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Epoch 21466/50000
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Epoch 21467/50000
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Epoch 21468/50000
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Epoch 21469/50000
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Epoch 21470/50000
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Epoch 21471/50000
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Epoch 21472/50000
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Epoch 21473/50000
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Epoch 21474/50000
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Epoch 21475/50000
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Epoch 21476/50000
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Epoch 21477/50000
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Epoch 21478/50000
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Epoch 21479/50000
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Epoch 21480/50000
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Epoch 21481/50000
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Epoch 21482/50000
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Epoch 21483/50000
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Epoch 21484/50000
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Epoch 21485/50000
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Epoch 21486/50000
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Epoch 21487/50000
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Epoch 21488/50000
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Epoch 21489/50000
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Epoch 21490/50000
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Epoch 21491/50000
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Epoch 21492/50000
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Epoch 21493/50000
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Epoch 21494/50000
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Epoch 21495/50000
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Epoch 21496/50000
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Epoch 21497/50000
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Epoch 21498/50000
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Epoch 21499/50000
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Epoch 21500/50000
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Epoch 21501/50000
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Epoch 21502/50000
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Epoch 21503/50000
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Epoch 21504/50000
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Epoch 21505/50000
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Epoch 21506/50000
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Epoch 21507/50000
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Epoch 21508/50000
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Epoch 21509/50000
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Epoch 21510/50000
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Epoch 21511/50000
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Epoch 21512/50000
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Epoch 21513/50000
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Epoch 21514/50000
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Epoch 21515/50000
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Epoch 21516/50000
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Epoch 21517/50000
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Epoch 21518/50000
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Epoch 21519/50000
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Epoch 21520/50000
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Epoch 21521/50000
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Epoch 21522/50000
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Epoch 21523/50000
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Epoch 21524/50000
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Epoch 21525/50000
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Epoch 21526/50000
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Epoch 21527/50000
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Epoch 21528/50000
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Epoch 21529/50000
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Epoch 21530/50000
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Epoch 21531/50000
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Epoch 21532/50000
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Epoch 21533/50000
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Epoch 21534/50000
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Epoch 21535/50000
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Epoch 21536/50000
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Epoch 21537/50000
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Epoch 21538/50000
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Epoch 21539/50000
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Epoch 21540/50000
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Epoch 21541/50000
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Epoch 21542/50000
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Epoch 21543/50000
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Epoch 21544/50000
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Epoch 21545/50000
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Epoch 21546/50000
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Epoch 21547/50000
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Epoch 21548/50000
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Epoch 21549/50000
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Epoch 21550/50000
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Epoch 21551/50000
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Epoch 21552/50000
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Epoch 21553/50000
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Epoch 21554/50000
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Epoch 21555/50000
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Epoch 21556/50000
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Epoch 21557/50000
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Epoch 21558/50000
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Epoch 21559/50000
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Epoch 21560/50000
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Epoch 21561/50000
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Epoch 21562/50000
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Epoch 21563/50000
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Epoch 21564/50000
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Epoch 21565/50000
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Epoch 21566/50000
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Epoch 21567/50000
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Epoch 21568/50000
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Epoch 21569/50000
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Epoch 21570/50000
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Epoch 21571/50000
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Epoch 21572/50000
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Epoch 21573/50000
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Epoch 21574/50000
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Epoch 21575/50000
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Epoch 21576/50000
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Epoch 21577/50000
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Epoch 21578/50000
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Epoch 21579/50000
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Epoch 21580/50000
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Epoch 21581/50000
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Epoch 21582/50000
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Epoch 21583/50000
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Epoch 21584/50000
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Epoch 21585/50000
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Epoch 21586/50000
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Epoch 21587/50000
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Epoch 21588/50000
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Epoch 21589/50000
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Epoch 21590/50000
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Epoch 21591/50000
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Epoch 21592/50000
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Epoch 21593/50000
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Epoch 21594/50000
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Epoch 21595/50000
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Epoch 21596/50000
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Epoch 21597/50000
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Epoch 21598/50000
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Epoch 21599/50000
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Epoch 21600/50000
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Epoch 21601/50000
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Epoch 21602/50000
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Epoch 21603/50000
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Epoch 21604/50000
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Epoch 21605/50000
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Epoch 21606/50000
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Epoch 21607/50000
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Epoch 21608/50000
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Epoch 21609/50000
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Epoch 21610/50000
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Epoch 21611/50000
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Epoch 21612/50000
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Epoch 21613/50000
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Epoch 21614/50000
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Epoch 21615/50000
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Epoch 21616/50000
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Epoch 21617/50000
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Epoch 21618/50000
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Epoch 21619/50000
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Epoch 21620/50000
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Epoch 21621/50000
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Epoch 21622/50000
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Epoch 21623/50000
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Epoch 21624/50000
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Epoch 21625/50000
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Epoch 21626/50000
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Epoch 21627/50000
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Epoch 21628/50000
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Epoch 21629/50000
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Epoch 21630/50000
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Epoch 21631/50000
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Epoch 21632/50000
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Epoch 21633/50000
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Epoch 21634/50000
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Epoch 21635/50000
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Epoch 21636/50000
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Epoch 21637/50000
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Epoch 21638/50000
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Epoch 21639/50000
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Epoch 21640/50000
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Epoch 21641/50000
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Epoch 21642/50000
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Epoch 21643/50000
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Epoch 21644/50000
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Epoch 21645/50000
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Epoch 21646/50000
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Epoch 21647/50000
discriminator loss: 1.348368 - generator loss: 0.746731 - 1s
Epoch 21648/50000
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Epoch 21649/50000
discriminator loss: 1.353431 - generator loss: 0.751689 - 1s
Epoch 21650/50000
discriminator loss: 1.357321 - generator loss: 0.742474 - 1s
Epoch 21651/50000
discriminator loss: 1.351627 - generator loss: 0.750431 - 1s
Epoch 21652/50000
discriminator loss: 1.348141 - generator loss: 0.745883 - 1s
Epoch 21653/50000
discriminator loss: 1.341122 - generator loss: 0.754102 - 1s
Epoch 21654/50000
discriminator loss: 1.348126 - generator loss: 0.741653 - 1s
Epoch 21655/50000
discriminator loss: 1.359871 - generator loss: 0.742888 - 1s
Epoch 21656/50000
discriminator loss: 1.352495 - generator loss: 0.743898 - 1s
Epoch 21657/50000
discriminator loss: 1.349277 - generator loss: 0.744787 - 1s
Epoch 21658/50000
discriminator loss: 1.359104 - generator loss: 0.738323 - 1s
Epoch 21659/50000
discriminator loss: 1.354144 - generator loss: 0.747149 - 1s
Epoch 21660/50000
discriminator loss: 1.351954 - generator loss: 0.752888 - 1s
Epoch 21661/50000
discriminator loss: 1.359761 - generator loss: 0.744173 - 1s
Epoch 21662/50000
discriminator loss: 1.354720 - generator loss: 0.747901 - 1s
Epoch 21663/50000
discriminator loss: 1.362918 - generator loss: 0.741901 - 1s
Epoch 21664/50000
discriminator loss: 1.358258 - generator loss: 0.735125 - 1s
Epoch 21665/50000
discriminator loss: 1.353806 - generator loss: 0.735715 - 1s
Epoch 21666/50000
discriminator loss: 1.361607 - generator loss: 0.740099 - 1s
Epoch 21667/50000
discriminator loss: 1.355842 - generator loss: 0.745986 - 1s
Epoch 21668/50000
discriminator loss: 1.353585 - generator loss: 0.745837 - 1s
Epoch 21669/50000
discriminator loss: 1.355049 - generator loss: 0.749436 - 1s
Epoch 21670/50000
discriminator loss: 1.347906 - generator loss: 0.755098 - 1s
Epoch 21671/50000
discriminator loss: 1.352497 - generator loss: 0.743788 - 1s
Epoch 21672/50000
discriminator loss: 1.358912 - generator loss: 0.735642 - 1s
Epoch 21673/50000
discriminator loss: 1.354657 - generator loss: 0.739597 - 1s
Epoch 21674/50000
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Epoch 21675/50000
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Epoch 21676/50000
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Epoch 21677/50000
discriminator loss: 1.354859 - generator loss: 0.742010 - 1s
Epoch 21678/50000
discriminator loss: 1.352099 - generator loss: 0.747861 - 1s
Epoch 21679/50000
discriminator loss: 1.353014 - generator loss: 0.747564 - 1s
Epoch 21680/50000
discriminator loss: 1.350021 - generator loss: 0.743469 - 1s
Epoch 21681/50000
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Epoch 21682/50000
discriminator loss: 1.354808 - generator loss: 0.745983 - 1s
Epoch 21683/50000
discriminator loss: 1.342726 - generator loss: 0.751987 - 1s
Epoch 21684/50000
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Epoch 21685/50000
discriminator loss: 1.355366 - generator loss: 0.743594 - 1s
Epoch 21686/50000
discriminator loss: 1.359245 - generator loss: 0.738740 - 1s
Epoch 21687/50000
discriminator loss: 1.357207 - generator loss: 0.746207 - 1s
Epoch 21688/50000
discriminator loss: 1.352487 - generator loss: 0.748812 - 1s
Epoch 21689/50000
discriminator loss: 1.360332 - generator loss: 0.743273 - 1s
Epoch 21690/50000
discriminator loss: 1.358083 - generator loss: 0.740331 - 1s
Epoch 21691/50000
discriminator loss: 1.352027 - generator loss: 0.741228 - 1s
Epoch 21692/50000
discriminator loss: 1.351261 - generator loss: 0.743808 - 1s
Epoch 21693/50000
discriminator loss: 1.358845 - generator loss: 0.739892 - 1s
Epoch 21694/50000
discriminator loss: 1.359530 - generator loss: 0.741256 - 1s
Epoch 21695/50000
discriminator loss: 1.352779 - generator loss: 0.750002 - 1s
Epoch 21696/50000
discriminator loss: 1.348277 - generator loss: 0.751685 - 1s
Epoch 21697/50000
discriminator loss: 1.343484 - generator loss: 0.750978 - 1s
Epoch 21698/50000
discriminator loss: 1.358136 - generator loss: 0.736272 - 1s
Epoch 21699/50000
discriminator loss: 1.360485 - generator loss: 0.735215 - 1s
Epoch 21700/50000
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Epoch 21701/50000
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Epoch 21702/50000
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Epoch 21703/50000
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Epoch 21704/50000
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Epoch 21705/50000
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Epoch 21706/50000
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Epoch 21707/50000
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Epoch 21708/50000
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Epoch 21709/50000
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Epoch 21710/50000
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Epoch 21711/50000
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Epoch 21712/50000
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Epoch 21713/50000
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Epoch 21714/50000
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Epoch 21715/50000
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Epoch 21716/50000
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Epoch 21717/50000
discriminator loss: 1.357753 - generator loss: 0.740984 - 1s
Epoch 21718/50000
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Epoch 21719/50000
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Epoch 21720/50000
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Epoch 21721/50000
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Epoch 21722/50000
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Epoch 21723/50000
discriminator loss: 1.342331 - generator loss: 0.765976 - 1s
Epoch 21724/50000
discriminator loss: 1.352707 - generator loss: 0.734521 - 1s
Epoch 21725/50000
discriminator loss: 1.356668 - generator loss: 0.739156 - 1s
Epoch 21726/50000
discriminator loss: 1.359429 - generator loss: 0.737051 - 1s
Epoch 21727/50000
discriminator loss: 1.345264 - generator loss: 0.745082 - 1s
Epoch 21728/50000
discriminator loss: 1.354346 - generator loss: 0.746095 - 1s
Epoch 21729/50000
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Epoch 21730/50000
discriminator loss: 1.358535 - generator loss: 0.743115 - 1s
Epoch 21731/50000
discriminator loss: 1.355084 - generator loss: 0.741281 - 1s
Epoch 21732/50000
discriminator loss: 1.345189 - generator loss: 0.758814 - 1s
Epoch 21733/50000
discriminator loss: 1.352664 - generator loss: 0.755198 - 1s
Epoch 21734/50000
discriminator loss: 1.362941 - generator loss: 0.734772 - 1s
Epoch 21735/50000
discriminator loss: 1.356295 - generator loss: 0.730115 - 1s
Epoch 21736/50000
discriminator loss: 1.350665 - generator loss: 0.749483 - 1s
Epoch 21737/50000
discriminator loss: 1.344774 - generator loss: 0.754989 - 1s
Epoch 21738/50000
discriminator loss: 1.356786 - generator loss: 0.737638 - 1s
Epoch 21739/50000
discriminator loss: 1.370809 - generator loss: 0.735873 - 1s
Epoch 21740/50000
discriminator loss: 1.358361 - generator loss: 0.748325 - 1s
Epoch 21741/50000
discriminator loss: 1.349809 - generator loss: 0.758026 - 1s
Epoch 21742/50000
discriminator loss: 1.346643 - generator loss: 0.750609 - 1s
Epoch 21743/50000
discriminator loss: 1.365164 - generator loss: 0.739430 - 1s
Epoch 21744/50000
discriminator loss: 1.353881 - generator loss: 0.727304 - 1s
Epoch 21745/50000
discriminator loss: 1.357996 - generator loss: 0.734868 - 1s
Epoch 21746/50000
discriminator loss: 1.336274 - generator loss: 0.754872 - 1s
Epoch 21747/50000
discriminator loss: 1.343632 - generator loss: 0.755440 - 1s
Epoch 21748/50000
discriminator loss: 1.370429 - generator loss: 0.743922 - 1s
Epoch 21749/50000
discriminator loss: 1.353586 - generator loss: 0.745633 - 1s
Epoch 21750/50000
discriminator loss: 1.342234 - generator loss: 0.756091 - 1s
Epoch 21751/50000
discriminator loss: 1.357289 - generator loss: 0.746562 - 1s
Epoch 21752/50000
discriminator loss: 1.367689 - generator loss: 0.737769 - 1s
Epoch 21753/50000
discriminator loss: 1.361179 - generator loss: 0.729057 - 1s
Epoch 21754/50000
discriminator loss: 1.350383 - generator loss: 0.747133 - 1s
Epoch 21755/50000
discriminator loss: 1.345085 - generator loss: 0.744278 - 1s
Epoch 21756/50000
discriminator loss: 1.346777 - generator loss: 0.749623 - 1s
Epoch 21757/50000
discriminator loss: 1.363903 - generator loss: 0.734037 - 1s
Epoch 21758/50000
discriminator loss: 1.351583 - generator loss: 0.750639 - 1s
Epoch 21759/50000
discriminator loss: 1.356936 - generator loss: 0.752678 - 1s
Epoch 21760/50000
discriminator loss: 1.343590 - generator loss: 0.755902 - 1s
Epoch 21761/50000
discriminator loss: 1.349818 - generator loss: 0.750588 - 1s
Epoch 21762/50000
discriminator loss: 1.365869 - generator loss: 0.732385 - 1s
Epoch 21763/50000
discriminator loss: 1.362631 - generator loss: 0.726821 - 1s
Epoch 21764/50000
discriminator loss: 1.349227 - generator loss: 0.748347 - 1s
Epoch 21765/50000
discriminator loss: 1.344098 - generator loss: 0.747574 - 1s
Epoch 21766/50000
discriminator loss: 1.364713 - generator loss: 0.743712 - 1s
Epoch 21767/50000
discriminator loss: 1.359339 - generator loss: 0.741675 - 1s
Epoch 21768/50000
discriminator loss: 1.352140 - generator loss: 0.748316 - 1s
Epoch 21769/50000
discriminator loss: 1.347889 - generator loss: 0.758103 - 1s
Epoch 21770/50000
discriminator loss: 1.346401 - generator loss: 0.749719 - 1s
Epoch 21771/50000
discriminator loss: 1.355041 - generator loss: 0.746115 - 1s
Epoch 21772/50000
discriminator loss: 1.355464 - generator loss: 0.733275 - 1s
Epoch 21773/50000
discriminator loss: 1.347435 - generator loss: 0.748349 - 1s
Epoch 21774/50000
discriminator loss: 1.346555 - generator loss: 0.742142 - 1s
Epoch 21775/50000
discriminator loss: 1.345977 - generator loss: 0.750934 - 1s
Epoch 21776/50000
discriminator loss: 1.343116 - generator loss: 0.754678 - 1s
Epoch 21777/50000
discriminator loss: 1.364726 - generator loss: 0.744231 - 1s
Epoch 21778/50000
discriminator loss: 1.357796 - generator loss: 0.747991 - 1s
Epoch 21779/50000
discriminator loss: 1.341159 - generator loss: 0.756393 - 1s
Epoch 21780/50000
discriminator loss: 1.359328 - generator loss: 0.741693 - 1s
Epoch 21781/50000
discriminator loss: 1.368357 - generator loss: 0.727536 - 1s
Epoch 21782/50000
discriminator loss: 1.347089 - generator loss: 0.746708 - 1s
Epoch 21783/50000
discriminator loss: 1.342615 - generator loss: 0.755052 - 1s
Epoch 21784/50000
discriminator loss: 1.345712 - generator loss: 0.747894 - 1s
Epoch 21785/50000
discriminator loss: 1.351695 - generator loss: 0.745868 - 1s
Epoch 21786/50000
discriminator loss: 1.363155 - generator loss: 0.743350 - 1s
Epoch 21787/50000
discriminator loss: 1.345633 - generator loss: 0.756761 - 1s
Epoch 21788/50000
discriminator loss: 1.341939 - generator loss: 0.755991 - 1s
Epoch 21789/50000
discriminator loss: 1.358777 - generator loss: 0.744625 - 1s
Epoch 21790/50000
discriminator loss: 1.356408 - generator loss: 0.734341 - 1s
Epoch 21791/50000
discriminator loss: 1.346593 - generator loss: 0.732287 - 1s
Epoch 21792/50000
discriminator loss: 1.355194 - generator loss: 0.743421 - 1s
Epoch 21793/50000
discriminator loss: 1.359151 - generator loss: 0.742987 - 1s
Epoch 21794/50000
discriminator loss: 1.359540 - generator loss: 0.747545 - 1s
Epoch 21795/50000
discriminator loss: 1.365839 - generator loss: 0.744801 - 1s
Epoch 21796/50000
discriminator loss: 1.350188 - generator loss: 0.746868 - 1s
Epoch 21797/50000
discriminator loss: 1.342790 - generator loss: 0.747941 - 1s
Epoch 21798/50000
discriminator loss: 1.345311 - generator loss: 0.748987 - 1s
Epoch 21799/50000
discriminator loss: 1.361294 - generator loss: 0.738347 - 1s
Epoch 21800/50000
discriminator loss: 1.356584 - generator loss: 0.742246 - 1s
Epoch 21801/50000
discriminator loss: 1.341960 - generator loss: 0.750223 - 1s
Epoch 21802/50000
discriminator loss: 1.343992 - generator loss: 0.744431 - 1s
Epoch 21803/50000
discriminator loss: 1.351288 - generator loss: 0.744702 - 1s
Epoch 21804/50000
discriminator loss: 1.354380 - generator loss: 0.746365 - 1s
Epoch 21805/50000
discriminator loss: 1.359867 - generator loss: 0.744448 - 1s
Epoch 21806/50000
discriminator loss: 1.347825 - generator loss: 0.756190 - 1s
Epoch 21807/50000
discriminator loss: 1.351680 - generator loss: 0.744027 - 1s
Epoch 21808/50000
discriminator loss: 1.356560 - generator loss: 0.744702 - 1s
Epoch 21809/50000
discriminator loss: 1.353309 - generator loss: 0.734955 - 1s
Epoch 21810/50000
discriminator loss: 1.357418 - generator loss: 0.735859 - 1s
Epoch 21811/50000
discriminator loss: 1.355528 - generator loss: 0.742403 - 1s
Epoch 21812/50000
discriminator loss: 1.355663 - generator loss: 0.746242 - 1s
Epoch 21813/50000
discriminator loss: 1.358788 - generator loss: 0.739996 - 1s
Epoch 21814/50000
discriminator loss: 1.367068 - generator loss: 0.741811 - 1s
Epoch 21815/50000
discriminator loss: 1.354918 - generator loss: 0.751462 - 1s
Epoch 21816/50000
discriminator loss: 1.345066 - generator loss: 0.753564 - 1s
Epoch 21817/50000
discriminator loss: 1.345623 - generator loss: 0.751463 - 1s
Epoch 21818/50000
discriminator loss: 1.355835 - generator loss: 0.739381 - 1s
Epoch 21819/50000
discriminator loss: 1.354995 - generator loss: 0.736031 - 1s
Epoch 21820/50000
discriminator loss: 1.359225 - generator loss: 0.737732 - 1s
Epoch 21821/50000
discriminator loss: 1.343080 - generator loss: 0.750549 - 1s
Epoch 21822/50000
discriminator loss: 1.359591 - generator loss: 0.742308 - 1s
Epoch 21823/50000
discriminator loss: 1.363988 - generator loss: 0.742732 - 1s
Epoch 21824/50000
discriminator loss: 1.351505 - generator loss: 0.753274 - 1s
Epoch 21825/50000
discriminator loss: 1.347082 - generator loss: 0.751567 - 1s
Epoch 21826/50000
discriminator loss: 1.354142 - generator loss: 0.747312 - 1s
Epoch 21827/50000
discriminator loss: 1.352856 - generator loss: 0.737088 - 1s
Epoch 21828/50000
discriminator loss: 1.349964 - generator loss: 0.739049 - 1s
Epoch 21829/50000
discriminator loss: 1.342887 - generator loss: 0.749331 - 1s
Epoch 21830/50000
discriminator loss: 1.349493 - generator loss: 0.748562 - 1s
Epoch 21831/50000
discriminator loss: 1.352862 - generator loss: 0.743333 - 1s
Epoch 21832/50000
discriminator loss: 1.359421 - generator loss: 0.744217 - 1s
Epoch 21833/50000
discriminator loss: 1.348677 - generator loss: 0.752903 - 1s
Epoch 21834/50000
discriminator loss: 1.347310 - generator loss: 0.756027 - 1s
Epoch 21835/50000
discriminator loss: 1.355942 - generator loss: 0.742802 - 1s
Epoch 21836/50000
discriminator loss: 1.355481 - generator loss: 0.745123 - 1s
Epoch 21837/50000
discriminator loss: 1.360227 - generator loss: 0.730313 - 1s
Epoch 21838/50000
discriminator loss: 1.355504 - generator loss: 0.742637 - 1s
Epoch 21839/50000
discriminator loss: 1.353831 - generator loss: 0.744132 - 1s
Epoch 21840/50000
discriminator loss: 1.349413 - generator loss: 0.743024 - 1s
Epoch 21841/50000
discriminator loss: 1.360626 - generator loss: 0.737063 - 1s
Epoch 21842/50000
discriminator loss: 1.351078 - generator loss: 0.754432 - 1s
Epoch 21843/50000
discriminator loss: 1.352549 - generator loss: 0.758521 - 1s
Epoch 21844/50000
discriminator loss: 1.341478 - generator loss: 0.751629 - 1s
Epoch 21845/50000
discriminator loss: 1.344444 - generator loss: 0.745577 - 1s
Epoch 21846/50000
discriminator loss: 1.363726 - generator loss: 0.732289 - 1s
Epoch 21847/50000
discriminator loss: 1.347557 - generator loss: 0.748747 - 1s
Epoch 21848/50000
discriminator loss: 1.348481 - generator loss: 0.747667 - 1s
Epoch 21849/50000
discriminator loss: 1.350159 - generator loss: 0.742202 - 1s
Epoch 21850/50000
discriminator loss: 1.359458 - generator loss: 0.743052 - 1s
Epoch 21851/50000
discriminator loss: 1.371216 - generator loss: 0.735870 - 1s
Epoch 21852/50000
discriminator loss: 1.349993 - generator loss: 0.749459 - 1s
Epoch 21853/50000
discriminator loss: 1.344502 - generator loss: 0.760372 - 1s
Epoch 21854/50000
discriminator loss: 1.349127 - generator loss: 0.749339 - 1s
Epoch 21855/50000
discriminator loss: 1.363489 - generator loss: 0.731818 - 1s
Epoch 21856/50000
discriminator loss: 1.355984 - generator loss: 0.731103 - 1s
Epoch 21857/50000
discriminator loss: 1.356347 - generator loss: 0.738250 - 1s
Epoch 21858/50000
discriminator loss: 1.346627 - generator loss: 0.754933 - 1s
Epoch 21859/50000
discriminator loss: 1.354333 - generator loss: 0.743252 - 1s
Epoch 21860/50000
discriminator loss: 1.364052 - generator loss: 0.737331 - 1s
Epoch 21861/50000
discriminator loss: 1.351709 - generator loss: 0.747047 - 1s
Epoch 21862/50000
discriminator loss: 1.352671 - generator loss: 0.751807 - 1s
Epoch 21863/50000
discriminator loss: 1.346992 - generator loss: 0.754857 - 1s
Epoch 21864/50000
discriminator loss: 1.357275 - generator loss: 0.743308 - 1s
Epoch 21865/50000
discriminator loss: 1.365292 - generator loss: 0.731537 - 1s
Epoch 21866/50000
discriminator loss: 1.354602 - generator loss: 0.731218 - 1s
Epoch 21867/50000
discriminator loss: 1.348086 - generator loss: 0.748146 - 1s
Epoch 21868/50000
discriminator loss: 1.351508 - generator loss: 0.749237 - 1s
Epoch 21869/50000
discriminator loss: 1.354825 - generator loss: 0.745061 - 1s
Epoch 21870/50000
discriminator loss: 1.355395 - generator loss: 0.744827 - 1s
Epoch 21871/50000
discriminator loss: 1.356282 - generator loss: 0.753052 - 1s
Epoch 21872/50000
discriminator loss: 1.350062 - generator loss: 0.748146 - 1s
Epoch 21873/50000
discriminator loss: 1.355368 - generator loss: 0.749072 - 1s
Epoch 21874/50000
discriminator loss: 1.358821 - generator loss: 0.731668 - 1s
Epoch 21875/50000
discriminator loss: 1.362103 - generator loss: 0.731303 - 1s
Epoch 21876/50000
discriminator loss: 1.351771 - generator loss: 0.743802 - 1s
Epoch 21877/50000
discriminator loss: 1.353071 - generator loss: 0.741428 - 1s
Epoch 21878/50000
discriminator loss: 1.358203 - generator loss: 0.745479 - 1s
Epoch 21879/50000
discriminator loss: 1.361924 - generator loss: 0.743835 - 1s
Epoch 21880/50000
discriminator loss: 1.352919 - generator loss: 0.745477 - 1s
Epoch 21881/50000
discriminator loss: 1.347522 - generator loss: 0.755450 - 1s
Epoch 21882/50000
discriminator loss: 1.348067 - generator loss: 0.747541 - 1s
Epoch 21883/50000
discriminator loss: 1.351283 - generator loss: 0.750343 - 1s
Epoch 21884/50000
discriminator loss: 1.347875 - generator loss: 0.741947 - 1s
Epoch 21885/50000
discriminator loss: 1.347723 - generator loss: 0.744749 - 1s
Epoch 21886/50000
discriminator loss: 1.354862 - generator loss: 0.737119 - 1s
Epoch 21887/50000
discriminator loss: 1.355430 - generator loss: 0.741099 - 1s
Epoch 21888/50000
discriminator loss: 1.349880 - generator loss: 0.754248 - 1s
Epoch 21889/50000
discriminator loss: 1.356562 - generator loss: 0.742593 - 1s
Epoch 21890/50000
discriminator loss: 1.353616 - generator loss: 0.751444 - 1s
Epoch 21891/50000
discriminator loss: 1.347339 - generator loss: 0.754983 - 1s
Epoch 21892/50000
discriminator loss: 1.366255 - generator loss: 0.734777 - 1s
Epoch 21893/50000
discriminator loss: 1.360798 - generator loss: 0.732390 - 1s
Epoch 21894/50000
discriminator loss: 1.357272 - generator loss: 0.737877 - 1s
Epoch 21895/50000
discriminator loss: 1.351118 - generator loss: 0.743232 - 1s
Epoch 21896/50000
discriminator loss: 1.351654 - generator loss: 0.739196 - 1s
Epoch 21897/50000
discriminator loss: 1.357622 - generator loss: 0.747097 - 1s
Epoch 21898/50000
discriminator loss: 1.362736 - generator loss: 0.748116 - 1s
Epoch 21899/50000
discriminator loss: 1.357027 - generator loss: 0.748063 - 1s
Epoch 21900/50000
discriminator loss: 1.343885 - generator loss: 0.748541 - 1s
Epoch 21901/50000
discriminator loss: 1.354438 - generator loss: 0.745865 - 1s
Epoch 21902/50000
discriminator loss: 1.364527 - generator loss: 0.732113 - 1s
Epoch 21903/50000
discriminator loss: 1.359015 - generator loss: 0.737072 - 1s
Epoch 21904/50000
discriminator loss: 1.349758 - generator loss: 0.744548 - 1s
Epoch 21905/50000
discriminator loss: 1.343639 - generator loss: 0.748669 - 1s
Epoch 21906/50000
discriminator loss: 1.349527 - generator loss: 0.751983 - 1s
Epoch 21907/50000
discriminator loss: 1.353568 - generator loss: 0.738673 - 1s
Epoch 21908/50000
discriminator loss: 1.361294 - generator loss: 0.742133 - 1s
Epoch 21909/50000
discriminator loss: 1.353078 - generator loss: 0.751046 - 1s
Epoch 21910/50000
discriminator loss: 1.346280 - generator loss: 0.749805 - 1s
Epoch 21911/50000
discriminator loss: 1.360331 - generator loss: 0.736188 - 1s
Epoch 21912/50000
discriminator loss: 1.354008 - generator loss: 0.739200 - 1s
Epoch 21913/50000
discriminator loss: 1.353963 - generator loss: 0.741836 - 1s
Epoch 21914/50000
discriminator loss: 1.350077 - generator loss: 0.748434 - 1s
Epoch 21915/50000
discriminator loss: 1.346007 - generator loss: 0.745699 - 1s
Epoch 21916/50000
discriminator loss: 1.352960 - generator loss: 0.743854 - 1s
Epoch 21917/50000
discriminator loss: 1.346230 - generator loss: 0.747928 - 1s
Epoch 21918/50000
discriminator loss: 1.352801 - generator loss: 0.747516 - 1s
Epoch 21919/50000
discriminator loss: 1.351304 - generator loss: 0.751504 - 1s
Epoch 21920/50000
discriminator loss: 1.355984 - generator loss: 0.744463 - 1s
Epoch 21921/50000
discriminator loss: 1.354519 - generator loss: 0.742022 - 1s
Epoch 21922/50000
discriminator loss: 1.357287 - generator loss: 0.733024 - 1s
Epoch 21923/50000
discriminator loss: 1.349919 - generator loss: 0.746647 - 1s
Epoch 21924/50000
discriminator loss: 1.351293 - generator loss: 0.746465 - 1s
Epoch 21925/50000
discriminator loss: 1.354090 - generator loss: 0.742746 - 1s
Epoch 21926/50000
discriminator loss: 1.354702 - generator loss: 0.742449 - 1s
Epoch 21927/50000
discriminator loss: 1.348430 - generator loss: 0.757033 - 1s
Epoch 21928/50000
discriminator loss: 1.360137 - generator loss: 0.741079 - 1s
Epoch 21929/50000
discriminator loss: 1.347858 - generator loss: 0.749916 - 1s
Epoch 21930/50000
discriminator loss: 1.347265 - generator loss: 0.746797 - 1s
Epoch 21931/50000
discriminator loss: 1.354662 - generator loss: 0.742826 - 1s
Epoch 21932/50000
discriminator loss: 1.349116 - generator loss: 0.746644 - 1s
Epoch 21933/50000
discriminator loss: 1.342395 - generator loss: 0.747675 - 1s
Epoch 21934/50000
discriminator loss: 1.351945 - generator loss: 0.750412 - 1s
Epoch 21935/50000
discriminator loss: 1.358379 - generator loss: 0.745499 - 1s
Epoch 21936/50000
discriminator loss: 1.353408 - generator loss: 0.745892 - 1s
Epoch 21937/50000
discriminator loss: 1.356466 - generator loss: 0.746123 - 1s
Epoch 21938/50000
discriminator loss: 1.357055 - generator loss: 0.743116 - 1s
Epoch 21939/50000
discriminator loss: 1.361149 - generator loss: 0.738123 - 1s
Epoch 21940/50000
discriminator loss: 1.354082 - generator loss: 0.735605 - 1s
Epoch 21941/50000
discriminator loss: 1.343031 - generator loss: 0.756606 - 1s
Epoch 21942/50000
discriminator loss: 1.355784 - generator loss: 0.746870 - 1s
Epoch 21943/50000
discriminator loss: 1.358500 - generator loss: 0.740925 - 1s
Epoch 21944/50000
discriminator loss: 1.347868 - generator loss: 0.748909 - 1s
Epoch 21945/50000
discriminator loss: 1.344500 - generator loss: 0.752461 - 1s
Epoch 21946/50000
discriminator loss: 1.343314 - generator loss: 0.751070 - 1s
Epoch 21947/50000
discriminator loss: 1.348198 - generator loss: 0.746263 - 1s
Epoch 21948/50000
discriminator loss: 1.358696 - generator loss: 0.739414 - 1s
Epoch 21949/50000
discriminator loss: 1.360820 - generator loss: 0.741850 - 1s
Epoch 21950/50000
discriminator loss: 1.350821 - generator loss: 0.742570 - 1s
Epoch 21951/50000
discriminator loss: 1.354393 - generator loss: 0.744356 - 1s
Epoch 21952/50000
discriminator loss: 1.349777 - generator loss: 0.742378 - 1s
Epoch 21953/50000
discriminator loss: 1.357327 - generator loss: 0.748269 - 1s
Epoch 21954/50000
discriminator loss: 1.355319 - generator loss: 0.747421 - 1s
Epoch 21955/50000
discriminator loss: 1.347916 - generator loss: 0.754633 - 1s
Epoch 21956/50000
discriminator loss: 1.349092 - generator loss: 0.746168 - 1s
Epoch 21957/50000
discriminator loss: 1.366415 - generator loss: 0.732710 - 1s
Epoch 21958/50000
discriminator loss: 1.362587 - generator loss: 0.735480 - 1s
Epoch 21959/50000
discriminator loss: 1.344789 - generator loss: 0.746701 - 1s
Epoch 21960/50000
discriminator loss: 1.340415 - generator loss: 0.755419 - 1s
Epoch 21961/50000
discriminator loss: 1.365420 - generator loss: 0.742554 - 1s
Epoch 21962/50000
discriminator loss: 1.360274 - generator loss: 0.739166 - 1s
Epoch 21963/50000
discriminator loss: 1.349419 - generator loss: 0.752233 - 1s
Epoch 21964/50000
discriminator loss: 1.350437 - generator loss: 0.751655 - 1s
Epoch 21965/50000
discriminator loss: 1.346206 - generator loss: 0.756265 - 1s
Epoch 21966/50000
discriminator loss: 1.364001 - generator loss: 0.734781 - 1s
Epoch 21967/50000
discriminator loss: 1.353518 - generator loss: 0.738190 - 1s
Epoch 21968/50000
discriminator loss: 1.349187 - generator loss: 0.739496 - 1s
Epoch 21969/50000
discriminator loss: 1.350662 - generator loss: 0.743577 - 1s
Epoch 21970/50000
discriminator loss: 1.356298 - generator loss: 0.745048 - 1s
Epoch 21971/50000
discriminator loss: 1.353766 - generator loss: 0.743073 - 1s
Epoch 21972/50000
discriminator loss: 1.361831 - generator loss: 0.744730 - 1s
Epoch 21973/50000
discriminator loss: 1.346829 - generator loss: 0.760112 - 1s
Epoch 21974/50000
discriminator loss: 1.353046 - generator loss: 0.744227 - 1s
Epoch 21975/50000
discriminator loss: 1.358816 - generator loss: 0.738577 - 1s
Epoch 21976/50000
discriminator loss: 1.356418 - generator loss: 0.740053 - 1s
Epoch 21977/50000
discriminator loss: 1.348946 - generator loss: 0.742186 - 1s
Epoch 21978/50000
discriminator loss: 1.350717 - generator loss: 0.742222 - 1s
Epoch 21979/50000
discriminator loss: 1.360518 - generator loss: 0.738876 - 1s
Epoch 21980/50000
discriminator loss: 1.357754 - generator loss: 0.751600 - 1s
Epoch 21981/50000
discriminator loss: 1.358294 - generator loss: 0.745588 - 1s
Epoch 21982/50000
discriminator loss: 1.351105 - generator loss: 0.753113 - 1s
Epoch 21983/50000
discriminator loss: 1.353704 - generator loss: 0.750059 - 1s
Epoch 21984/50000
discriminator loss: 1.364051 - generator loss: 0.736580 - 1s
Epoch 21985/50000
discriminator loss: 1.361551 - generator loss: 0.731842 - 1s
Epoch 21986/50000
discriminator loss: 1.346771 - generator loss: 0.748574 - 1s
Epoch 21987/50000
discriminator loss: 1.350999 - generator loss: 0.747424 - 1s
Epoch 21988/50000
discriminator loss: 1.349532 - generator loss: 0.747104 - 1s
Epoch 21989/50000
discriminator loss: 1.355245 - generator loss: 0.744791 - 1s
Epoch 21990/50000
discriminator loss: 1.364182 - generator loss: 0.738685 - 1s
Epoch 21991/50000
discriminator loss: 1.346622 - generator loss: 0.755746 - 1s
Epoch 21992/50000
discriminator loss: 1.348518 - generator loss: 0.747877 - 1s
Epoch 21993/50000
discriminator loss: 1.361982 - generator loss: 0.737292 - 1s
Epoch 21994/50000
discriminator loss: 1.357515 - generator loss: 0.741687 - 1s
Epoch 21995/50000
discriminator loss: 1.359733 - generator loss: 0.738119 - 1s
Epoch 21996/50000
discriminator loss: 1.351046 - generator loss: 0.749286 - 1s
Epoch 21997/50000
discriminator loss: 1.353184 - generator loss: 0.739093 - 1s
Epoch 21998/50000
discriminator loss: 1.354897 - generator loss: 0.743769 - 1s
Epoch 21999/50000
discriminator loss: 1.363417 - generator loss: 0.736423 - 1s
Epoch 22000/50000
discriminator loss: 1.352942 - generator loss: 0.749359 - 1s
Epoch 22001/50000
discriminator loss: 1.354237 - generator loss: 0.755967 - 1s

Loss: 

Epoch 22002/50000
discriminator loss: 1.354380 - generator loss: 0.745235 - 1s
Epoch 22003/50000
discriminator loss: 1.355878 - generator loss: 0.735827 - 1s
Epoch 22004/50000
discriminator loss: 1.359811 - generator loss: 0.735186 - 1s
Epoch 22005/50000
discriminator loss: 1.359565 - generator loss: 0.735771 - 1s
Epoch 22006/50000
discriminator loss: 1.355198 - generator loss: 0.745254 - 1s
Epoch 22007/50000
discriminator loss: 1.349962 - generator loss: 0.745143 - 1s
Epoch 22008/50000
discriminator loss: 1.357068 - generator loss: 0.746842 - 1s
Epoch 22009/50000
discriminator loss: 1.359936 - generator loss: 0.741731 - 1s
Epoch 22010/50000
discriminator loss: 1.355807 - generator loss: 0.743200 - 1s
Epoch 22011/50000
discriminator loss: 1.350013 - generator loss: 0.751124 - 1s
Epoch 22012/50000
discriminator loss: 1.363545 - generator loss: 0.735839 - 1s
Epoch 22013/50000
discriminator loss: 1.360096 - generator loss: 0.731636 - 1s
Epoch 22014/50000
discriminator loss: 1.355433 - generator loss: 0.736490 - 1s
Epoch 22015/50000
discriminator loss: 1.349597 - generator loss: 0.746737 - 1s
Epoch 22016/50000
discriminator loss: 1.361344 - generator loss: 0.741114 - 1s
Epoch 22017/50000
discriminator loss: 1.354198 - generator loss: 0.745301 - 1s
Epoch 22018/50000
discriminator loss: 1.368303 - generator loss: 0.744320 - 1s
Epoch 22019/50000
discriminator loss: 1.347329 - generator loss: 0.755045 - 1s
Epoch 22020/50000
discriminator loss: 1.353782 - generator loss: 0.741861 - 1s
Epoch 22021/50000
discriminator loss: 1.354219 - generator loss: 0.743791 - 1s
Epoch 22022/50000
discriminator loss: 1.352580 - generator loss: 0.740026 - 1s
Epoch 22023/50000
discriminator loss: 1.352294 - generator loss: 0.739173 - 1s
Epoch 22024/50000
discriminator loss: 1.355906 - generator loss: 0.738441 - 1s
Epoch 22025/50000
discriminator loss: 1.348366 - generator loss: 0.741688 - 1s
Epoch 22026/50000
discriminator loss: 1.358035 - generator loss: 0.745733 - 1s
Epoch 22027/50000
discriminator loss: 1.352154 - generator loss: 0.749534 - 1s
Epoch 22028/50000
discriminator loss: 1.347940 - generator loss: 0.754277 - 1s
Epoch 22029/50000
discriminator loss: 1.357343 - generator loss: 0.741568 - 1s
Epoch 22030/50000
discriminator loss: 1.360793 - generator loss: 0.733701 - 1s
Epoch 22031/50000
discriminator loss: 1.355505 - generator loss: 0.736474 - 1s
Epoch 22032/50000
discriminator loss: 1.356625 - generator loss: 0.740158 - 1s
Epoch 22033/50000
discriminator loss: 1.350776 - generator loss: 0.746250 - 1s
Epoch 22034/50000
discriminator loss: 1.358094 - generator loss: 0.740965 - 1s
Epoch 22035/50000
discriminator loss: 1.359820 - generator loss: 0.742509 - 1s
Epoch 22036/50000
discriminator loss: 1.356533 - generator loss: 0.746392 - 1s
Epoch 22037/50000
discriminator loss: 1.347870 - generator loss: 0.755635 - 1s
Epoch 22038/50000
discriminator loss: 1.350550 - generator loss: 0.746555 - 1s
Epoch 22039/50000
discriminator loss: 1.357317 - generator loss: 0.734313 - 1s
Epoch 22040/50000
discriminator loss: 1.360416 - generator loss: 0.734387 - 1s
Epoch 22041/50000
discriminator loss: 1.348020 - generator loss: 0.746968 - 1s
Epoch 22042/50000
discriminator loss: 1.355583 - generator loss: 0.741669 - 1s
Epoch 22043/50000
discriminator loss: 1.347843 - generator loss: 0.750855 - 1s
Epoch 22044/50000
discriminator loss: 1.349535 - generator loss: 0.744898 - 1s
Epoch 22045/50000
discriminator loss: 1.353369 - generator loss: 0.742141 - 1s
Epoch 22046/50000
discriminator loss: 1.355827 - generator loss: 0.746374 - 1s
Epoch 22047/50000
discriminator loss: 1.350712 - generator loss: 0.752436 - 1s
Epoch 22048/50000
discriminator loss: 1.359323 - generator loss: 0.737637 - 1s
Epoch 22049/50000
discriminator loss: 1.354334 - generator loss: 0.739990 - 1s
Epoch 22050/50000
discriminator loss: 1.358989 - generator loss: 0.738755 - 1s
Epoch 22051/50000
discriminator loss: 1.351766 - generator loss: 0.738608 - 1s
Epoch 22052/50000
discriminator loss: 1.348741 - generator loss: 0.753224 - 1s
Epoch 22053/50000
discriminator loss: 1.349679 - generator loss: 0.750339 - 1s
Epoch 22054/50000
discriminator loss: 1.352637 - generator loss: 0.746748 - 1s
Epoch 22055/50000
discriminator loss: 1.350498 - generator loss: 0.750406 - 1s
Epoch 22056/50000
discriminator loss: 1.355484 - generator loss: 0.745117 - 1s
Epoch 22057/50000
discriminator loss: 1.360775 - generator loss: 0.737758 - 1s
Epoch 22058/50000
discriminator loss: 1.354684 - generator loss: 0.738037 - 1s
Epoch 22059/50000
discriminator loss: 1.357844 - generator loss: 0.741243 - 1s
Epoch 22060/50000
discriminator loss: 1.346279 - generator loss: 0.748541 - 1s
Epoch 22061/50000
discriminator loss: 1.348180 - generator loss: 0.744326 - 1s
Epoch 22062/50000
discriminator loss: 1.351412 - generator loss: 0.749261 - 1s
Epoch 22063/50000
discriminator loss: 1.355051 - generator loss: 0.747823 - 1s
Epoch 22064/50000
discriminator loss: 1.351418 - generator loss: 0.750643 - 1s
Epoch 22065/50000
discriminator loss: 1.345842 - generator loss: 0.754197 - 1s
Epoch 22066/50000
discriminator loss: 1.357985 - generator loss: 0.739803 - 1s
Epoch 22067/50000
discriminator loss: 1.358704 - generator loss: 0.739921 - 1s
Epoch 22068/50000
discriminator loss: 1.344628 - generator loss: 0.743275 - 1s
Epoch 22069/50000
discriminator loss: 1.352152 - generator loss: 0.747552 - 1s
Epoch 22070/50000
discriminator loss: 1.344600 - generator loss: 0.741121 - 1s
Epoch 22071/50000
discriminator loss: 1.356263 - generator loss: 0.742704 - 1s
Epoch 22072/50000
discriminator loss: 1.350270 - generator loss: 0.748465 - 1s
Epoch 22073/50000
discriminator loss: 1.345781 - generator loss: 0.756059 - 1s
Epoch 22074/50000
discriminator loss: 1.352432 - generator loss: 0.753224 - 1s
Epoch 22075/50000
discriminator loss: 1.360639 - generator loss: 0.736202 - 1s
Epoch 22076/50000
discriminator loss: 1.356027 - generator loss: 0.731836 - 1s
Epoch 22077/50000
discriminator loss: 1.353061 - generator loss: 0.735276 - 1s
Epoch 22078/50000
discriminator loss: 1.359559 - generator loss: 0.743234 - 1s
Epoch 22079/50000
discriminator loss: 1.359712 - generator loss: 0.741151 - 1s
Epoch 22080/50000
discriminator loss: 1.362484 - generator loss: 0.743993 - 1s
Epoch 22081/50000
discriminator loss: 1.359079 - generator loss: 0.739416 - 1s
Epoch 22082/50000
discriminator loss: 1.347072 - generator loss: 0.755730 - 1s
Epoch 22083/50000
discriminator loss: 1.343033 - generator loss: 0.754685 - 1s
Epoch 22084/50000
discriminator loss: 1.358263 - generator loss: 0.738417 - 1s
Epoch 22085/50000
discriminator loss: 1.355017 - generator loss: 0.734466 - 1s
Epoch 22086/50000
discriminator loss: 1.348180 - generator loss: 0.745910 - 1s
Epoch 22087/50000
discriminator loss: 1.347690 - generator loss: 0.744806 - 1s
Epoch 22088/50000
discriminator loss: 1.332257 - generator loss: 0.761683 - 1s
Epoch 22089/50000
discriminator loss: 1.358295 - generator loss: 0.743769 - 1s
Epoch 22090/50000
discriminator loss: 1.352364 - generator loss: 0.750404 - 1s
Epoch 22091/50000
discriminator loss: 1.347065 - generator loss: 0.753735 - 1s
Epoch 22092/50000
discriminator loss: 1.346256 - generator loss: 0.749561 - 1s
Epoch 22093/50000
discriminator loss: 1.359037 - generator loss: 0.745917 - 1s
Epoch 22094/50000
discriminator loss: 1.359636 - generator loss: 0.735815 - 1s
Epoch 22095/50000
discriminator loss: 1.351611 - generator loss: 0.739877 - 1s
Epoch 22096/50000
discriminator loss: 1.352909 - generator loss: 0.737114 - 1s
Epoch 22097/50000
discriminator loss: 1.351650 - generator loss: 0.744843 - 1s
Epoch 22098/50000
discriminator loss: 1.351091 - generator loss: 0.757693 - 1s
Epoch 22099/50000
discriminator loss: 1.350438 - generator loss: 0.748355 - 1s
Epoch 22100/50000
discriminator loss: 1.352363 - generator loss: 0.750194 - 1s
Epoch 22101/50000
discriminator loss: 1.344019 - generator loss: 0.746593 - 1s
Epoch 22102/50000
discriminator loss: 1.362413 - generator loss: 0.737482 - 1s
Epoch 22103/50000
discriminator loss: 1.356699 - generator loss: 0.740529 - 1s
Epoch 22104/50000
discriminator loss: 1.355045 - generator loss: 0.744345 - 1s
Epoch 22105/50000
discriminator loss: 1.347024 - generator loss: 0.743810 - 1s
Epoch 22106/50000
discriminator loss: 1.351056 - generator loss: 0.742152 - 1s
Epoch 22107/50000
discriminator loss: 1.347818 - generator loss: 0.742326 - 1s
Epoch 22108/50000
discriminator loss: 1.358205 - generator loss: 0.748151 - 1s
Epoch 22109/50000
discriminator loss: 1.353624 - generator loss: 0.751084 - 1s
Epoch 22110/50000
discriminator loss: 1.341821 - generator loss: 0.759737 - 1s
Epoch 22111/50000
discriminator loss: 1.352202 - generator loss: 0.749451 - 1s
Epoch 22112/50000
discriminator loss: 1.358249 - generator loss: 0.741508 - 1s
Epoch 22113/50000
discriminator loss: 1.361902 - generator loss: 0.729593 - 1s
Epoch 22114/50000
discriminator loss: 1.356206 - generator loss: 0.740264 - 1s
Epoch 22115/50000
discriminator loss: 1.351840 - generator loss: 0.743315 - 1s
Epoch 22116/50000
discriminator loss: 1.363428 - generator loss: 0.737825 - 1s
Epoch 22117/50000
discriminator loss: 1.357067 - generator loss: 0.743080 - 1s
Epoch 22118/50000
discriminator loss: 1.351166 - generator loss: 0.758840 - 1s
Epoch 22119/50000
discriminator loss: 1.350947 - generator loss: 0.750973 - 1s
Epoch 22120/50000
discriminator loss: 1.340741 - generator loss: 0.755000 - 1s
Epoch 22121/50000
discriminator loss: 1.347585 - generator loss: 0.737999 - 1s
Epoch 22122/50000
discriminator loss: 1.357332 - generator loss: 0.733985 - 1s
Epoch 22123/50000
discriminator loss: 1.345187 - generator loss: 0.747720 - 1s
Epoch 22124/50000
discriminator loss: 1.341251 - generator loss: 0.756462 - 1s
Epoch 22125/50000
discriminator loss: 1.349306 - generator loss: 0.748404 - 1s
Epoch 22126/50000
discriminator loss: 1.357797 - generator loss: 0.738945 - 1s
Epoch 22127/50000
discriminator loss: 1.352181 - generator loss: 0.750901 - 1s
Epoch 22128/50000
discriminator loss: 1.345632 - generator loss: 0.749922 - 1s
Epoch 22129/50000
discriminator loss: 1.344706 - generator loss: 0.755754 - 1s
Epoch 22130/50000
discriminator loss: 1.355746 - generator loss: 0.742156 - 1s
Epoch 22131/50000
discriminator loss: 1.357179 - generator loss: 0.739391 - 1s
Epoch 22132/50000
discriminator loss: 1.350755 - generator loss: 0.745922 - 1s
Epoch 22133/50000
discriminator loss: 1.352038 - generator loss: 0.741998 - 1s
Epoch 22134/50000
discriminator loss: 1.351657 - generator loss: 0.745070 - 1s
Epoch 22135/50000
discriminator loss: 1.359520 - generator loss: 0.741247 - 1s
Epoch 22136/50000
discriminator loss: 1.350484 - generator loss: 0.754367 - 1s
Epoch 22137/50000
discriminator loss: 1.350207 - generator loss: 0.749625 - 1s
Epoch 22138/50000
discriminator loss: 1.346972 - generator loss: 0.749658 - 1s
Epoch 22139/50000
discriminator loss: 1.349969 - generator loss: 0.747944 - 1s
Epoch 22140/50000
discriminator loss: 1.358415 - generator loss: 0.740422 - 1s
Epoch 22141/50000
discriminator loss: 1.347600 - generator loss: 0.740662 - 1s
Epoch 22142/50000
discriminator loss: 1.348980 - generator loss: 0.742533 - 1s
Epoch 22143/50000
discriminator loss: 1.350687 - generator loss: 0.742302 - 1s
Epoch 22144/50000
discriminator loss: 1.356624 - generator loss: 0.751512 - 1s
Epoch 22145/50000
discriminator loss: 1.359909 - generator loss: 0.748775 - 1s
Epoch 22146/50000
discriminator loss: 1.343888 - generator loss: 0.752775 - 1s
Epoch 22147/50000
discriminator loss: 1.350510 - generator loss: 0.747803 - 1s
Epoch 22148/50000
discriminator loss: 1.357513 - generator loss: 0.736312 - 1s
Epoch 22149/50000
discriminator loss: 1.352729 - generator loss: 0.746792 - 1s
Epoch 22150/50000
discriminator loss: 1.357132 - generator loss: 0.745914 - 1s
Epoch 22151/50000
discriminator loss: 1.347702 - generator loss: 0.744418 - 1s
Epoch 22152/50000
discriminator loss: 1.354844 - generator loss: 0.734536 - 1s
Epoch 22153/50000
discriminator loss: 1.358746 - generator loss: 0.745206 - 1s
Epoch 22154/50000
discriminator loss: 1.356712 - generator loss: 0.743275 - 1s
Epoch 22155/50000
discriminator loss: 1.347641 - generator loss: 0.749169 - 1s
Epoch 22156/50000
discriminator loss: 1.348177 - generator loss: 0.754181 - 1s
Epoch 22157/50000
discriminator loss: 1.352734 - generator loss: 0.747248 - 1s
Epoch 22158/50000
discriminator loss: 1.349157 - generator loss: 0.747792 - 1s
Epoch 22159/50000
discriminator loss: 1.357310 - generator loss: 0.729465 - 1s
Epoch 22160/50000
discriminator loss: 1.347525 - generator loss: 0.749867 - 1s
Epoch 22161/50000
discriminator loss: 1.350939 - generator loss: 0.747371 - 1s
Epoch 22162/50000
discriminator loss: 1.356102 - generator loss: 0.737279 - 1s
Epoch 22163/50000
discriminator loss: 1.356317 - generator loss: 0.748184 - 1s
Epoch 22164/50000
discriminator loss: 1.349742 - generator loss: 0.746138 - 1s
Epoch 22165/50000
discriminator loss: 1.353091 - generator loss: 0.751957 - 1s
Epoch 22166/50000
discriminator loss: 1.341829 - generator loss: 0.759028 - 1s
Epoch 22167/50000
discriminator loss: 1.348562 - generator loss: 0.741953 - 1s
Epoch 22168/50000
discriminator loss: 1.355078 - generator loss: 0.738887 - 1s
Epoch 22169/50000
discriminator loss: 1.345407 - generator loss: 0.744369 - 1s
Epoch 22170/50000
discriminator loss: 1.346304 - generator loss: 0.749979 - 1s
Epoch 22171/50000
discriminator loss: 1.350790 - generator loss: 0.747403 - 1s
Epoch 22172/50000
discriminator loss: 1.348285 - generator loss: 0.746053 - 1s
Epoch 22173/50000
discriminator loss: 1.356081 - generator loss: 0.750177 - 1s
Epoch 22174/50000
discriminator loss: 1.361003 - generator loss: 0.745459 - 1s
Epoch 22175/50000
discriminator loss: 1.352264 - generator loss: 0.746397 - 1s
Epoch 22176/50000
discriminator loss: 1.358993 - generator loss: 0.737493 - 1s
Epoch 22177/50000
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Epoch 22178/50000
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Epoch 22179/50000
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Epoch 22180/50000
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Epoch 22181/50000
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Epoch 22182/50000
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Epoch 22183/50000
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Epoch 22184/50000
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Epoch 22185/50000
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Epoch 22186/50000
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Epoch 22187/50000
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Epoch 22188/50000
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Epoch 22189/50000
discriminator loss: 1.352761 - generator loss: 0.750997 - 1s
Epoch 22190/50000
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Epoch 22191/50000
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Epoch 22192/50000
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Epoch 22193/50000
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Epoch 22194/50000
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Epoch 22195/50000
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Epoch 22196/50000
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Epoch 22197/50000
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Epoch 22198/50000
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Epoch 22199/50000
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Epoch 22200/50000
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Epoch 22201/50000
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Epoch 22202/50000
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Epoch 22203/50000
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Epoch 22204/50000
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Epoch 22205/50000
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Epoch 22206/50000
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Epoch 22207/50000
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Epoch 22208/50000
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Epoch 22209/50000
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Epoch 22210/50000
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Epoch 22211/50000
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Epoch 22212/50000
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Epoch 22213/50000
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Epoch 22214/50000
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Epoch 22215/50000
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Epoch 22216/50000
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Epoch 22217/50000
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Epoch 22218/50000
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Epoch 22219/50000
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Epoch 22220/50000
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Epoch 22221/50000
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Epoch 22222/50000
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Epoch 22223/50000
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Epoch 22224/50000
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Epoch 22225/50000
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Epoch 22226/50000
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Epoch 22227/50000
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Epoch 22228/50000
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Epoch 22229/50000
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Epoch 22230/50000
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Epoch 22231/50000
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Epoch 22232/50000
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Epoch 22233/50000
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Epoch 22234/50000
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Epoch 22235/50000
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Epoch 22236/50000
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Epoch 22237/50000
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Epoch 22238/50000
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Epoch 22239/50000
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Epoch 22240/50000
discriminator loss: 1.341059 - generator loss: 0.754248 - 1s
Epoch 22241/50000
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Epoch 22242/50000
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Epoch 22243/50000
discriminator loss: 1.361870 - generator loss: 0.735676 - 1s
Epoch 22244/50000
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Epoch 22245/50000
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Epoch 22246/50000
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Epoch 22247/50000
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Epoch 22248/50000
discriminator loss: 1.355758 - generator loss: 0.743552 - 1s
Epoch 22249/50000
discriminator loss: 1.347277 - generator loss: 0.748814 - 1s
Epoch 22250/50000
discriminator loss: 1.351573 - generator loss: 0.748137 - 1s
Epoch 22251/50000
discriminator loss: 1.361820 - generator loss: 0.739815 - 1s
Epoch 22252/50000
discriminator loss: 1.353422 - generator loss: 0.743520 - 1s
Epoch 22253/50000
discriminator loss: 1.350004 - generator loss: 0.742185 - 1s
Epoch 22254/50000
discriminator loss: 1.351343 - generator loss: 0.747738 - 1s
Epoch 22255/50000
discriminator loss: 1.350599 - generator loss: 0.740826 - 1s
Epoch 22256/50000
discriminator loss: 1.344642 - generator loss: 0.755090 - 1s
Epoch 22257/50000
discriminator loss: 1.354606 - generator loss: 0.747872 - 1s
Epoch 22258/50000
discriminator loss: 1.351800 - generator loss: 0.746654 - 1s
Epoch 22259/50000
discriminator loss: 1.344181 - generator loss: 0.762366 - 1s
Epoch 22260/50000
discriminator loss: 1.351651 - generator loss: 0.744518 - 1s
Epoch 22261/50000
discriminator loss: 1.358981 - generator loss: 0.739749 - 1s
Epoch 22262/50000
discriminator loss: 1.357969 - generator loss: 0.738020 - 1s
Epoch 22263/50000
discriminator loss: 1.355692 - generator loss: 0.738388 - 1s
Epoch 22264/50000
discriminator loss: 1.353332 - generator loss: 0.743513 - 1s
Epoch 22265/50000
discriminator loss: 1.354218 - generator loss: 0.750249 - 1s
Epoch 22266/50000
discriminator loss: 1.362747 - generator loss: 0.743630 - 1s
Epoch 22267/50000
discriminator loss: 1.365580 - generator loss: 0.742521 - 1s
Epoch 22268/50000
discriminator loss: 1.353998 - generator loss: 0.745335 - 1s
Epoch 22269/50000
discriminator loss: 1.354396 - generator loss: 0.748524 - 1s
Epoch 22270/50000
discriminator loss: 1.348337 - generator loss: 0.741507 - 1s
Epoch 22271/50000
discriminator loss: 1.352276 - generator loss: 0.741622 - 1s
Epoch 22272/50000
discriminator loss: 1.355937 - generator loss: 0.737150 - 1s
Epoch 22273/50000
discriminator loss: 1.344620 - generator loss: 0.749979 - 1s
Epoch 22274/50000
discriminator loss: 1.342786 - generator loss: 0.754100 - 1s
Epoch 22275/50000
discriminator loss: 1.345203 - generator loss: 0.743734 - 1s
Epoch 22276/50000
discriminator loss: 1.357554 - generator loss: 0.743736 - 1s
Epoch 22277/50000
discriminator loss: 1.350667 - generator loss: 0.748212 - 1s
Epoch 22278/50000
discriminator loss: 1.348629 - generator loss: 0.756152 - 1s
Epoch 22279/50000
discriminator loss: 1.357442 - generator loss: 0.740518 - 1s
Epoch 22280/50000
discriminator loss: 1.350928 - generator loss: 0.747317 - 1s
Epoch 22281/50000
discriminator loss: 1.357644 - generator loss: 0.740244 - 1s
Epoch 22282/50000
discriminator loss: 1.350820 - generator loss: 0.741155 - 1s
Epoch 22283/50000
discriminator loss: 1.356215 - generator loss: 0.739634 - 1s
Epoch 22284/50000
discriminator loss: 1.355715 - generator loss: 0.742653 - 1s
Epoch 22285/50000
discriminator loss: 1.355741 - generator loss: 0.744101 - 1s
Epoch 22286/50000
discriminator loss: 1.354358 - generator loss: 0.748673 - 1s
Epoch 22287/50000
discriminator loss: 1.350318 - generator loss: 0.748553 - 1s
Epoch 22288/50000
discriminator loss: 1.349149 - generator loss: 0.749058 - 1s
Epoch 22289/50000
discriminator loss: 1.350526 - generator loss: 0.747535 - 1s
Epoch 22290/50000
discriminator loss: 1.360073 - generator loss: 0.735955 - 1s
Epoch 22291/50000
discriminator loss: 1.358189 - generator loss: 0.738674 - 1s
Epoch 22292/50000
discriminator loss: 1.352264 - generator loss: 0.742292 - 1s
Epoch 22293/50000
discriminator loss: 1.354096 - generator loss: 0.743097 - 1s
Epoch 22294/50000
discriminator loss: 1.355257 - generator loss: 0.742687 - 1s
Epoch 22295/50000
discriminator loss: 1.359698 - generator loss: 0.745278 - 1s
Epoch 22296/50000
discriminator loss: 1.356871 - generator loss: 0.742361 - 1s
Epoch 22297/50000
discriminator loss: 1.355977 - generator loss: 0.741545 - 1s
Epoch 22298/50000
discriminator loss: 1.356329 - generator loss: 0.747726 - 1s
Epoch 22299/50000
discriminator loss: 1.355199 - generator loss: 0.738913 - 1s
Epoch 22300/50000
discriminator loss: 1.357997 - generator loss: 0.741735 - 1s
Epoch 22301/50000
discriminator loss: 1.354314 - generator loss: 0.736382 - 1s
Epoch 22302/50000
discriminator loss: 1.353327 - generator loss: 0.738820 - 1s
Epoch 22303/50000
discriminator loss: 1.352596 - generator loss: 0.752555 - 1s
Epoch 22304/50000
discriminator loss: 1.355762 - generator loss: 0.744600 - 1s
Epoch 22305/50000
discriminator loss: 1.354147 - generator loss: 0.744459 - 1s
Epoch 22306/50000
discriminator loss: 1.354114 - generator loss: 0.749776 - 1s
Epoch 22307/50000
discriminator loss: 1.353638 - generator loss: 0.744934 - 1s
Epoch 22308/50000
discriminator loss: 1.361534 - generator loss: 0.733366 - 1s
Epoch 22309/50000
discriminator loss: 1.356917 - generator loss: 0.742787 - 1s
Epoch 22310/50000
discriminator loss: 1.358507 - generator loss: 0.729250 - 1s
Epoch 22311/50000
discriminator loss: 1.351385 - generator loss: 0.753170 - 1s
Epoch 22312/50000
discriminator loss: 1.350100 - generator loss: 0.747093 - 1s
Epoch 22313/50000
discriminator loss: 1.355662 - generator loss: 0.745101 - 1s
Epoch 22314/50000
discriminator loss: 1.354906 - generator loss: 0.745510 - 1s
Epoch 22315/50000
discriminator loss: 1.351364 - generator loss: 0.750925 - 1s
Epoch 22316/50000
discriminator loss: 1.348807 - generator loss: 0.742374 - 1s
Epoch 22317/50000
discriminator loss: 1.356011 - generator loss: 0.741998 - 1s
Epoch 22318/50000
discriminator loss: 1.362166 - generator loss: 0.735443 - 1s
Epoch 22319/50000
discriminator loss: 1.352717 - generator loss: 0.743631 - 1s
Epoch 22320/50000
discriminator loss: 1.345926 - generator loss: 0.752763 - 1s
Epoch 22321/50000
discriminator loss: 1.349159 - generator loss: 0.747152 - 1s
Epoch 22322/50000
discriminator loss: 1.356599 - generator loss: 0.741203 - 1s
Epoch 22323/50000
discriminator loss: 1.351537 - generator loss: 0.742968 - 1s
Epoch 22324/50000
discriminator loss: 1.347146 - generator loss: 0.757832 - 1s
Epoch 22325/50000
discriminator loss: 1.354115 - generator loss: 0.745219 - 1s
Epoch 22326/50000
discriminator loss: 1.357957 - generator loss: 0.741261 - 1s
Epoch 22327/50000
discriminator loss: 1.353092 - generator loss: 0.741162 - 1s
Epoch 22328/50000
discriminator loss: 1.351390 - generator loss: 0.742131 - 1s
Epoch 22329/50000
discriminator loss: 1.344543 - generator loss: 0.747782 - 1s
Epoch 22330/50000
discriminator loss: 1.347553 - generator loss: 0.740844 - 1s
Epoch 22331/50000
discriminator loss: 1.353234 - generator loss: 0.752023 - 1s
Epoch 22332/50000
discriminator loss: 1.353439 - generator loss: 0.748782 - 1s
Epoch 22333/50000
discriminator loss: 1.353399 - generator loss: 0.746526 - 1s
Epoch 22334/50000
discriminator loss: 1.350058 - generator loss: 0.751250 - 1s
Epoch 22335/50000
discriminator loss: 1.352593 - generator loss: 0.742390 - 1s
Epoch 22336/50000
discriminator loss: 1.352055 - generator loss: 0.743244 - 1s
Epoch 22337/50000
discriminator loss: 1.353141 - generator loss: 0.741241 - 1s
Epoch 22338/50000
discriminator loss: 1.351816 - generator loss: 0.744666 - 1s
Epoch 22339/50000
discriminator loss: 1.354449 - generator loss: 0.742563 - 1s
Epoch 22340/50000
discriminator loss: 1.362644 - generator loss: 0.736306 - 1s
Epoch 22341/50000
discriminator loss: 1.356603 - generator loss: 0.750861 - 1s
Epoch 22342/50000
discriminator loss: 1.347752 - generator loss: 0.751765 - 1s
Epoch 22343/50000
discriminator loss: 1.348121 - generator loss: 0.753914 - 1s
Epoch 22344/50000
discriminator loss: 1.357651 - generator loss: 0.734904 - 1s
Epoch 22345/50000
discriminator loss: 1.352815 - generator loss: 0.736804 - 1s
Epoch 22346/50000
discriminator loss: 1.361807 - generator loss: 0.734191 - 1s
Epoch 22347/50000
discriminator loss: 1.341995 - generator loss: 0.754568 - 1s
Epoch 22348/50000
discriminator loss: 1.350832 - generator loss: 0.745550 - 1s
Epoch 22349/50000
discriminator loss: 1.361814 - generator loss: 0.743588 - 1s
Epoch 22350/50000
discriminator loss: 1.361277 - generator loss: 0.738121 - 1s
Epoch 22351/50000
discriminator loss: 1.350667 - generator loss: 0.749263 - 1s
Epoch 22352/50000
discriminator loss: 1.364139 - generator loss: 0.740715 - 1s
Epoch 22353/50000
discriminator loss: 1.352991 - generator loss: 0.747064 - 1s
Epoch 22354/50000
discriminator loss: 1.354502 - generator loss: 0.739632 - 1s
Epoch 22355/50000
discriminator loss: 1.361652 - generator loss: 0.739091 - 1s
Epoch 22356/50000
discriminator loss: 1.352640 - generator loss: 0.744857 - 1s
Epoch 22357/50000
discriminator loss: 1.357396 - generator loss: 0.734155 - 1s
Epoch 22358/50000
discriminator loss: 1.356068 - generator loss: 0.744755 - 1s
Epoch 22359/50000
discriminator loss: 1.355825 - generator loss: 0.746356 - 1s
Epoch 22360/50000
discriminator loss: 1.346312 - generator loss: 0.755722 - 1s
Epoch 22361/50000
discriminator loss: 1.349727 - generator loss: 0.754494 - 1s
Epoch 22362/50000
discriminator loss: 1.354381 - generator loss: 0.741729 - 1s
Epoch 22363/50000
discriminator loss: 1.358809 - generator loss: 0.739847 - 1s
Epoch 22364/50000
discriminator loss: 1.351319 - generator loss: 0.737142 - 1s
Epoch 22365/50000
discriminator loss: 1.346432 - generator loss: 0.747835 - 1s
Epoch 22366/50000
discriminator loss: 1.350520 - generator loss: 0.749032 - 1s
Epoch 22367/50000
discriminator loss: 1.357327 - generator loss: 0.746501 - 1s
Epoch 22368/50000
discriminator loss: 1.352007 - generator loss: 0.744338 - 1s
Epoch 22369/50000
discriminator loss: 1.352505 - generator loss: 0.746643 - 1s
Epoch 22370/50000
discriminator loss: 1.350075 - generator loss: 0.750135 - 1s
Epoch 22371/50000
discriminator loss: 1.353958 - generator loss: 0.741103 - 1s
Epoch 22372/50000
discriminator loss: 1.358381 - generator loss: 0.738496 - 1s
Epoch 22373/50000
discriminator loss: 1.352336 - generator loss: 0.744675 - 1s
Epoch 22374/50000
discriminator loss: 1.357343 - generator loss: 0.737337 - 1s
Epoch 22375/50000
discriminator loss: 1.361618 - generator loss: 0.737622 - 1s
Epoch 22376/50000
discriminator loss: 1.367985 - generator loss: 0.737692 - 1s
Epoch 22377/50000
discriminator loss: 1.350749 - generator loss: 0.748519 - 1s
Epoch 22378/50000
discriminator loss: 1.353100 - generator loss: 0.748347 - 1s
Epoch 22379/50000
discriminator loss: 1.359641 - generator loss: 0.745212 - 1s
Epoch 22380/50000
discriminator loss: 1.352030 - generator loss: 0.743237 - 1s
Epoch 22381/50000
discriminator loss: 1.359317 - generator loss: 0.737095 - 1s
Epoch 22382/50000
discriminator loss: 1.352252 - generator loss: 0.741057 - 1s
Epoch 22383/50000
discriminator loss: 1.353662 - generator loss: 0.736703 - 1s
Epoch 22384/50000
discriminator loss: 1.355753 - generator loss: 0.747777 - 1s
Epoch 22385/50000
discriminator loss: 1.360588 - generator loss: 0.742304 - 1s
Epoch 22386/50000
discriminator loss: 1.354221 - generator loss: 0.744332 - 1s
Epoch 22387/50000
discriminator loss: 1.344349 - generator loss: 0.748466 - 1s
Epoch 22388/50000
discriminator loss: 1.347524 - generator loss: 0.751710 - 1s
Epoch 22389/50000
discriminator loss: 1.351856 - generator loss: 0.743526 - 1s
Epoch 22390/50000
discriminator loss: 1.360788 - generator loss: 0.731702 - 1s
Epoch 22391/50000
discriminator loss: 1.353340 - generator loss: 0.747922 - 1s
Epoch 22392/50000
discriminator loss: 1.345310 - generator loss: 0.745982 - 1s
Epoch 22393/50000
discriminator loss: 1.355591 - generator loss: 0.743670 - 1s
Epoch 22394/50000
discriminator loss: 1.362387 - generator loss: 0.740506 - 1s
Epoch 22395/50000
discriminator loss: 1.352239 - generator loss: 0.746811 - 1s
Epoch 22396/50000
discriminator loss: 1.357058 - generator loss: 0.748783 - 1s
Epoch 22397/50000
discriminator loss: 1.339784 - generator loss: 0.760712 - 1s
Epoch 22398/50000
discriminator loss: 1.354567 - generator loss: 0.738912 - 1s
Epoch 22399/50000
discriminator loss: 1.358749 - generator loss: 0.732452 - 1s
Epoch 22400/50000
discriminator loss: 1.352891 - generator loss: 0.740519 - 1s
Epoch 22401/50000
discriminator loss: 1.354949 - generator loss: 0.745607 - 1s
Epoch 22402/50000
discriminator loss: 1.352193 - generator loss: 0.743977 - 1s
Epoch 22403/50000
discriminator loss: 1.348954 - generator loss: 0.747627 - 1s
Epoch 22404/50000
discriminator loss: 1.358593 - generator loss: 0.748236 - 1s
Epoch 22405/50000
discriminator loss: 1.350720 - generator loss: 0.750290 - 1s
Epoch 22406/50000
discriminator loss: 1.345791 - generator loss: 0.751576 - 1s
Epoch 22407/50000
discriminator loss: 1.353363 - generator loss: 0.743577 - 1s
Epoch 22408/50000
discriminator loss: 1.364870 - generator loss: 0.739308 - 1s
Epoch 22409/50000
discriminator loss: 1.359735 - generator loss: 0.732155 - 1s
Epoch 22410/50000
discriminator loss: 1.350145 - generator loss: 0.741006 - 1s
Epoch 22411/50000
discriminator loss: 1.347725 - generator loss: 0.747224 - 1s
Epoch 22412/50000
discriminator loss: 1.354359 - generator loss: 0.747333 - 1s
Epoch 22413/50000
discriminator loss: 1.359350 - generator loss: 0.740510 - 1s
Epoch 22414/50000
discriminator loss: 1.344352 - generator loss: 0.751176 - 1s
Epoch 22415/50000
discriminator loss: 1.353321 - generator loss: 0.758485 - 1s
Epoch 22416/50000
discriminator loss: 1.353369 - generator loss: 0.747308 - 1s
Epoch 22417/50000
discriminator loss: 1.353827 - generator loss: 0.741808 - 1s
Epoch 22418/50000
discriminator loss: 1.358145 - generator loss: 0.731949 - 1s
Epoch 22419/50000
discriminator loss: 1.350837 - generator loss: 0.740481 - 1s
Epoch 22420/50000
discriminator loss: 1.351057 - generator loss: 0.746502 - 1s
Epoch 22421/50000
discriminator loss: 1.356484 - generator loss: 0.742439 - 1s
Epoch 22422/50000
discriminator loss: 1.360208 - generator loss: 0.737057 - 1s
Epoch 22423/50000
discriminator loss: 1.352923 - generator loss: 0.749593 - 1s
Epoch 22424/50000
discriminator loss: 1.353125 - generator loss: 0.749421 - 1s
Epoch 22425/50000
discriminator loss: 1.345441 - generator loss: 0.757774 - 1s
Epoch 22426/50000
discriminator loss: 1.354464 - generator loss: 0.742361 - 1s
Epoch 22427/50000
discriminator loss: 1.364760 - generator loss: 0.730488 - 1s
Epoch 22428/50000
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Epoch 22429/50000
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Epoch 22430/50000
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Epoch 22431/50000
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Epoch 22432/50000
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Epoch 22433/50000
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Epoch 22434/50000
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Epoch 22435/50000
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Epoch 22436/50000
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Epoch 22437/50000
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Epoch 22438/50000
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Epoch 22439/50000
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Epoch 22440/50000
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Epoch 22441/50000
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Epoch 22442/50000
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Epoch 22443/50000
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Epoch 22444/50000
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Epoch 22445/50000
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Epoch 22446/50000
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Epoch 22447/50000
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Epoch 22448/50000
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Epoch 22449/50000
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Epoch 22450/50000
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Epoch 22451/50000
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Epoch 22452/50000
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Epoch 22453/50000
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Epoch 22454/50000
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Epoch 22455/50000
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Epoch 22456/50000
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Epoch 22457/50000
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Epoch 22458/50000
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Epoch 22459/50000
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Epoch 22460/50000
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Epoch 22461/50000
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Epoch 22462/50000
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Epoch 22463/50000
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Epoch 22464/50000
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Epoch 22465/50000
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Epoch 22466/50000
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Epoch 22467/50000
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Epoch 22468/50000
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Epoch 22469/50000
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Epoch 22470/50000
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Epoch 22471/50000
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Epoch 22472/50000
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Epoch 22473/50000
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Epoch 22474/50000
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Epoch 22475/50000
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Epoch 22476/50000
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Epoch 22477/50000
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Epoch 22478/50000
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Epoch 22479/50000
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Epoch 22480/50000
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Epoch 22481/50000
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Epoch 22482/50000
discriminator loss: 1.360195 - generator loss: 0.735871 - 1s
Epoch 22483/50000
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Epoch 22484/50000
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Epoch 22485/50000
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Epoch 22486/50000
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Epoch 22487/50000
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Epoch 22488/50000
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Epoch 22489/50000
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Epoch 22490/50000
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Epoch 22491/50000
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Epoch 22492/50000
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Epoch 22493/50000
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Epoch 22494/50000
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Epoch 22495/50000
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Epoch 22496/50000
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Epoch 22497/50000
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Epoch 22498/50000
discriminator loss: 1.351216 - generator loss: 0.745121 - 1s
Epoch 22499/50000
discriminator loss: 1.342515 - generator loss: 0.751021 - 1s
Epoch 22500/50000
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Epoch 22501/50000
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Epoch 22502/50000
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Epoch 22503/50000
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Epoch 22504/50000
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Epoch 22505/50000
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Epoch 22506/50000
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Epoch 22507/50000
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Epoch 22508/50000
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Epoch 22509/50000
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Epoch 22510/50000
discriminator loss: 1.356415 - generator loss: 0.745333 - 1s
Epoch 22511/50000
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Epoch 22512/50000
discriminator loss: 1.358028 - generator loss: 0.734487 - 1s
Epoch 22513/50000
discriminator loss: 1.346797 - generator loss: 0.749515 - 1s
Epoch 22514/50000
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Epoch 22515/50000
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Epoch 22516/50000
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Epoch 22517/50000
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Epoch 22518/50000
discriminator loss: 1.351762 - generator loss: 0.748717 - 1s
Epoch 22519/50000
discriminator loss: 1.355944 - generator loss: 0.746994 - 1s
Epoch 22520/50000
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Epoch 22521/50000
discriminator loss: 1.357903 - generator loss: 0.735223 - 1s
Epoch 22522/50000
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Epoch 22523/50000
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Epoch 22524/50000
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Epoch 22525/50000
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Epoch 22526/50000
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Epoch 22527/50000
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Epoch 22528/50000
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Epoch 22529/50000
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Epoch 22530/50000
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Epoch 22531/50000
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Epoch 22532/50000
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Epoch 22533/50000
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Epoch 22534/50000
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Epoch 22535/50000
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Epoch 22536/50000
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Epoch 22537/50000
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Epoch 22538/50000
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Epoch 22539/50000
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Epoch 22540/50000
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Epoch 22541/50000
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Epoch 22542/50000
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Epoch 22543/50000
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Epoch 22544/50000
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Epoch 22545/50000
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Epoch 22546/50000
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Epoch 22547/50000
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Epoch 22548/50000
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Epoch 22549/50000
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Epoch 22550/50000
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Epoch 22551/50000
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Epoch 22552/50000
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Epoch 22553/50000
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Epoch 22554/50000
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Epoch 22555/50000
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Epoch 22556/50000
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Epoch 22557/50000
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Epoch 22558/50000
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Epoch 22559/50000
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Epoch 22560/50000
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Epoch 22561/50000
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Epoch 22562/50000
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Epoch 22563/50000
discriminator loss: 1.361431 - generator loss: 0.745390 - 1s
Epoch 22564/50000
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Epoch 22565/50000
discriminator loss: 1.352148 - generator loss: 0.756796 - 1s
Epoch 22566/50000
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Epoch 22567/50000
discriminator loss: 1.356100 - generator loss: 0.744748 - 1s
Epoch 22568/50000
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Epoch 22569/50000
discriminator loss: 1.355800 - generator loss: 0.742091 - 1s
Epoch 22570/50000
discriminator loss: 1.350677 - generator loss: 0.741470 - 1s
Epoch 22571/50000
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Epoch 22572/50000
discriminator loss: 1.358619 - generator loss: 0.745712 - 1s
Epoch 22573/50000
discriminator loss: 1.365303 - generator loss: 0.732337 - 1s
Epoch 22574/50000
discriminator loss: 1.355818 - generator loss: 0.751302 - 1s
Epoch 22575/50000
discriminator loss: 1.352365 - generator loss: 0.750008 - 1s
Epoch 22576/50000
discriminator loss: 1.353046 - generator loss: 0.747846 - 1s
Epoch 22577/50000
discriminator loss: 1.353224 - generator loss: 0.742935 - 1s
Epoch 22578/50000
discriminator loss: 1.358118 - generator loss: 0.735657 - 1s
Epoch 22579/50000
discriminator loss: 1.355674 - generator loss: 0.733604 - 1s
Epoch 22580/50000
discriminator loss: 1.348091 - generator loss: 0.749060 - 1s
Epoch 22581/50000
discriminator loss: 1.350263 - generator loss: 0.754254 - 1s
Epoch 22582/50000
discriminator loss: 1.348809 - generator loss: 0.749514 - 1s
Epoch 22583/50000
discriminator loss: 1.363093 - generator loss: 0.737337 - 1s
Epoch 22584/50000
discriminator loss: 1.345597 - generator loss: 0.755934 - 1s
Epoch 22585/50000
discriminator loss: 1.332250 - generator loss: 0.768645 - 1s
Epoch 22586/50000
discriminator loss: 1.335856 - generator loss: 0.753843 - 1s
Epoch 22587/50000
discriminator loss: 1.349548 - generator loss: 0.744372 - 1s
Epoch 22588/50000
discriminator loss: 1.352085 - generator loss: 0.736368 - 1s
Epoch 22589/50000
discriminator loss: 1.327885 - generator loss: 0.757144 - 1s
Epoch 22590/50000
discriminator loss: 1.344944 - generator loss: 0.754011 - 1s
Epoch 22591/50000
discriminator loss: 1.349800 - generator loss: 0.747919 - 1s
Epoch 22592/50000
discriminator loss: 1.353393 - generator loss: 0.742577 - 1s
Epoch 22593/50000
discriminator loss: 1.353589 - generator loss: 0.749841 - 1s
Epoch 22594/50000
discriminator loss: 1.344912 - generator loss: 0.761238 - 1s
Epoch 22595/50000
discriminator loss: 1.351727 - generator loss: 0.746767 - 1s
Epoch 22596/50000
discriminator loss: 1.356104 - generator loss: 0.744767 - 1s
Epoch 22597/50000
discriminator loss: 1.356381 - generator loss: 0.738026 - 1s
Epoch 22598/50000
discriminator loss: 1.361282 - generator loss: 0.731485 - 1s
Epoch 22599/50000
discriminator loss: 1.349335 - generator loss: 0.747031 - 1s
Epoch 22600/50000
discriminator loss: 1.354478 - generator loss: 0.742151 - 1s
Epoch 22601/50000
discriminator loss: 1.357911 - generator loss: 0.742414 - 1s
Epoch 22602/50000
discriminator loss: 1.363857 - generator loss: 0.743333 - 1s
Epoch 22603/50000
discriminator loss: 1.349103 - generator loss: 0.749104 - 1s
Epoch 22604/50000
discriminator loss: 1.345064 - generator loss: 0.756589 - 1s
Epoch 22605/50000
discriminator loss: 1.348974 - generator loss: 0.747335 - 1s
Epoch 22606/50000
discriminator loss: 1.358973 - generator loss: 0.741326 - 1s
Epoch 22607/50000
discriminator loss: 1.354571 - generator loss: 0.735441 - 1s
Epoch 22608/50000
discriminator loss: 1.343867 - generator loss: 0.750426 - 1s
Epoch 22609/50000
discriminator loss: 1.344639 - generator loss: 0.750577 - 1s
Epoch 22610/50000
discriminator loss: 1.348081 - generator loss: 0.753388 - 1s
Epoch 22611/50000
discriminator loss: 1.357097 - generator loss: 0.734571 - 1s
Epoch 22612/50000
discriminator loss: 1.366663 - generator loss: 0.742322 - 1s
Epoch 22613/50000
discriminator loss: 1.345294 - generator loss: 0.758092 - 1s
Epoch 22614/50000
discriminator loss: 1.349302 - generator loss: 0.754666 - 1s
Epoch 22615/50000
discriminator loss: 1.354419 - generator loss: 0.748831 - 1s
Epoch 22616/50000
discriminator loss: 1.365146 - generator loss: 0.733426 - 1s
Epoch 22617/50000
discriminator loss: 1.349368 - generator loss: 0.740792 - 1s
Epoch 22618/50000
discriminator loss: 1.352504 - generator loss: 0.732750 - 1s
Epoch 22619/50000
discriminator loss: 1.350837 - generator loss: 0.744561 - 1s
Epoch 22620/50000
discriminator loss: 1.355206 - generator loss: 0.751288 - 1s
Epoch 22621/50000
discriminator loss: 1.366127 - generator loss: 0.738201 - 1s
Epoch 22622/50000
discriminator loss: 1.344028 - generator loss: 0.754472 - 1s
Epoch 22623/50000
discriminator loss: 1.342743 - generator loss: 0.757618 - 1s
Epoch 22624/50000
discriminator loss: 1.348338 - generator loss: 0.752916 - 1s
Epoch 22625/50000
discriminator loss: 1.352972 - generator loss: 0.739807 - 1s
Epoch 22626/50000
discriminator loss: 1.356022 - generator loss: 0.738434 - 1s
Epoch 22627/50000
discriminator loss: 1.346416 - generator loss: 0.744427 - 1s
Epoch 22628/50000
discriminator loss: 1.343958 - generator loss: 0.745407 - 1s
Epoch 22629/50000
discriminator loss: 1.345246 - generator loss: 0.745979 - 1s
Epoch 22630/50000
discriminator loss: 1.359941 - generator loss: 0.744508 - 1s
Epoch 22631/50000
discriminator loss: 1.357780 - generator loss: 0.748317 - 1s
Epoch 22632/50000
discriminator loss: 1.348714 - generator loss: 0.755874 - 1s
Epoch 22633/50000
discriminator loss: 1.347881 - generator loss: 0.741972 - 1s
Epoch 22634/50000
discriminator loss: 1.349231 - generator loss: 0.743119 - 1s
Epoch 22635/50000
discriminator loss: 1.358919 - generator loss: 0.738040 - 1s
Epoch 22636/50000
discriminator loss: 1.366142 - generator loss: 0.733586 - 1s
Epoch 22637/50000
discriminator loss: 1.351605 - generator loss: 0.743961 - 1s
Epoch 22638/50000
discriminator loss: 1.349984 - generator loss: 0.741941 - 1s
Epoch 22639/50000
discriminator loss: 1.350986 - generator loss: 0.746943 - 1s
Epoch 22640/50000
discriminator loss: 1.357238 - generator loss: 0.741139 - 1s
Epoch 22641/50000
discriminator loss: 1.357863 - generator loss: 0.740649 - 1s
Epoch 22642/50000
discriminator loss: 1.348739 - generator loss: 0.756631 - 1s
Epoch 22643/50000
discriminator loss: 1.341935 - generator loss: 0.756390 - 1s
Epoch 22644/50000
discriminator loss: 1.349592 - generator loss: 0.749460 - 1s
Epoch 22645/50000
discriminator loss: 1.355025 - generator loss: 0.732450 - 1s
Epoch 22646/50000
discriminator loss: 1.353456 - generator loss: 0.740477 - 1s
Epoch 22647/50000
discriminator loss: 1.351324 - generator loss: 0.743311 - 1s
Epoch 22648/50000
discriminator loss: 1.349386 - generator loss: 0.743778 - 1s
Epoch 22649/50000
discriminator loss: 1.357626 - generator loss: 0.745629 - 1s
Epoch 22650/50000
discriminator loss: 1.365011 - generator loss: 0.741614 - 1s
Epoch 22651/50000
discriminator loss: 1.349733 - generator loss: 0.750306 - 1s
Epoch 22652/50000
discriminator loss: 1.343206 - generator loss: 0.758142 - 1s
Epoch 22653/50000
discriminator loss: 1.350796 - generator loss: 0.746537 - 1s
Epoch 22654/50000
discriminator loss: 1.349410 - generator loss: 0.742313 - 1s
Epoch 22655/50000
discriminator loss: 1.365564 - generator loss: 0.730091 - 1s
Epoch 22656/50000
discriminator loss: 1.345546 - generator loss: 0.749353 - 1s
Epoch 22657/50000
discriminator loss: 1.354974 - generator loss: 0.749470 - 1s
Epoch 22658/50000
discriminator loss: 1.356721 - generator loss: 0.741514 - 1s
Epoch 22659/50000
discriminator loss: 1.356703 - generator loss: 0.739302 - 1s
Epoch 22660/50000
discriminator loss: 1.358867 - generator loss: 0.747155 - 1s
Epoch 22661/50000
discriminator loss: 1.344018 - generator loss: 0.758724 - 1s
Epoch 22662/50000
discriminator loss: 1.341993 - generator loss: 0.749873 - 1s
Epoch 22663/50000
discriminator loss: 1.348638 - generator loss: 0.749594 - 1s
Epoch 22664/50000
discriminator loss: 1.352083 - generator loss: 0.744016 - 1s
Epoch 22665/50000
discriminator loss: 1.353588 - generator loss: 0.734047 - 1s
Epoch 22666/50000
discriminator loss: 1.355153 - generator loss: 0.741619 - 1s
Epoch 22667/50000
discriminator loss: 1.352051 - generator loss: 0.745528 - 1s
Epoch 22668/50000
discriminator loss: 1.352512 - generator loss: 0.746156 - 1s
Epoch 22669/50000
discriminator loss: 1.349722 - generator loss: 0.746735 - 1s
Epoch 22670/50000
discriminator loss: 1.357906 - generator loss: 0.743601 - 1s
Epoch 22671/50000
discriminator loss: 1.350565 - generator loss: 0.751247 - 1s
Epoch 22672/50000
discriminator loss: 1.355919 - generator loss: 0.745165 - 1s
Epoch 22673/50000
discriminator loss: 1.344043 - generator loss: 0.747649 - 1s
Epoch 22674/50000
discriminator loss: 1.354822 - generator loss: 0.741601 - 1s
Epoch 22675/50000
discriminator loss: 1.347229 - generator loss: 0.740369 - 1s
Epoch 22676/50000
discriminator loss: 1.340636 - generator loss: 0.750857 - 1s
Epoch 22677/50000
discriminator loss: 1.351215 - generator loss: 0.747190 - 1s
Epoch 22678/50000
discriminator loss: 1.354566 - generator loss: 0.743682 - 1s
Epoch 22679/50000
discriminator loss: 1.351839 - generator loss: 0.746560 - 1s
Epoch 22680/50000
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Epoch 22681/50000
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Epoch 22682/50000
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Epoch 22683/50000
discriminator loss: 1.355789 - generator loss: 0.736266 - 1s
Epoch 22684/50000
discriminator loss: 1.350348 - generator loss: 0.739180 - 1s
Epoch 22685/50000
discriminator loss: 1.353013 - generator loss: 0.749189 - 1s
Epoch 22686/50000
discriminator loss: 1.357401 - generator loss: 0.743373 - 1s
Epoch 22687/50000
discriminator loss: 1.363253 - generator loss: 0.741593 - 1s
Epoch 22688/50000
discriminator loss: 1.357076 - generator loss: 0.747281 - 1s
Epoch 22689/50000
discriminator loss: 1.350629 - generator loss: 0.746757 - 1s
Epoch 22690/50000
discriminator loss: 1.346037 - generator loss: 0.752691 - 1s
Epoch 22691/50000
discriminator loss: 1.353419 - generator loss: 0.748201 - 1s
Epoch 22692/50000
discriminator loss: 1.357152 - generator loss: 0.738167 - 1s
Epoch 22693/50000
discriminator loss: 1.368850 - generator loss: 0.729900 - 1s
Epoch 22694/50000
discriminator loss: 1.352514 - generator loss: 0.742082 - 1s
Epoch 22695/50000
discriminator loss: 1.357698 - generator loss: 0.744235 - 1s
Epoch 22696/50000
discriminator loss: 1.354448 - generator loss: 0.747623 - 1s
Epoch 22697/50000
discriminator loss: 1.356861 - generator loss: 0.744255 - 1s
Epoch 22698/50000
discriminator loss: 1.346071 - generator loss: 0.750959 - 1s
Epoch 22699/50000
discriminator loss: 1.345879 - generator loss: 0.760281 - 1s
Epoch 22700/50000
discriminator loss: 1.343490 - generator loss: 0.752669 - 1s
Epoch 22701/50000
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Epoch 22702/50000
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Epoch 22703/50000
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Epoch 22704/50000
discriminator loss: 1.348796 - generator loss: 0.745804 - 1s
Epoch 22705/50000
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Epoch 22706/50000
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Epoch 22707/50000
discriminator loss: 1.346433 - generator loss: 0.760186 - 1s
Epoch 22708/50000
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Epoch 22709/50000
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Epoch 22710/50000
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Epoch 22711/50000
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Epoch 22712/50000
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Epoch 22713/50000
discriminator loss: 1.337431 - generator loss: 0.752579 - 1s
Epoch 22714/50000
discriminator loss: 1.350070 - generator loss: 0.750888 - 1s
Epoch 22715/50000
discriminator loss: 1.351612 - generator loss: 0.744367 - 1s
Epoch 22716/50000
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Epoch 22717/50000
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Epoch 22718/50000
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Epoch 22719/50000
discriminator loss: 1.344049 - generator loss: 0.757700 - 1s
Epoch 22720/50000
discriminator loss: 1.360257 - generator loss: 0.738584 - 1s
Epoch 22721/50000
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Epoch 22722/50000
discriminator loss: 1.350789 - generator loss: 0.736664 - 1s
Epoch 22723/50000
discriminator loss: 1.351755 - generator loss: 0.744756 - 1s
Epoch 22724/50000
discriminator loss: 1.355674 - generator loss: 0.741658 - 1s
Epoch 22725/50000
discriminator loss: 1.368138 - generator loss: 0.739811 - 1s
Epoch 22726/50000
discriminator loss: 1.358977 - generator loss: 0.744722 - 1s
Epoch 22727/50000
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Epoch 22728/50000
discriminator loss: 1.349273 - generator loss: 0.753534 - 1s
Epoch 22729/50000
discriminator loss: 1.354133 - generator loss: 0.746807 - 1s
Epoch 22730/50000
discriminator loss: 1.359456 - generator loss: 0.731700 - 1s
Epoch 22731/50000
discriminator loss: 1.365069 - generator loss: 0.727689 - 1s
Epoch 22732/50000
discriminator loss: 1.350610 - generator loss: 0.744236 - 1s
Epoch 22733/50000
discriminator loss: 1.343466 - generator loss: 0.755134 - 1s
Epoch 22734/50000
discriminator loss: 1.358647 - generator loss: 0.749852 - 1s
Epoch 22735/50000
discriminator loss: 1.364848 - generator loss: 0.741022 - 1s
Epoch 22736/50000
discriminator loss: 1.349065 - generator loss: 0.749818 - 1s
Epoch 22737/50000
discriminator loss: 1.352610 - generator loss: 0.747043 - 1s
Epoch 22738/50000
discriminator loss: 1.346080 - generator loss: 0.750368 - 1s
Epoch 22739/50000
discriminator loss: 1.354425 - generator loss: 0.738634 - 1s
Epoch 22740/50000
discriminator loss: 1.358119 - generator loss: 0.734910 - 1s
Epoch 22741/50000
discriminator loss: 1.351571 - generator loss: 0.747325 - 1s
Epoch 22742/50000
discriminator loss: 1.351084 - generator loss: 0.741079 - 1s
Epoch 22743/50000
discriminator loss: 1.363321 - generator loss: 0.740423 - 1s
Epoch 22744/50000
discriminator loss: 1.361190 - generator loss: 0.737116 - 1s
Epoch 22745/50000
discriminator loss: 1.353119 - generator loss: 0.757308 - 1s
Epoch 22746/50000
discriminator loss: 1.345913 - generator loss: 0.759142 - 1s
Epoch 22747/50000
discriminator loss: 1.351154 - generator loss: 0.753966 - 1s
Epoch 22748/50000
discriminator loss: 1.357252 - generator loss: 0.736946 - 1s
Epoch 22749/50000
discriminator loss: 1.371432 - generator loss: 0.724330 - 1s
Epoch 22750/50000
discriminator loss: 1.356235 - generator loss: 0.733063 - 1s
Epoch 22751/50000
discriminator loss: 1.347356 - generator loss: 0.746027 - 1s
Epoch 22752/50000
discriminator loss: 1.348133 - generator loss: 0.758914 - 1s
Epoch 22753/50000
discriminator loss: 1.366347 - generator loss: 0.739811 - 1s
Epoch 22754/50000
discriminator loss: 1.360842 - generator loss: 0.740340 - 1s
Epoch 22755/50000
discriminator loss: 1.352063 - generator loss: 0.752079 - 1s
Epoch 22756/50000
discriminator loss: 1.344844 - generator loss: 0.756891 - 1s
Epoch 22757/50000
discriminator loss: 1.360970 - generator loss: 0.743481 - 1s
Epoch 22758/50000
discriminator loss: 1.358351 - generator loss: 0.739733 - 1s
Epoch 22759/50000
discriminator loss: 1.367291 - generator loss: 0.730178 - 1s
Epoch 22760/50000
discriminator loss: 1.346249 - generator loss: 0.752270 - 1s
Epoch 22761/50000
discriminator loss: 1.339268 - generator loss: 0.748480 - 1s
Epoch 22762/50000
discriminator loss: 1.340765 - generator loss: 0.748083 - 1s
Epoch 22763/50000
discriminator loss: 1.351448 - generator loss: 0.754902 - 1s
Epoch 22764/50000
discriminator loss: 1.355723 - generator loss: 0.735443 - 1s
Epoch 22765/50000
discriminator loss: 1.349092 - generator loss: 0.756203 - 1s
Epoch 22766/50000
discriminator loss: 1.350033 - generator loss: 0.755058 - 1s
Epoch 22767/50000
discriminator loss: 1.353203 - generator loss: 0.748052 - 1s
Epoch 22768/50000
discriminator loss: 1.367213 - generator loss: 0.734246 - 1s
Epoch 22769/50000
discriminator loss: 1.347616 - generator loss: 0.744185 - 1s
Epoch 22770/50000
discriminator loss: 1.356278 - generator loss: 0.731705 - 1s
Epoch 22771/50000
discriminator loss: 1.349649 - generator loss: 0.755237 - 1s
Epoch 22772/50000
discriminator loss: 1.355102 - generator loss: 0.744757 - 1s
Epoch 22773/50000
discriminator loss: 1.357749 - generator loss: 0.746304 - 1s
Epoch 22774/50000
discriminator loss: 1.358447 - generator loss: 0.748088 - 1s
Epoch 22775/50000
discriminator loss: 1.350721 - generator loss: 0.755237 - 1s
Epoch 22776/50000
discriminator loss: 1.350172 - generator loss: 0.750403 - 1s
Epoch 22777/50000
discriminator loss: 1.361217 - generator loss: 0.732277 - 1s
Epoch 22778/50000
discriminator loss: 1.350237 - generator loss: 0.745677 - 1s
Epoch 22779/50000
discriminator loss: 1.360252 - generator loss: 0.734147 - 1s
Epoch 22780/50000
discriminator loss: 1.347736 - generator loss: 0.746964 - 1s
Epoch 22781/50000
discriminator loss: 1.337923 - generator loss: 0.755892 - 1s
Epoch 22782/50000
discriminator loss: 1.354714 - generator loss: 0.751076 - 1s
Epoch 22783/50000
discriminator loss: 1.363303 - generator loss: 0.738427 - 1s
Epoch 22784/50000
discriminator loss: 1.344640 - generator loss: 0.753344 - 1s
Epoch 22785/50000
discriminator loss: 1.351545 - generator loss: 0.745661 - 1s
Epoch 22786/50000
discriminator loss: 1.342002 - generator loss: 0.750096 - 1s
Epoch 22787/50000
discriminator loss: 1.354639 - generator loss: 0.751904 - 1s
Epoch 22788/50000
discriminator loss: 1.350619 - generator loss: 0.745773 - 1s
Epoch 22789/50000
discriminator loss: 1.359888 - generator loss: 0.739724 - 1s
Epoch 22790/50000
discriminator loss: 1.348526 - generator loss: 0.737513 - 1s
Epoch 22791/50000
discriminator loss: 1.358560 - generator loss: 0.734546 - 1s
Epoch 22792/50000
discriminator loss: 1.359308 - generator loss: 0.748599 - 1s
Epoch 22793/50000
discriminator loss: 1.346972 - generator loss: 0.748486 - 1s
Epoch 22794/50000
discriminator loss: 1.346110 - generator loss: 0.762221 - 1s
Epoch 22795/50000
discriminator loss: 1.341293 - generator loss: 0.754422 - 1s
Epoch 22796/50000
discriminator loss: 1.351899 - generator loss: 0.745912 - 1s
Epoch 22797/50000
discriminator loss: 1.352612 - generator loss: 0.739803 - 1s
Epoch 22798/50000
discriminator loss: 1.354528 - generator loss: 0.743296 - 1s
Epoch 22799/50000
discriminator loss: 1.335960 - generator loss: 0.747349 - 1s
Epoch 22800/50000
discriminator loss: 1.349567 - generator loss: 0.744585 - 1s
Epoch 22801/50000
discriminator loss: 1.355492 - generator loss: 0.747767 - 1s
Epoch 22802/50000
discriminator loss: 1.354615 - generator loss: 0.751616 - 1s
Epoch 22803/50000
discriminator loss: 1.353535 - generator loss: 0.748430 - 1s
Epoch 22804/50000
discriminator loss: 1.343457 - generator loss: 0.750594 - 1s
Epoch 22805/50000
discriminator loss: 1.354965 - generator loss: 0.736949 - 1s
Epoch 22806/50000
discriminator loss: 1.355093 - generator loss: 0.746114 - 1s
Epoch 22807/50000
discriminator loss: 1.356370 - generator loss: 0.739750 - 1s
Epoch 22808/50000
discriminator loss: 1.338497 - generator loss: 0.756894 - 1s
Epoch 22809/50000
discriminator loss: 1.346580 - generator loss: 0.750450 - 1s
Epoch 22810/50000
discriminator loss: 1.348280 - generator loss: 0.745084 - 1s
Epoch 22811/50000
discriminator loss: 1.356451 - generator loss: 0.737870 - 1s
Epoch 22812/50000
discriminator loss: 1.357462 - generator loss: 0.744292 - 1s
Epoch 22813/50000
discriminator loss: 1.347609 - generator loss: 0.752693 - 1s
Epoch 22814/50000
discriminator loss: 1.349998 - generator loss: 0.747814 - 1s
Epoch 22815/50000
discriminator loss: 1.355566 - generator loss: 0.747071 - 1s
Epoch 22816/50000
discriminator loss: 1.358275 - generator loss: 0.741499 - 1s
Epoch 22817/50000
discriminator loss: 1.344067 - generator loss: 0.744927 - 1s
Epoch 22818/50000
discriminator loss: 1.346530 - generator loss: 0.746194 - 1s
Epoch 22819/50000
discriminator loss: 1.352707 - generator loss: 0.744067 - 1s
Epoch 22820/50000
discriminator loss: 1.349433 - generator loss: 0.750828 - 1s
Epoch 22821/50000
discriminator loss: 1.368322 - generator loss: 0.737804 - 1s
Epoch 22822/50000
discriminator loss: 1.354691 - generator loss: 0.752623 - 1s
Epoch 22823/50000
discriminator loss: 1.357747 - generator loss: 0.747258 - 1s
Epoch 22824/50000
discriminator loss: 1.357213 - generator loss: 0.742889 - 1s
Epoch 22825/50000
discriminator loss: 1.359166 - generator loss: 0.731811 - 1s
Epoch 22826/50000
discriminator loss: 1.351629 - generator loss: 0.737269 - 1s
Epoch 22827/50000
discriminator loss: 1.354056 - generator loss: 0.741549 - 1s
Epoch 22828/50000
discriminator loss: 1.347625 - generator loss: 0.750806 - 1s
Epoch 22829/50000
discriminator loss: 1.343412 - generator loss: 0.750976 - 1s
Epoch 22830/50000
discriminator loss: 1.354904 - generator loss: 0.749179 - 1s
Epoch 22831/50000
discriminator loss: 1.352314 - generator loss: 0.749234 - 1s
Epoch 22832/50000
discriminator loss: 1.344912 - generator loss: 0.751507 - 1s
Epoch 22833/50000
discriminator loss: 1.347438 - generator loss: 0.749819 - 1s
Epoch 22834/50000
discriminator loss: 1.340583 - generator loss: 0.751110 - 1s
Epoch 22835/50000
discriminator loss: 1.352373 - generator loss: 0.741136 - 1s
Epoch 22836/50000
discriminator loss: 1.355618 - generator loss: 0.738882 - 1s
Epoch 22837/50000
discriminator loss: 1.351890 - generator loss: 0.744907 - 1s
Epoch 22838/50000
discriminator loss: 1.349955 - generator loss: 0.749647 - 1s
Epoch 22839/50000
discriminator loss: 1.358513 - generator loss: 0.741767 - 1s
Epoch 22840/50000
discriminator loss: 1.357840 - generator loss: 0.742842 - 1s
Epoch 22841/50000
discriminator loss: 1.353515 - generator loss: 0.755284 - 1s
Epoch 22842/50000
discriminator loss: 1.357996 - generator loss: 0.739928 - 1s
Epoch 22843/50000
discriminator loss: 1.345618 - generator loss: 0.752705 - 1s
Epoch 22844/50000
discriminator loss: 1.356712 - generator loss: 0.745352 - 1s
Epoch 22845/50000
discriminator loss: 1.354960 - generator loss: 0.734426 - 1s
Epoch 22846/50000
discriminator loss: 1.357573 - generator loss: 0.734136 - 1s
Epoch 22847/50000
discriminator loss: 1.358589 - generator loss: 0.742237 - 1s
Epoch 22848/50000
discriminator loss: 1.356850 - generator loss: 0.744597 - 1s
Epoch 22849/50000
discriminator loss: 1.367903 - generator loss: 0.737356 - 1s
Epoch 22850/50000
discriminator loss: 1.354364 - generator loss: 0.752091 - 1s
Epoch 22851/50000
discriminator loss: 1.354792 - generator loss: 0.749973 - 1s
Epoch 22852/50000
discriminator loss: 1.349166 - generator loss: 0.743348 - 1s
Epoch 22853/50000
discriminator loss: 1.354896 - generator loss: 0.741396 - 1s
Epoch 22854/50000
discriminator loss: 1.360017 - generator loss: 0.737017 - 1s
Epoch 22855/50000
discriminator loss: 1.355181 - generator loss: 0.747878 - 1s
Epoch 22856/50000
discriminator loss: 1.349798 - generator loss: 0.744017 - 1s
Epoch 22857/50000
discriminator loss: 1.354558 - generator loss: 0.746671 - 1s
Epoch 22858/50000
discriminator loss: 1.347174 - generator loss: 0.756422 - 1s
Epoch 22859/50000
discriminator loss: 1.354468 - generator loss: 0.741276 - 1s
Epoch 22860/50000
discriminator loss: 1.347728 - generator loss: 0.753594 - 1s
Epoch 22861/50000
discriminator loss: 1.344400 - generator loss: 0.750160 - 1s
Epoch 22862/50000
discriminator loss: 1.355307 - generator loss: 0.741430 - 1s
Epoch 22863/50000
discriminator loss: 1.357868 - generator loss: 0.748124 - 1s
Epoch 22864/50000
discriminator loss: 1.350217 - generator loss: 0.742017 - 1s
Epoch 22865/50000
discriminator loss: 1.353222 - generator loss: 0.743160 - 1s
Epoch 22866/50000
discriminator loss: 1.345467 - generator loss: 0.746891 - 1s
Epoch 22867/50000
discriminator loss: 1.353696 - generator loss: 0.740695 - 1s
Epoch 22868/50000
discriminator loss: 1.361615 - generator loss: 0.743236 - 1s
Epoch 22869/50000
discriminator loss: 1.342618 - generator loss: 0.762116 - 1s
Epoch 22870/50000
discriminator loss: 1.356692 - generator loss: 0.740414 - 1s
Epoch 22871/50000
discriminator loss: 1.347001 - generator loss: 0.752753 - 1s
Epoch 22872/50000
discriminator loss: 1.356040 - generator loss: 0.741375 - 1s
Epoch 22873/50000
discriminator loss: 1.359215 - generator loss: 0.733059 - 1s
Epoch 22874/50000
discriminator loss: 1.349871 - generator loss: 0.742355 - 1s
Epoch 22875/50000
discriminator loss: 1.349101 - generator loss: 0.748485 - 1s
Epoch 22876/50000
discriminator loss: 1.355458 - generator loss: 0.743690 - 1s
Epoch 22877/50000
discriminator loss: 1.342356 - generator loss: 0.756294 - 1s
Epoch 22878/50000
discriminator loss: 1.353118 - generator loss: 0.744587 - 1s
Epoch 22879/50000
discriminator loss: 1.346671 - generator loss: 0.754367 - 1s
Epoch 22880/50000
discriminator loss: 1.346973 - generator loss: 0.747315 - 1s
Epoch 22881/50000
discriminator loss: 1.357955 - generator loss: 0.737802 - 1s
Epoch 22882/50000
discriminator loss: 1.362940 - generator loss: 0.736908 - 1s
Epoch 22883/50000
discriminator loss: 1.353415 - generator loss: 0.750236 - 1s
Epoch 22884/50000
discriminator loss: 1.349608 - generator loss: 0.746390 - 1s
Epoch 22885/50000
discriminator loss: 1.342705 - generator loss: 0.749861 - 1s
Epoch 22886/50000
discriminator loss: 1.358349 - generator loss: 0.741246 - 1s
Epoch 22887/50000
discriminator loss: 1.354264 - generator loss: 0.744081 - 1s
Epoch 22888/50000
discriminator loss: 1.352025 - generator loss: 0.743246 - 1s
Epoch 22889/50000
discriminator loss: 1.354513 - generator loss: 0.745997 - 1s
Epoch 22890/50000
discriminator loss: 1.352988 - generator loss: 0.756113 - 1s
Epoch 22891/50000
discriminator loss: 1.355202 - generator loss: 0.736201 - 1s
Epoch 22892/50000
discriminator loss: 1.354925 - generator loss: 0.737982 - 1s
Epoch 22893/50000
discriminator loss: 1.353215 - generator loss: 0.742019 - 1s
Epoch 22894/50000
discriminator loss: 1.349530 - generator loss: 0.743930 - 1s
Epoch 22895/50000
discriminator loss: 1.358543 - generator loss: 0.746390 - 1s
Epoch 22896/50000
discriminator loss: 1.363237 - generator loss: 0.742529 - 1s
Epoch 22897/50000
discriminator loss: 1.352977 - generator loss: 0.751703 - 1s
Epoch 22898/50000
discriminator loss: 1.348562 - generator loss: 0.745318 - 1s
Epoch 22899/50000
discriminator loss: 1.349908 - generator loss: 0.750671 - 1s
Epoch 22900/50000
discriminator loss: 1.356018 - generator loss: 0.736235 - 1s
Epoch 22901/50000
discriminator loss: 1.344669 - generator loss: 0.739508 - 1s
Epoch 22902/50000
discriminator loss: 1.351739 - generator loss: 0.739757 - 1s
Epoch 22903/50000
discriminator loss: 1.349576 - generator loss: 0.749898 - 1s
Epoch 22904/50000
discriminator loss: 1.350672 - generator loss: 0.755911 - 1s
Epoch 22905/50000
discriminator loss: 1.360276 - generator loss: 0.745269 - 1s
Epoch 22906/50000
discriminator loss: 1.366547 - generator loss: 0.740709 - 1s
Epoch 22907/50000
discriminator loss: 1.344588 - generator loss: 0.756021 - 1s
Epoch 22908/50000
discriminator loss: 1.345891 - generator loss: 0.748725 - 1s
Epoch 22909/50000
discriminator loss: 1.361400 - generator loss: 0.737661 - 1s
Epoch 22910/50000
discriminator loss: 1.356250 - generator loss: 0.744888 - 1s
Epoch 22911/50000
discriminator loss: 1.357605 - generator loss: 0.742030 - 1s
Epoch 22912/50000
discriminator loss: 1.353544 - generator loss: 0.746231 - 1s
Epoch 22913/50000
discriminator loss: 1.359765 - generator loss: 0.737993 - 1s
Epoch 22914/50000
discriminator loss: 1.359913 - generator loss: 0.738254 - 1s
Epoch 22915/50000
discriminator loss: 1.366266 - generator loss: 0.741043 - 1s
Epoch 22916/50000
discriminator loss: 1.353915 - generator loss: 0.750258 - 1s
Epoch 22917/50000
discriminator loss: 1.339023 - generator loss: 0.759186 - 1s
Epoch 22918/50000
discriminator loss: 1.352030 - generator loss: 0.743831 - 1s
Epoch 22919/50000
discriminator loss: 1.354687 - generator loss: 0.736810 - 1s
Epoch 22920/50000
discriminator loss: 1.356267 - generator loss: 0.732206 - 1s
Epoch 22921/50000
discriminator loss: 1.352640 - generator loss: 0.745298 - 1s
Epoch 22922/50000
discriminator loss: 1.349109 - generator loss: 0.748248 - 1s
Epoch 22923/50000
discriminator loss: 1.362517 - generator loss: 0.735846 - 1s
Epoch 22924/50000
discriminator loss: 1.358178 - generator loss: 0.747257 - 1s
Epoch 22925/50000
discriminator loss: 1.349634 - generator loss: 0.750094 - 1s
Epoch 22926/50000
discriminator loss: 1.347131 - generator loss: 0.757178 - 1s
Epoch 22927/50000
discriminator loss: 1.354396 - generator loss: 0.741354 - 1s
Epoch 22928/50000
discriminator loss: 1.358642 - generator loss: 0.735280 - 1s
Epoch 22929/50000
discriminator loss: 1.356175 - generator loss: 0.736265 - 1s
Epoch 22930/50000
discriminator loss: 1.342084 - generator loss: 0.747832 - 1s
Epoch 22931/50000
discriminator loss: 1.343374 - generator loss: 0.756978 - 1s
Epoch 22932/50000
discriminator loss: 1.352374 - generator loss: 0.744375 - 1s
Epoch 22933/50000
discriminator loss: 1.360450 - generator loss: 0.738598 - 1s
Epoch 22934/50000
discriminator loss: 1.354282 - generator loss: 0.748009 - 1s
Epoch 22935/50000
discriminator loss: 1.352903 - generator loss: 0.751600 - 1s
Epoch 22936/50000
discriminator loss: 1.342676 - generator loss: 0.754638 - 1s
Epoch 22937/50000
discriminator loss: 1.356305 - generator loss: 0.740573 - 1s
Epoch 22938/50000
discriminator loss: 1.357184 - generator loss: 0.744498 - 1s
Epoch 22939/50000
discriminator loss: 1.347091 - generator loss: 0.743997 - 1s
Epoch 22940/50000
discriminator loss: 1.346448 - generator loss: 0.742592 - 1s
Epoch 22941/50000
discriminator loss: 1.353871 - generator loss: 0.741580 - 1s
Epoch 22942/50000
discriminator loss: 1.353996 - generator loss: 0.743204 - 1s
Epoch 22943/50000
discriminator loss: 1.356807 - generator loss: 0.744632 - 1s
Epoch 22944/50000
discriminator loss: 1.357841 - generator loss: 0.750945 - 1s
Epoch 22945/50000
discriminator loss: 1.346346 - generator loss: 0.752992 - 1s
Epoch 22946/50000
discriminator loss: 1.341119 - generator loss: 0.756952 - 1s
Epoch 22947/50000
discriminator loss: 1.348369 - generator loss: 0.741270 - 1s
Epoch 22948/50000
discriminator loss: 1.343722 - generator loss: 0.740755 - 1s
Epoch 22949/50000
discriminator loss: 1.349959 - generator loss: 0.737488 - 1s
Epoch 22950/50000
discriminator loss: 1.345245 - generator loss: 0.752919 - 1s
Epoch 22951/50000
discriminator loss: 1.342909 - generator loss: 0.750364 - 1s
Epoch 22952/50000
discriminator loss: 1.350368 - generator loss: 0.755153 - 1s
Epoch 22953/50000
discriminator loss: 1.350189 - generator loss: 0.754596 - 1s
Epoch 22954/50000
discriminator loss: 1.343218 - generator loss: 0.753457 - 1s
Epoch 22955/50000
discriminator loss: 1.339120 - generator loss: 0.755712 - 1s
Epoch 22956/50000
discriminator loss: 1.347221 - generator loss: 0.745132 - 1s
Epoch 22957/50000
discriminator loss: 1.358491 - generator loss: 0.735373 - 1s
Epoch 22958/50000
discriminator loss: 1.355876 - generator loss: 0.742982 - 1s
Epoch 22959/50000
discriminator loss: 1.347777 - generator loss: 0.742424 - 1s
Epoch 22960/50000
discriminator loss: 1.361311 - generator loss: 0.743200 - 1s
Epoch 22961/50000
discriminator loss: 1.360181 - generator loss: 0.735874 - 1s
Epoch 22962/50000
discriminator loss: 1.357404 - generator loss: 0.743123 - 1s
Epoch 22963/50000
discriminator loss: 1.354873 - generator loss: 0.748860 - 1s
Epoch 22964/50000
discriminator loss: 1.355311 - generator loss: 0.747083 - 1s
Epoch 22965/50000
discriminator loss: 1.353545 - generator loss: 0.751885 - 1s
Epoch 22966/50000
discriminator loss: 1.359205 - generator loss: 0.734182 - 1s
Epoch 22967/50000
discriminator loss: 1.353729 - generator loss: 0.735267 - 1s
Epoch 22968/50000
discriminator loss: 1.359019 - generator loss: 0.738569 - 1s
Epoch 22969/50000
discriminator loss: 1.348336 - generator loss: 0.741424 - 1s
Epoch 22970/50000
discriminator loss: 1.345601 - generator loss: 0.747806 - 1s
Epoch 22971/50000
discriminator loss: 1.364400 - generator loss: 0.742189 - 1s
Epoch 22972/50000
discriminator loss: 1.365594 - generator loss: 0.741739 - 1s
Epoch 22973/50000
discriminator loss: 1.347354 - generator loss: 0.753820 - 1s
Epoch 22974/50000
discriminator loss: 1.351286 - generator loss: 0.749784 - 1s
Epoch 22975/50000
discriminator loss: 1.358548 - generator loss: 0.737156 - 1s
Epoch 22976/50000
discriminator loss: 1.360536 - generator loss: 0.733932 - 1s
Epoch 22977/50000
discriminator loss: 1.356396 - generator loss: 0.739340 - 1s
Epoch 22978/50000
discriminator loss: 1.338806 - generator loss: 0.754253 - 1s
Epoch 22979/50000
discriminator loss: 1.353951 - generator loss: 0.749936 - 1s
Epoch 22980/50000
discriminator loss: 1.354966 - generator loss: 0.738312 - 1s
Epoch 22981/50000
discriminator loss: 1.351242 - generator loss: 0.749561 - 1s
Epoch 22982/50000
discriminator loss: 1.350065 - generator loss: 0.747724 - 1s
Epoch 22983/50000
discriminator loss: 1.340896 - generator loss: 0.758672 - 1s
Epoch 22984/50000
discriminator loss: 1.346785 - generator loss: 0.753653 - 1s
Epoch 22985/50000
discriminator loss: 1.374817 - generator loss: 0.733761 - 1s
Epoch 22986/50000
discriminator loss: 1.354351 - generator loss: 0.736112 - 1s
Epoch 22987/50000
discriminator loss: 1.354533 - generator loss: 0.739109 - 1s
Epoch 22988/50000
discriminator loss: 1.352080 - generator loss: 0.747459 - 1s
Epoch 22989/50000
discriminator loss: 1.346421 - generator loss: 0.748870 - 1s
Epoch 22990/50000
discriminator loss: 1.353244 - generator loss: 0.745981 - 1s
Epoch 22991/50000
discriminator loss: 1.352197 - generator loss: 0.756759 - 1s
Epoch 22992/50000
discriminator loss: 1.350229 - generator loss: 0.747636 - 1s
Epoch 22993/50000
discriminator loss: 1.355403 - generator loss: 0.751750 - 1s
Epoch 22994/50000
discriminator loss: 1.358503 - generator loss: 0.738232 - 1s
Epoch 22995/50000
discriminator loss: 1.359210 - generator loss: 0.736489 - 1s
Epoch 22996/50000
discriminator loss: 1.357267 - generator loss: 0.735394 - 1s
Epoch 22997/50000
discriminator loss: 1.343234 - generator loss: 0.750221 - 1s
Epoch 22998/50000
discriminator loss: 1.350616 - generator loss: 0.742128 - 1s
Epoch 22999/50000
discriminator loss: 1.355187 - generator loss: 0.754275 - 1s
Epoch 23000/50000
discriminator loss: 1.357314 - generator loss: 0.747578 - 1s
Epoch 23001/50000
discriminator loss: 1.347282 - generator loss: 0.751271 - 1s

Loss: 

Epoch 23002/50000
discriminator loss: 1.355424 - generator loss: 0.744387 - 1s
Epoch 23003/50000
discriminator loss: 1.358231 - generator loss: 0.736638 - 1s
Epoch 23004/50000
discriminator loss: 1.359260 - generator loss: 0.738687 - 1s
Epoch 23005/50000
discriminator loss: 1.348823 - generator loss: 0.746486 - 1s
Epoch 23006/50000
discriminator loss: 1.347404 - generator loss: 0.740824 - 1s
Epoch 23007/50000
discriminator loss: 1.352818 - generator loss: 0.747852 - 1s
Epoch 23008/50000
discriminator loss: 1.356019 - generator loss: 0.742499 - 1s
Epoch 23009/50000
discriminator loss: 1.363381 - generator loss: 0.739483 - 1s
Epoch 23010/50000
discriminator loss: 1.355776 - generator loss: 0.746185 - 1s
Epoch 23011/50000
discriminator loss: 1.348004 - generator loss: 0.753168 - 1s
Epoch 23012/50000
discriminator loss: 1.340187 - generator loss: 0.756995 - 1s
Epoch 23013/50000
discriminator loss: 1.345040 - generator loss: 0.746894 - 1s
Epoch 23014/50000
discriminator loss: 1.356632 - generator loss: 0.737717 - 1s
Epoch 23015/50000
discriminator loss: 1.345347 - generator loss: 0.746802 - 1s
Epoch 23016/50000
discriminator loss: 1.354232 - generator loss: 0.739204 - 1s
Epoch 23017/50000
discriminator loss: 1.348356 - generator loss: 0.746844 - 1s
Epoch 23018/50000
discriminator loss: 1.353853 - generator loss: 0.744293 - 1s
Epoch 23019/50000
discriminator loss: 1.354683 - generator loss: 0.749564 - 1s
Epoch 23020/50000
discriminator loss: 1.359099 - generator loss: 0.744362 - 1s
Epoch 23021/50000
discriminator loss: 1.339986 - generator loss: 0.759470 - 1s
Epoch 23022/50000
discriminator loss: 1.342230 - generator loss: 0.747334 - 1s
Epoch 23023/50000
discriminator loss: 1.350469 - generator loss: 0.744395 - 1s
Epoch 23024/50000
discriminator loss: 1.351317 - generator loss: 0.740380 - 1s
Epoch 23025/50000
discriminator loss: 1.349492 - generator loss: 0.742582 - 1s
Epoch 23026/50000
discriminator loss: 1.345837 - generator loss: 0.746379 - 1s
Epoch 23027/50000
discriminator loss: 1.359393 - generator loss: 0.740571 - 1s
Epoch 23028/50000
discriminator loss: 1.361346 - generator loss: 0.744721 - 1s
Epoch 23029/50000
discriminator loss: 1.351562 - generator loss: 0.748115 - 1s
Epoch 23030/50000
discriminator loss: 1.354766 - generator loss: 0.749561 - 1s
Epoch 23031/50000
discriminator loss: 1.349902 - generator loss: 0.753186 - 1s
Epoch 23032/50000
discriminator loss: 1.357368 - generator loss: 0.741584 - 1s
Epoch 23033/50000
discriminator loss: 1.353119 - generator loss: 0.739520 - 1s
Epoch 23034/50000
discriminator loss: 1.358378 - generator loss: 0.736670 - 1s
Epoch 23035/50000
discriminator loss: 1.350099 - generator loss: 0.740381 - 1s
Epoch 23036/50000
discriminator loss: 1.355774 - generator loss: 0.749594 - 1s
Epoch 23037/50000
discriminator loss: 1.350441 - generator loss: 0.752284 - 1s
Epoch 23038/50000
discriminator loss: 1.347767 - generator loss: 0.745685 - 1s
Epoch 23039/50000
discriminator loss: 1.346238 - generator loss: 0.747619 - 1s
Epoch 23040/50000
discriminator loss: 1.347995 - generator loss: 0.751227 - 1s
Epoch 23041/50000
discriminator loss: 1.352806 - generator loss: 0.746572 - 1s
Epoch 23042/50000
discriminator loss: 1.361178 - generator loss: 0.743692 - 1s
Epoch 23043/50000
discriminator loss: 1.354040 - generator loss: 0.737339 - 1s
Epoch 23044/50000
discriminator loss: 1.354094 - generator loss: 0.739848 - 1s
Epoch 23045/50000
discriminator loss: 1.353617 - generator loss: 0.747690 - 1s
Epoch 23046/50000
discriminator loss: 1.345649 - generator loss: 0.748908 - 1s
Epoch 23047/50000
discriminator loss: 1.348479 - generator loss: 0.744172 - 1s
Epoch 23048/50000
discriminator loss: 1.355085 - generator loss: 0.748243 - 1s
Epoch 23049/50000
discriminator loss: 1.349502 - generator loss: 0.748792 - 1s
Epoch 23050/50000
discriminator loss: 1.346083 - generator loss: 0.750987 - 1s
Epoch 23051/50000
discriminator loss: 1.351804 - generator loss: 0.745966 - 1s
Epoch 23052/50000
discriminator loss: 1.360329 - generator loss: 0.738457 - 1s
Epoch 23053/50000
discriminator loss: 1.348739 - generator loss: 0.749429 - 1s
Epoch 23054/50000
discriminator loss: 1.355157 - generator loss: 0.734462 - 1s
Epoch 23055/50000
discriminator loss: 1.349990 - generator loss: 0.747721 - 1s
Epoch 23056/50000
discriminator loss: 1.351944 - generator loss: 0.742486 - 1s
Epoch 23057/50000
discriminator loss: 1.354500 - generator loss: 0.748736 - 1s
Epoch 23058/50000
discriminator loss: 1.353451 - generator loss: 0.752025 - 1s
Epoch 23059/50000
discriminator loss: 1.348793 - generator loss: 0.749873 - 1s
Epoch 23060/50000
discriminator loss: 1.358021 - generator loss: 0.747870 - 1s
Epoch 23061/50000
discriminator loss: 1.352899 - generator loss: 0.739204 - 1s
Epoch 23062/50000
discriminator loss: 1.349545 - generator loss: 0.743420 - 1s
Epoch 23063/50000
discriminator loss: 1.348644 - generator loss: 0.742412 - 1s
Epoch 23064/50000
discriminator loss: 1.341248 - generator loss: 0.755701 - 1s
Epoch 23065/50000
discriminator loss: 1.347462 - generator loss: 0.747517 - 1s
Epoch 23066/50000
discriminator loss: 1.362318 - generator loss: 0.741332 - 1s
Epoch 23067/50000
discriminator loss: 1.352929 - generator loss: 0.746239 - 1s
Epoch 23068/50000
discriminator loss: 1.356032 - generator loss: 0.748741 - 1s
Epoch 23069/50000
discriminator loss: 1.350886 - generator loss: 0.747970 - 1s
Epoch 23070/50000
discriminator loss: 1.353383 - generator loss: 0.748149 - 1s
Epoch 23071/50000
discriminator loss: 1.355457 - generator loss: 0.740698 - 1s
Epoch 23072/50000
discriminator loss: 1.352581 - generator loss: 0.746493 - 1s
Epoch 23073/50000
discriminator loss: 1.351025 - generator loss: 0.742131 - 1s
Epoch 23074/50000
discriminator loss: 1.359338 - generator loss: 0.737487 - 1s
Epoch 23075/50000
discriminator loss: 1.355637 - generator loss: 0.742983 - 1s
Epoch 23076/50000
discriminator loss: 1.353586 - generator loss: 0.743091 - 1s
Epoch 23077/50000
discriminator loss: 1.354208 - generator loss: 0.749467 - 1s
Epoch 23078/50000
discriminator loss: 1.345737 - generator loss: 0.758269 - 1s
Epoch 23079/50000
discriminator loss: 1.342748 - generator loss: 0.747122 - 1s
Epoch 23080/50000
discriminator loss: 1.350929 - generator loss: 0.740021 - 1s
Epoch 23081/50000
discriminator loss: 1.356250 - generator loss: 0.737585 - 1s
Epoch 23082/50000
discriminator loss: 1.353991 - generator loss: 0.744623 - 1s
Epoch 23083/50000
discriminator loss: 1.351024 - generator loss: 0.744417 - 1s
Epoch 23084/50000
discriminator loss: 1.354427 - generator loss: 0.742822 - 1s
Epoch 23085/50000
discriminator loss: 1.362293 - generator loss: 0.736777 - 1s
Epoch 23086/50000
discriminator loss: 1.363479 - generator loss: 0.740681 - 1s
Epoch 23087/50000
discriminator loss: 1.353191 - generator loss: 0.751189 - 1s
Epoch 23088/50000
discriminator loss: 1.355975 - generator loss: 0.745425 - 1s
Epoch 23089/50000
discriminator loss: 1.352915 - generator loss: 0.742810 - 1s
Epoch 23090/50000
discriminator loss: 1.362191 - generator loss: 0.736817 - 1s
Epoch 23091/50000
discriminator loss: 1.352123 - generator loss: 0.743312 - 1s
Epoch 23092/50000
discriminator loss: 1.349527 - generator loss: 0.748311 - 1s
Epoch 23093/50000
discriminator loss: 1.341442 - generator loss: 0.754345 - 1s
Epoch 23094/50000
discriminator loss: 1.356862 - generator loss: 0.748066 - 1s
Epoch 23095/50000
discriminator loss: 1.359375 - generator loss: 0.739113 - 1s
Epoch 23096/50000
discriminator loss: 1.350365 - generator loss: 0.747631 - 1s
Epoch 23097/50000
discriminator loss: 1.353089 - generator loss: 0.741243 - 1s
Epoch 23098/50000
discriminator loss: 1.349792 - generator loss: 0.754342 - 1s
Epoch 23099/50000
discriminator loss: 1.358204 - generator loss: 0.736205 - 1s
Epoch 23100/50000
discriminator loss: 1.352659 - generator loss: 0.743512 - 1s
Epoch 23101/50000
discriminator loss: 1.362045 - generator loss: 0.740499 - 1s
Epoch 23102/50000
discriminator loss: 1.359169 - generator loss: 0.740564 - 1s
Epoch 23103/50000
discriminator loss: 1.355420 - generator loss: 0.740378 - 1s
Epoch 23104/50000
discriminator loss: 1.364839 - generator loss: 0.741878 - 1s
Epoch 23105/50000
discriminator loss: 1.348269 - generator loss: 0.749802 - 1s
Epoch 23106/50000
discriminator loss: 1.354139 - generator loss: 0.749272 - 1s
Epoch 23107/50000
discriminator loss: 1.354046 - generator loss: 0.744350 - 1s
Epoch 23108/50000
discriminator loss: 1.349665 - generator loss: 0.745984 - 1s
Epoch 23109/50000
discriminator loss: 1.351955 - generator loss: 0.742961 - 1s
Epoch 23110/50000
discriminator loss: 1.348703 - generator loss: 0.746116 - 1s
Epoch 23111/50000
discriminator loss: 1.350156 - generator loss: 0.745459 - 1s
Epoch 23112/50000
discriminator loss: 1.352329 - generator loss: 0.747322 - 1s
Epoch 23113/50000
discriminator loss: 1.351253 - generator loss: 0.746725 - 1s
Epoch 23114/50000
discriminator loss: 1.361177 - generator loss: 0.740750 - 1s
Epoch 23115/50000
discriminator loss: 1.350559 - generator loss: 0.747605 - 1s
Epoch 23116/50000
discriminator loss: 1.343525 - generator loss: 0.752420 - 1s
Epoch 23117/50000
discriminator loss: 1.356196 - generator loss: 0.742948 - 1s
Epoch 23118/50000
discriminator loss: 1.348114 - generator loss: 0.742304 - 1s
Epoch 23119/50000
discriminator loss: 1.356901 - generator loss: 0.739804 - 1s
Epoch 23120/50000
discriminator loss: 1.351338 - generator loss: 0.742530 - 1s
Epoch 23121/50000
discriminator loss: 1.352274 - generator loss: 0.749621 - 1s
Epoch 23122/50000
discriminator loss: 1.351436 - generator loss: 0.743647 - 1s
Epoch 23123/50000
discriminator loss: 1.356333 - generator loss: 0.740491 - 1s
Epoch 23124/50000
discriminator loss: 1.352333 - generator loss: 0.748303 - 1s
Epoch 23125/50000
discriminator loss: 1.355861 - generator loss: 0.747032 - 1s
Epoch 23126/50000
discriminator loss: 1.354857 - generator loss: 0.740390 - 1s
Epoch 23127/50000
discriminator loss: 1.353186 - generator loss: 0.738621 - 1s
Epoch 23128/50000
discriminator loss: 1.348414 - generator loss: 0.747523 - 1s
Epoch 23129/50000
discriminator loss: 1.348205 - generator loss: 0.744473 - 1s
Epoch 23130/50000
discriminator loss: 1.358500 - generator loss: 0.742150 - 1s
Epoch 23131/50000
discriminator loss: 1.357793 - generator loss: 0.745791 - 1s
Epoch 23132/50000
discriminator loss: 1.350534 - generator loss: 0.749516 - 1s
Epoch 23133/50000
discriminator loss: 1.346324 - generator loss: 0.751707 - 1s
Epoch 23134/50000
discriminator loss: 1.352574 - generator loss: 0.743663 - 1s
Epoch 23135/50000
discriminator loss: 1.354827 - generator loss: 0.741870 - 1s
Epoch 23136/50000
discriminator loss: 1.349512 - generator loss: 0.748820 - 1s
Epoch 23137/50000
discriminator loss: 1.352067 - generator loss: 0.745255 - 1s
Epoch 23138/50000
discriminator loss: 1.347717 - generator loss: 0.746131 - 1s
Epoch 23139/50000
discriminator loss: 1.357887 - generator loss: 0.741340 - 1s
Epoch 23140/50000
discriminator loss: 1.354082 - generator loss: 0.741400 - 1s
Epoch 23141/50000
discriminator loss: 1.349557 - generator loss: 0.752357 - 1s
Epoch 23142/50000
discriminator loss: 1.345983 - generator loss: 0.747245 - 1s
Epoch 23143/50000
discriminator loss: 1.353514 - generator loss: 0.747322 - 1s
Epoch 23144/50000
discriminator loss: 1.355204 - generator loss: 0.742814 - 1s
Epoch 23145/50000
discriminator loss: 1.352449 - generator loss: 0.741232 - 1s
Epoch 23146/50000
discriminator loss: 1.357471 - generator loss: 0.739776 - 1s
Epoch 23147/50000
discriminator loss: 1.346310 - generator loss: 0.746012 - 1s
Epoch 23148/50000
discriminator loss: 1.358310 - generator loss: 0.740931 - 1s
Epoch 23149/50000
discriminator loss: 1.350580 - generator loss: 0.745074 - 1s
Epoch 23150/50000
discriminator loss: 1.351632 - generator loss: 0.747939 - 1s
Epoch 23151/50000
discriminator loss: 1.344284 - generator loss: 0.758949 - 1s
Epoch 23152/50000
discriminator loss: 1.345811 - generator loss: 0.744316 - 1s
Epoch 23153/50000
discriminator loss: 1.353190 - generator loss: 0.743624 - 1s
Epoch 23154/50000
discriminator loss: 1.357628 - generator loss: 0.735550 - 1s
Epoch 23155/50000
discriminator loss: 1.364222 - generator loss: 0.740609 - 1s
Epoch 23156/50000
discriminator loss: 1.350317 - generator loss: 0.750394 - 1s
Epoch 23157/50000
discriminator loss: 1.365480 - generator loss: 0.741131 - 1s
Epoch 23158/50000
discriminator loss: 1.351112 - generator loss: 0.744427 - 1s
Epoch 23159/50000
discriminator loss: 1.352688 - generator loss: 0.741030 - 1s
Epoch 23160/50000
discriminator loss: 1.354637 - generator loss: 0.745483 - 1s
Epoch 23161/50000
discriminator loss: 1.348351 - generator loss: 0.751135 - 1s
Epoch 23162/50000
discriminator loss: 1.350483 - generator loss: 0.747753 - 1s
Epoch 23163/50000
discriminator loss: 1.352585 - generator loss: 0.742973 - 1s
Epoch 23164/50000
discriminator loss: 1.348375 - generator loss: 0.747820 - 1s
Epoch 23165/50000
discriminator loss: 1.349290 - generator loss: 0.742568 - 1s
Epoch 23166/50000
discriminator loss: 1.356988 - generator loss: 0.745655 - 1s
Epoch 23167/50000
discriminator loss: 1.359539 - generator loss: 0.742122 - 1s
Epoch 23168/50000
discriminator loss: 1.356264 - generator loss: 0.743020 - 1s
Epoch 23169/50000
discriminator loss: 1.351363 - generator loss: 0.752721 - 1s
Epoch 23170/50000
discriminator loss: 1.350166 - generator loss: 0.742906 - 1s
Epoch 23171/50000
discriminator loss: 1.350318 - generator loss: 0.747387 - 1s
Epoch 23172/50000
discriminator loss: 1.349714 - generator loss: 0.742887 - 1s
Epoch 23173/50000
discriminator loss: 1.361215 - generator loss: 0.741796 - 1s
Epoch 23174/50000
discriminator loss: 1.345070 - generator loss: 0.741767 - 1s
Epoch 23175/50000
discriminator loss: 1.362469 - generator loss: 0.737328 - 1s
Epoch 23176/50000
discriminator loss: 1.358822 - generator loss: 0.747961 - 1s
Epoch 23177/50000
discriminator loss: 1.350135 - generator loss: 0.748788 - 1s
Epoch 23178/50000
discriminator loss: 1.351058 - generator loss: 0.753610 - 1s
Epoch 23179/50000
discriminator loss: 1.337216 - generator loss: 0.755320 - 1s
Epoch 23180/50000
discriminator loss: 1.350813 - generator loss: 0.740019 - 1s
Epoch 23181/50000
discriminator loss: 1.358057 - generator loss: 0.742728 - 1s
Epoch 23182/50000
discriminator loss: 1.345326 - generator loss: 0.746063 - 1s
Epoch 23183/50000
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Epoch 23184/50000
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Epoch 23185/50000
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Epoch 23186/50000
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Epoch 23187/50000
discriminator loss: 1.350928 - generator loss: 0.746105 - 1s
Epoch 23188/50000
discriminator loss: 1.356754 - generator loss: 0.746354 - 1s
Epoch 23189/50000
discriminator loss: 1.362465 - generator loss: 0.737286 - 1s
Epoch 23190/50000
discriminator loss: 1.359981 - generator loss: 0.736846 - 1s
Epoch 23191/50000
discriminator loss: 1.350105 - generator loss: 0.741679 - 1s
Epoch 23192/50000
discriminator loss: 1.359275 - generator loss: 0.745327 - 1s
Epoch 23193/50000
discriminator loss: 1.358400 - generator loss: 0.744450 - 1s
Epoch 23194/50000
discriminator loss: 1.363122 - generator loss: 0.736811 - 1s
Epoch 23195/50000
discriminator loss: 1.341998 - generator loss: 0.762685 - 1s
Epoch 23196/50000
discriminator loss: 1.343833 - generator loss: 0.753474 - 1s
Epoch 23197/50000
discriminator loss: 1.353005 - generator loss: 0.744385 - 1s
Epoch 23198/50000
discriminator loss: 1.349353 - generator loss: 0.741728 - 1s
Epoch 23199/50000
discriminator loss: 1.354840 - generator loss: 0.735498 - 1s
Epoch 23200/50000
discriminator loss: 1.350551 - generator loss: 0.748222 - 1s
Epoch 23201/50000
discriminator loss: 1.352857 - generator loss: 0.744189 - 1s
Epoch 23202/50000
discriminator loss: 1.357628 - generator loss: 0.744818 - 1s
Epoch 23203/50000
discriminator loss: 1.357299 - generator loss: 0.748311 - 1s
Epoch 23204/50000
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Epoch 23205/50000
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Epoch 23206/50000
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Epoch 23207/50000
discriminator loss: 1.366504 - generator loss: 0.734838 - 1s
Epoch 23208/50000
discriminator loss: 1.355777 - generator loss: 0.733969 - 1s
Epoch 23209/50000
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Epoch 23210/50000
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Epoch 23211/50000
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Epoch 23212/50000
discriminator loss: 1.365373 - generator loss: 0.736166 - 1s
Epoch 23213/50000
discriminator loss: 1.353656 - generator loss: 0.744369 - 1s
Epoch 23214/50000
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Epoch 23215/50000
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Epoch 23216/50000
discriminator loss: 1.366480 - generator loss: 0.736403 - 1s
Epoch 23217/50000
discriminator loss: 1.366236 - generator loss: 0.728405 - 1s
Epoch 23218/50000
discriminator loss: 1.347040 - generator loss: 0.746230 - 1s
Epoch 23219/50000
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Epoch 23220/50000
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Epoch 23221/50000
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Epoch 23222/50000
discriminator loss: 1.356422 - generator loss: 0.758148 - 1s
Epoch 23223/50000
discriminator loss: 1.346265 - generator loss: 0.752971 - 1s
Epoch 23224/50000
discriminator loss: 1.343224 - generator loss: 0.753737 - 1s
Epoch 23225/50000
discriminator loss: 1.352638 - generator loss: 0.745119 - 1s
Epoch 23226/50000
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Epoch 23227/50000
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Epoch 23228/50000
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Epoch 23229/50000
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Epoch 23230/50000
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Epoch 23231/50000
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Epoch 23232/50000
discriminator loss: 1.349796 - generator loss: 0.750329 - 1s
Epoch 23233/50000
discriminator loss: 1.334372 - generator loss: 0.766761 - 1s
Epoch 23234/50000
discriminator loss: 1.356338 - generator loss: 0.735114 - 1s
Epoch 23235/50000
discriminator loss: 1.364020 - generator loss: 0.737922 - 1s
Epoch 23236/50000
discriminator loss: 1.354092 - generator loss: 0.731801 - 1s
Epoch 23237/50000
discriminator loss: 1.340718 - generator loss: 0.756294 - 1s
Epoch 23238/50000
discriminator loss: 1.350737 - generator loss: 0.740306 - 1s
Epoch 23239/50000
discriminator loss: 1.349376 - generator loss: 0.747105 - 1s
Epoch 23240/50000
discriminator loss: 1.358038 - generator loss: 0.746511 - 1s
Epoch 23241/50000
discriminator loss: 1.343927 - generator loss: 0.756012 - 1s
Epoch 23242/50000
discriminator loss: 1.348496 - generator loss: 0.751432 - 1s
Epoch 23243/50000
discriminator loss: 1.348891 - generator loss: 0.754179 - 1s
Epoch 23244/50000
discriminator loss: 1.350776 - generator loss: 0.745733 - 1s
Epoch 23245/50000
discriminator loss: 1.355971 - generator loss: 0.732659 - 1s
Epoch 23246/50000
discriminator loss: 1.350216 - generator loss: 0.749015 - 1s
Epoch 23247/50000
discriminator loss: 1.351827 - generator loss: 0.745463 - 1s
Epoch 23248/50000
discriminator loss: 1.359558 - generator loss: 0.741248 - 1s
Epoch 23249/50000
discriminator loss: 1.370302 - generator loss: 0.731328 - 1s
Epoch 23250/50000
discriminator loss: 1.358681 - generator loss: 0.746445 - 1s
Epoch 23251/50000
discriminator loss: 1.353260 - generator loss: 0.754200 - 1s
Epoch 23252/50000
discriminator loss: 1.348789 - generator loss: 0.746843 - 1s
Epoch 23253/50000
discriminator loss: 1.366428 - generator loss: 0.735622 - 1s
Epoch 23254/50000
discriminator loss: 1.363418 - generator loss: 0.736086 - 1s
Epoch 23255/50000
discriminator loss: 1.359789 - generator loss: 0.732746 - 1s
Epoch 23256/50000
discriminator loss: 1.351227 - generator loss: 0.746630 - 1s
Epoch 23257/50000
discriminator loss: 1.350305 - generator loss: 0.746949 - 1s
Epoch 23258/50000
discriminator loss: 1.352373 - generator loss: 0.750465 - 1s
Epoch 23259/50000
discriminator loss: 1.362250 - generator loss: 0.742880 - 1s
Epoch 23260/50000
discriminator loss: 1.346072 - generator loss: 0.746582 - 1s
Epoch 23261/50000
discriminator loss: 1.345731 - generator loss: 0.754830 - 1s
Epoch 23262/50000
discriminator loss: 1.354924 - generator loss: 0.750679 - 1s
Epoch 23263/50000
discriminator loss: 1.363875 - generator loss: 0.730111 - 1s
Epoch 23264/50000
discriminator loss: 1.359534 - generator loss: 0.737789 - 1s
Epoch 23265/50000
discriminator loss: 1.349493 - generator loss: 0.741960 - 1s
Epoch 23266/50000
discriminator loss: 1.352219 - generator loss: 0.745161 - 1s
Epoch 23267/50000
discriminator loss: 1.349359 - generator loss: 0.746906 - 1s
Epoch 23268/50000
discriminator loss: 1.356370 - generator loss: 0.741213 - 1s
Epoch 23269/50000
discriminator loss: 1.351163 - generator loss: 0.749124 - 1s
Epoch 23270/50000
discriminator loss: 1.347943 - generator loss: 0.750429 - 1s
Epoch 23271/50000
discriminator loss: 1.350286 - generator loss: 0.751429 - 1s
Epoch 23272/50000
discriminator loss: 1.354483 - generator loss: 0.746515 - 1s
Epoch 23273/50000
discriminator loss: 1.360499 - generator loss: 0.734602 - 1s
Epoch 23274/50000
discriminator loss: 1.359726 - generator loss: 0.735194 - 1s
Epoch 23275/50000
discriminator loss: 1.355860 - generator loss: 0.733641 - 1s
Epoch 23276/50000
discriminator loss: 1.349748 - generator loss: 0.745090 - 1s
Epoch 23277/50000
discriminator loss: 1.358496 - generator loss: 0.745485 - 1s
Epoch 23278/50000
discriminator loss: 1.354763 - generator loss: 0.745908 - 1s
Epoch 23279/50000
discriminator loss: 1.354320 - generator loss: 0.750744 - 1s
Epoch 23280/50000
discriminator loss: 1.359210 - generator loss: 0.740857 - 1s
Epoch 23281/50000
discriminator loss: 1.348002 - generator loss: 0.750041 - 1s
Epoch 23282/50000
discriminator loss: 1.359348 - generator loss: 0.736953 - 1s
Epoch 23283/50000
discriminator loss: 1.362687 - generator loss: 0.735577 - 1s
Epoch 23284/50000
discriminator loss: 1.354992 - generator loss: 0.738796 - 1s
Epoch 23285/50000
discriminator loss: 1.347486 - generator loss: 0.746744 - 1s
Epoch 23286/50000
discriminator loss: 1.347197 - generator loss: 0.743705 - 1s
Epoch 23287/50000
discriminator loss: 1.363185 - generator loss: 0.742467 - 1s
Epoch 23288/50000
discriminator loss: 1.352689 - generator loss: 0.748499 - 1s
Epoch 23289/50000
discriminator loss: 1.342847 - generator loss: 0.750587 - 1s
Epoch 23290/50000
discriminator loss: 1.352819 - generator loss: 0.756475 - 1s
Epoch 23291/50000
discriminator loss: 1.356214 - generator loss: 0.740158 - 1s
Epoch 23292/50000
discriminator loss: 1.355609 - generator loss: 0.734526 - 1s
Epoch 23293/50000
discriminator loss: 1.355449 - generator loss: 0.739093 - 1s
Epoch 23294/50000
discriminator loss: 1.345709 - generator loss: 0.744095 - 1s
Epoch 23295/50000
discriminator loss: 1.351055 - generator loss: 0.747715 - 1s
Epoch 23296/50000
discriminator loss: 1.341519 - generator loss: 0.745359 - 1s
Epoch 23297/50000
discriminator loss: 1.361456 - generator loss: 0.745634 - 1s
Epoch 23298/50000
discriminator loss: 1.351707 - generator loss: 0.755814 - 1s
Epoch 23299/50000
discriminator loss: 1.346920 - generator loss: 0.750206 - 1s
Epoch 23300/50000
discriminator loss: 1.349301 - generator loss: 0.742107 - 1s
Epoch 23301/50000
discriminator loss: 1.353293 - generator loss: 0.738279 - 1s
Epoch 23302/50000
discriminator loss: 1.364467 - generator loss: 0.733669 - 1s
Epoch 23303/50000
discriminator loss: 1.348024 - generator loss: 0.750319 - 1s
Epoch 23304/50000
discriminator loss: 1.338035 - generator loss: 0.758064 - 1s
Epoch 23305/50000
discriminator loss: 1.349016 - generator loss: 0.746810 - 1s
Epoch 23306/50000
discriminator loss: 1.363813 - generator loss: 0.739891 - 1s
Epoch 23307/50000
discriminator loss: 1.345810 - generator loss: 0.748810 - 1s
Epoch 23308/50000
discriminator loss: 1.344592 - generator loss: 0.752635 - 1s
Epoch 23309/50000
discriminator loss: 1.348267 - generator loss: 0.756617 - 1s
Epoch 23310/50000
discriminator loss: 1.348670 - generator loss: 0.750880 - 1s
Epoch 23311/50000
discriminator loss: 1.347983 - generator loss: 0.740253 - 1s
Epoch 23312/50000
discriminator loss: 1.345818 - generator loss: 0.742732 - 1s
Epoch 23313/50000
discriminator loss: 1.349762 - generator loss: 0.747300 - 1s
Epoch 23314/50000
discriminator loss: 1.339814 - generator loss: 0.749885 - 1s
Epoch 23315/50000
discriminator loss: 1.359113 - generator loss: 0.741695 - 1s
Epoch 23316/50000
discriminator loss: 1.357566 - generator loss: 0.742590 - 1s
Epoch 23317/50000
discriminator loss: 1.351767 - generator loss: 0.750816 - 1s
Epoch 23318/50000
discriminator loss: 1.347195 - generator loss: 0.755442 - 1s
Epoch 23319/50000
discriminator loss: 1.355508 - generator loss: 0.749384 - 1s
Epoch 23320/50000
discriminator loss: 1.347978 - generator loss: 0.739539 - 1s
Epoch 23321/50000
discriminator loss: 1.354803 - generator loss: 0.740545 - 1s
Epoch 23322/50000
discriminator loss: 1.348120 - generator loss: 0.742662 - 1s
Epoch 23323/50000
discriminator loss: 1.346932 - generator loss: 0.747598 - 1s
Epoch 23324/50000
discriminator loss: 1.354506 - generator loss: 0.747673 - 1s
Epoch 23325/50000
discriminator loss: 1.364501 - generator loss: 0.740416 - 1s
Epoch 23326/50000
discriminator loss: 1.351467 - generator loss: 0.750247 - 1s
Epoch 23327/50000
discriminator loss: 1.340674 - generator loss: 0.755398 - 1s
Epoch 23328/50000
discriminator loss: 1.347026 - generator loss: 0.746428 - 1s
Epoch 23329/50000
discriminator loss: 1.349074 - generator loss: 0.746664 - 1s
Epoch 23330/50000
discriminator loss: 1.358616 - generator loss: 0.737315 - 1s
Epoch 23331/50000
discriminator loss: 1.356281 - generator loss: 0.736373 - 1s
Epoch 23332/50000
discriminator loss: 1.343788 - generator loss: 0.749528 - 1s
Epoch 23333/50000
discriminator loss: 1.348592 - generator loss: 0.746744 - 1s
Epoch 23334/50000
discriminator loss: 1.358676 - generator loss: 0.743739 - 1s
Epoch 23335/50000
discriminator loss: 1.358540 - generator loss: 0.742958 - 1s
Epoch 23336/50000
discriminator loss: 1.355457 - generator loss: 0.752853 - 1s
Epoch 23337/50000
discriminator loss: 1.346390 - generator loss: 0.757247 - 1s
Epoch 23338/50000
discriminator loss: 1.352492 - generator loss: 0.743845 - 1s
Epoch 23339/50000
discriminator loss: 1.359568 - generator loss: 0.741547 - 1s
Epoch 23340/50000
discriminator loss: 1.357077 - generator loss: 0.730404 - 1s
Epoch 23341/50000
discriminator loss: 1.341602 - generator loss: 0.750620 - 1s
Epoch 23342/50000
discriminator loss: 1.351753 - generator loss: 0.749149 - 1s
Epoch 23343/50000
discriminator loss: 1.349635 - generator loss: 0.751042 - 1s
Epoch 23344/50000
discriminator loss: 1.361573 - generator loss: 0.738953 - 1s
Epoch 23345/50000
discriminator loss: 1.358957 - generator loss: 0.748157 - 1s
Epoch 23346/50000
discriminator loss: 1.348427 - generator loss: 0.764262 - 1s
Epoch 23347/50000
discriminator loss: 1.336742 - generator loss: 0.756623 - 1s
Epoch 23348/50000
discriminator loss: 1.362632 - generator loss: 0.737274 - 1s
Epoch 23349/50000
discriminator loss: 1.364243 - generator loss: 0.730949 - 1s
Epoch 23350/50000
discriminator loss: 1.343542 - generator loss: 0.752686 - 1s
Epoch 23351/50000
discriminator loss: 1.337686 - generator loss: 0.751734 - 1s
Epoch 23352/50000
discriminator loss: 1.344216 - generator loss: 0.748988 - 1s
Epoch 23353/50000
discriminator loss: 1.354481 - generator loss: 0.732039 - 1s
Epoch 23354/50000
discriminator loss: 1.360586 - generator loss: 0.745140 - 1s
Epoch 23355/50000
discriminator loss: 1.348684 - generator loss: 0.751898 - 1s
Epoch 23356/50000
discriminator loss: 1.344562 - generator loss: 0.762914 - 1s
Epoch 23357/50000
discriminator loss: 1.347778 - generator loss: 0.752442 - 1s
Epoch 23358/50000
discriminator loss: 1.354751 - generator loss: 0.737042 - 1s
Epoch 23359/50000
discriminator loss: 1.354323 - generator loss: 0.741157 - 1s
Epoch 23360/50000
discriminator loss: 1.351750 - generator loss: 0.744544 - 1s
Epoch 23361/50000
discriminator loss: 1.349588 - generator loss: 0.745444 - 1s
Epoch 23362/50000
discriminator loss: 1.352085 - generator loss: 0.745752 - 1s
Epoch 23363/50000
discriminator loss: 1.366965 - generator loss: 0.734380 - 1s
Epoch 23364/50000
discriminator loss: 1.364204 - generator loss: 0.741164 - 1s
Epoch 23365/50000
discriminator loss: 1.358925 - generator loss: 0.754440 - 1s
Epoch 23366/50000
discriminator loss: 1.345838 - generator loss: 0.757604 - 1s
Epoch 23367/50000
discriminator loss: 1.348044 - generator loss: 0.745431 - 1s
Epoch 23368/50000
discriminator loss: 1.351357 - generator loss: 0.740491 - 1s
Epoch 23369/50000
discriminator loss: 1.358505 - generator loss: 0.728880 - 1s
Epoch 23370/50000
discriminator loss: 1.349341 - generator loss: 0.746244 - 1s
Epoch 23371/50000
discriminator loss: 1.340459 - generator loss: 0.754738 - 1s
Epoch 23372/50000
discriminator loss: 1.346923 - generator loss: 0.752920 - 1s
Epoch 23373/50000
discriminator loss: 1.357118 - generator loss: 0.743538 - 1s
Epoch 23374/50000
discriminator loss: 1.345229 - generator loss: 0.749962 - 1s
Epoch 23375/50000
discriminator loss: 1.357070 - generator loss: 0.747071 - 1s
Epoch 23376/50000
discriminator loss: 1.346478 - generator loss: 0.757709 - 1s
Epoch 23377/50000
discriminator loss: 1.351803 - generator loss: 0.751225 - 1s
Epoch 23378/50000
discriminator loss: 1.365183 - generator loss: 0.734522 - 1s
Epoch 23379/50000
discriminator loss: 1.349487 - generator loss: 0.740545 - 1s
Epoch 23380/50000
discriminator loss: 1.347661 - generator loss: 0.734151 - 1s
Epoch 23381/50000
discriminator loss: 1.354368 - generator loss: 0.747797 - 1s
Epoch 23382/50000
discriminator loss: 1.350967 - generator loss: 0.745735 - 1s
Epoch 23383/50000
discriminator loss: 1.351044 - generator loss: 0.751638 - 1s
Epoch 23384/50000
discriminator loss: 1.365810 - generator loss: 0.740760 - 1s
Epoch 23385/50000
discriminator loss: 1.347565 - generator loss: 0.756327 - 1s
Epoch 23386/50000
discriminator loss: 1.347709 - generator loss: 0.746034 - 1s
Epoch 23387/50000
discriminator loss: 1.366920 - generator loss: 0.736802 - 1s
Epoch 23388/50000
discriminator loss: 1.352933 - generator loss: 0.739254 - 1s
Epoch 23389/50000
discriminator loss: 1.351725 - generator loss: 0.744129 - 1s
Epoch 23390/50000
discriminator loss: 1.344692 - generator loss: 0.742731 - 1s
Epoch 23391/50000
discriminator loss: 1.344350 - generator loss: 0.758087 - 1s
Epoch 23392/50000
discriminator loss: 1.355876 - generator loss: 0.751980 - 1s
Epoch 23393/50000
discriminator loss: 1.361516 - generator loss: 0.743305 - 1s
Epoch 23394/50000
discriminator loss: 1.345359 - generator loss: 0.754907 - 1s
Epoch 23395/50000
discriminator loss: 1.345207 - generator loss: 0.753185 - 1s
Epoch 23396/50000
discriminator loss: 1.362562 - generator loss: 0.744470 - 1s
Epoch 23397/50000
discriminator loss: 1.351368 - generator loss: 0.747793 - 1s
Epoch 23398/50000
discriminator loss: 1.350668 - generator loss: 0.740860 - 1s
Epoch 23399/50000
discriminator loss: 1.348418 - generator loss: 0.744141 - 1s
Epoch 23400/50000
discriminator loss: 1.355265 - generator loss: 0.742571 - 1s
Epoch 23401/50000
discriminator loss: 1.356337 - generator loss: 0.744472 - 1s
Epoch 23402/50000
discriminator loss: 1.356352 - generator loss: 0.744294 - 1s
Epoch 23403/50000
discriminator loss: 1.357423 - generator loss: 0.746232 - 1s
Epoch 23404/50000
discriminator loss: 1.349311 - generator loss: 0.754979 - 1s
Epoch 23405/50000
discriminator loss: 1.344692 - generator loss: 0.752961 - 1s
Epoch 23406/50000
discriminator loss: 1.353487 - generator loss: 0.742092 - 1s
Epoch 23407/50000
discriminator loss: 1.354739 - generator loss: 0.751166 - 1s
Epoch 23408/50000
discriminator loss: 1.359275 - generator loss: 0.726677 - 1s
Epoch 23409/50000
discriminator loss: 1.343175 - generator loss: 0.753412 - 1s
Epoch 23410/50000
discriminator loss: 1.349773 - generator loss: 0.741306 - 1s
Epoch 23411/50000
discriminator loss: 1.352852 - generator loss: 0.744428 - 1s
Epoch 23412/50000
discriminator loss: 1.363499 - generator loss: 0.736525 - 1s
Epoch 23413/50000
discriminator loss: 1.352427 - generator loss: 0.755943 - 1s
Epoch 23414/50000
discriminator loss: 1.347711 - generator loss: 0.752692 - 1s
Epoch 23415/50000
discriminator loss: 1.347669 - generator loss: 0.751918 - 1s
Epoch 23416/50000
discriminator loss: 1.359432 - generator loss: 0.733892 - 1s
Epoch 23417/50000
discriminator loss: 1.345343 - generator loss: 0.742878 - 1s
Epoch 23418/50000
discriminator loss: 1.353766 - generator loss: 0.745295 - 1s
Epoch 23419/50000
discriminator loss: 1.348423 - generator loss: 0.746908 - 1s
Epoch 23420/50000
discriminator loss: 1.349003 - generator loss: 0.748786 - 1s
Epoch 23421/50000
discriminator loss: 1.367915 - generator loss: 0.736346 - 1s
Epoch 23422/50000
discriminator loss: 1.353254 - generator loss: 0.752008 - 1s
Epoch 23423/50000
discriminator loss: 1.350714 - generator loss: 0.756409 - 1s
Epoch 23424/50000
discriminator loss: 1.345813 - generator loss: 0.754734 - 1s
Epoch 23425/50000
discriminator loss: 1.347423 - generator loss: 0.745793 - 1s
Epoch 23426/50000
discriminator loss: 1.367453 - generator loss: 0.728990 - 1s
Epoch 23427/50000
discriminator loss: 1.358608 - generator loss: 0.739098 - 1s
Epoch 23428/50000
discriminator loss: 1.351956 - generator loss: 0.745425 - 1s
Epoch 23429/50000
discriminator loss: 1.340579 - generator loss: 0.753068 - 1s
Epoch 23430/50000
discriminator loss: 1.359534 - generator loss: 0.738919 - 1s
Epoch 23431/50000
discriminator loss: 1.363921 - generator loss: 0.738998 - 1s
Epoch 23432/50000
discriminator loss: 1.351433 - generator loss: 0.748821 - 1s
Epoch 23433/50000
discriminator loss: 1.350597 - generator loss: 0.751788 - 1s
Epoch 23434/50000
discriminator loss: 1.344091 - generator loss: 0.750519 - 1s
Epoch 23435/50000
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Epoch 23436/50000
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Epoch 23437/50000
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Epoch 23438/50000
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Epoch 23439/50000
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Epoch 23440/50000
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Epoch 23441/50000
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Epoch 23442/50000
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Epoch 23443/50000
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Epoch 23444/50000
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Epoch 23445/50000
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Epoch 23446/50000
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Epoch 23447/50000
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Epoch 23448/50000
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Epoch 23449/50000
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Epoch 23450/50000
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Epoch 23451/50000
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Epoch 23452/50000
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Epoch 23453/50000
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Epoch 23454/50000
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Epoch 23455/50000
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Epoch 23456/50000
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Epoch 23457/50000
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Epoch 23458/50000
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Epoch 23459/50000
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Epoch 23460/50000
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Epoch 23461/50000
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Epoch 23462/50000
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Epoch 23463/50000
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Epoch 23464/50000
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Epoch 23465/50000
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Epoch 23466/50000
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Epoch 23467/50000
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Epoch 23468/50000
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Epoch 23469/50000
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Epoch 23470/50000
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Epoch 23471/50000
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Epoch 23472/50000
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Epoch 23473/50000
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Epoch 23474/50000
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Epoch 23475/50000
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Epoch 23476/50000
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Epoch 23477/50000
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Epoch 23478/50000
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Epoch 23479/50000
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Epoch 23480/50000
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Epoch 23481/50000
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Epoch 23482/50000
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Epoch 23483/50000
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Epoch 23484/50000
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Epoch 23485/50000
discriminator loss: 1.350885 - generator loss: 0.739441 - 1s
Epoch 23486/50000
discriminator loss: 1.357069 - generator loss: 0.737417 - 1s
Epoch 23487/50000
discriminator loss: 1.345974 - generator loss: 0.749667 - 1s
Epoch 23488/50000
discriminator loss: 1.350914 - generator loss: 0.742484 - 1s
Epoch 23489/50000
discriminator loss: 1.346407 - generator loss: 0.748400 - 1s
Epoch 23490/50000
discriminator loss: 1.355566 - generator loss: 0.746250 - 1s
Epoch 23491/50000
discriminator loss: 1.352038 - generator loss: 0.747634 - 1s
Epoch 23492/50000
discriminator loss: 1.351169 - generator loss: 0.751025 - 1s
Epoch 23493/50000
discriminator loss: 1.354167 - generator loss: 0.749488 - 1s
Epoch 23494/50000
discriminator loss: 1.360185 - generator loss: 0.736551 - 1s
Epoch 23495/50000
discriminator loss: 1.351244 - generator loss: 0.741005 - 1s
Epoch 23496/50000
discriminator loss: 1.350693 - generator loss: 0.738575 - 1s
Epoch 23497/50000
discriminator loss: 1.348765 - generator loss: 0.754482 - 1s
Epoch 23498/50000
discriminator loss: 1.349433 - generator loss: 0.751712 - 1s
Epoch 23499/50000
discriminator loss: 1.370090 - generator loss: 0.735177 - 1s
Epoch 23500/50000
discriminator loss: 1.352713 - generator loss: 0.747402 - 1s
Epoch 23501/50000
discriminator loss: 1.347605 - generator loss: 0.746924 - 1s
Epoch 23502/50000
discriminator loss: 1.350258 - generator loss: 0.753974 - 1s
Epoch 23503/50000
discriminator loss: 1.349340 - generator loss: 0.743492 - 1s
Epoch 23504/50000
discriminator loss: 1.351873 - generator loss: 0.745164 - 1s
Epoch 23505/50000
discriminator loss: 1.351802 - generator loss: 0.738246 - 1s
Epoch 23506/50000
discriminator loss: 1.350941 - generator loss: 0.742135 - 1s
Epoch 23507/50000
discriminator loss: 1.348315 - generator loss: 0.749795 - 1s
Epoch 23508/50000
discriminator loss: 1.352729 - generator loss: 0.748412 - 1s
Epoch 23509/50000
discriminator loss: 1.355174 - generator loss: 0.742681 - 1s
Epoch 23510/50000
discriminator loss: 1.347483 - generator loss: 0.754213 - 1s
Epoch 23511/50000
discriminator loss: 1.349534 - generator loss: 0.753109 - 1s
Epoch 23512/50000
discriminator loss: 1.351042 - generator loss: 0.744489 - 1s
Epoch 23513/50000
discriminator loss: 1.352422 - generator loss: 0.740217 - 1s
Epoch 23514/50000
discriminator loss: 1.359072 - generator loss: 0.736749 - 1s
Epoch 23515/50000
discriminator loss: 1.348851 - generator loss: 0.747918 - 1s
Epoch 23516/50000
discriminator loss: 1.350281 - generator loss: 0.741943 - 1s
Epoch 23517/50000
discriminator loss: 1.348805 - generator loss: 0.751798 - 1s
Epoch 23518/50000
discriminator loss: 1.358778 - generator loss: 0.747269 - 1s
Epoch 23519/50000
discriminator loss: 1.352975 - generator loss: 0.745125 - 1s
Epoch 23520/50000
discriminator loss: 1.347041 - generator loss: 0.750084 - 1s
Epoch 23521/50000
discriminator loss: 1.343338 - generator loss: 0.752671 - 1s
Epoch 23522/50000
discriminator loss: 1.354267 - generator loss: 0.743512 - 1s
Epoch 23523/50000
discriminator loss: 1.360900 - generator loss: 0.738250 - 1s
Epoch 23524/50000
discriminator loss: 1.347364 - generator loss: 0.745361 - 1s
Epoch 23525/50000
discriminator loss: 1.351703 - generator loss: 0.748874 - 1s
Epoch 23526/50000
discriminator loss: 1.345546 - generator loss: 0.742430 - 1s
Epoch 23527/50000
discriminator loss: 1.361832 - generator loss: 0.743476 - 1s
Epoch 23528/50000
discriminator loss: 1.355290 - generator loss: 0.743630 - 1s
Epoch 23529/50000
discriminator loss: 1.342661 - generator loss: 0.759669 - 1s
Epoch 23530/50000
discriminator loss: 1.350918 - generator loss: 0.751841 - 1s
Epoch 23531/50000
discriminator loss: 1.351038 - generator loss: 0.741306 - 1s
Epoch 23532/50000
discriminator loss: 1.350307 - generator loss: 0.746902 - 1s
Epoch 23533/50000
discriminator loss: 1.354707 - generator loss: 0.743219 - 1s
Epoch 23534/50000
discriminator loss: 1.353646 - generator loss: 0.741492 - 1s
Epoch 23535/50000
discriminator loss: 1.349418 - generator loss: 0.750028 - 1s
Epoch 23536/50000
discriminator loss: 1.352551 - generator loss: 0.744821 - 1s
Epoch 23537/50000
discriminator loss: 1.353111 - generator loss: 0.746212 - 1s
Epoch 23538/50000
discriminator loss: 1.352517 - generator loss: 0.747960 - 1s
Epoch 23539/50000
discriminator loss: 1.342752 - generator loss: 0.761968 - 1s
Epoch 23540/50000
discriminator loss: 1.349697 - generator loss: 0.746546 - 1s
Epoch 23541/50000
discriminator loss: 1.348967 - generator loss: 0.741379 - 1s
Epoch 23542/50000
discriminator loss: 1.354107 - generator loss: 0.736421 - 1s
Epoch 23543/50000
discriminator loss: 1.351299 - generator loss: 0.743401 - 1s
Epoch 23544/50000
discriminator loss: 1.351261 - generator loss: 0.748565 - 1s
Epoch 23545/50000
discriminator loss: 1.354791 - generator loss: 0.746379 - 1s
Epoch 23546/50000
discriminator loss: 1.359699 - generator loss: 0.742299 - 1s
Epoch 23547/50000
discriminator loss: 1.355921 - generator loss: 0.749055 - 1s
Epoch 23548/50000
discriminator loss: 1.349692 - generator loss: 0.746666 - 1s
Epoch 23549/50000
discriminator loss: 1.346684 - generator loss: 0.746617 - 1s
Epoch 23550/50000
discriminator loss: 1.356441 - generator loss: 0.741608 - 1s
Epoch 23551/50000
discriminator loss: 1.358563 - generator loss: 0.736680 - 1s
Epoch 23552/50000
discriminator loss: 1.350298 - generator loss: 0.744202 - 1s
Epoch 23553/50000
discriminator loss: 1.356932 - generator loss: 0.745371 - 1s
Epoch 23554/50000
discriminator loss: 1.350156 - generator loss: 0.744238 - 1s
Epoch 23555/50000
discriminator loss: 1.358212 - generator loss: 0.744072 - 1s
Epoch 23556/50000
discriminator loss: 1.358732 - generator loss: 0.744706 - 1s
Epoch 23557/50000
discriminator loss: 1.347697 - generator loss: 0.749193 - 1s
Epoch 23558/50000
discriminator loss: 1.352166 - generator loss: 0.755044 - 1s
Epoch 23559/50000
discriminator loss: 1.358047 - generator loss: 0.740973 - 1s
Epoch 23560/50000
discriminator loss: 1.355353 - generator loss: 0.743233 - 1s
Epoch 23561/50000
discriminator loss: 1.349379 - generator loss: 0.741962 - 1s
Epoch 23562/50000
discriminator loss: 1.353140 - generator loss: 0.742171 - 1s
Epoch 23563/50000
discriminator loss: 1.339909 - generator loss: 0.752867 - 1s
Epoch 23564/50000
discriminator loss: 1.353694 - generator loss: 0.749290 - 1s
Epoch 23565/50000
discriminator loss: 1.364439 - generator loss: 0.740226 - 1s
Epoch 23566/50000
discriminator loss: 1.355271 - generator loss: 0.752675 - 1s
Epoch 23567/50000
discriminator loss: 1.352580 - generator loss: 0.744386 - 1s
Epoch 23568/50000
discriminator loss: 1.357332 - generator loss: 0.744770 - 1s
Epoch 23569/50000
discriminator loss: 1.357506 - generator loss: 0.739412 - 1s
Epoch 23570/50000
discriminator loss: 1.349078 - generator loss: 0.745025 - 1s
Epoch 23571/50000
discriminator loss: 1.353138 - generator loss: 0.742873 - 1s
Epoch 23572/50000
discriminator loss: 1.355445 - generator loss: 0.746404 - 1s
Epoch 23573/50000
discriminator loss: 1.354781 - generator loss: 0.738862 - 1s
Epoch 23574/50000
discriminator loss: 1.355232 - generator loss: 0.746299 - 1s
Epoch 23575/50000
discriminator loss: 1.355088 - generator loss: 0.747957 - 1s
Epoch 23576/50000
discriminator loss: 1.350952 - generator loss: 0.753542 - 1s
Epoch 23577/50000
discriminator loss: 1.347665 - generator loss: 0.744983 - 1s
Epoch 23578/50000
discriminator loss: 1.349800 - generator loss: 0.746557 - 1s
Epoch 23579/50000
discriminator loss: 1.360357 - generator loss: 0.735829 - 1s
Epoch 23580/50000
discriminator loss: 1.353213 - generator loss: 0.744355 - 1s
Epoch 23581/50000
discriminator loss: 1.335244 - generator loss: 0.759177 - 1s
Epoch 23582/50000
discriminator loss: 1.338022 - generator loss: 0.746825 - 1s
Epoch 23583/50000
discriminator loss: 1.353770 - generator loss: 0.744434 - 1s
Epoch 23584/50000
discriminator loss: 1.353292 - generator loss: 0.748995 - 1s
Epoch 23585/50000
discriminator loss: 1.344051 - generator loss: 0.755655 - 1s
Epoch 23586/50000
discriminator loss: 1.346941 - generator loss: 0.751460 - 1s
Epoch 23587/50000
discriminator loss: 1.356440 - generator loss: 0.746898 - 1s
Epoch 23588/50000
discriminator loss: 1.357445 - generator loss: 0.735031 - 1s
Epoch 23589/50000
discriminator loss: 1.360053 - generator loss: 0.737057 - 1s
Epoch 23590/50000
discriminator loss: 1.345806 - generator loss: 0.739497 - 1s
Epoch 23591/50000
discriminator loss: 1.350366 - generator loss: 0.759427 - 1s
Epoch 23592/50000
discriminator loss: 1.361174 - generator loss: 0.736807 - 1s
Epoch 23593/50000
discriminator loss: 1.356796 - generator loss: 0.749402 - 1s
Epoch 23594/50000
discriminator loss: 1.349354 - generator loss: 0.754953 - 1s
Epoch 23595/50000
discriminator loss: 1.341138 - generator loss: 0.750920 - 1s
Epoch 23596/50000
discriminator loss: 1.352997 - generator loss: 0.749334 - 1s
Epoch 23597/50000
discriminator loss: 1.362285 - generator loss: 0.737331 - 1s
Epoch 23598/50000
discriminator loss: 1.354261 - generator loss: 0.738717 - 1s
Epoch 23599/50000
discriminator loss: 1.343627 - generator loss: 0.744854 - 1s
Epoch 23600/50000
discriminator loss: 1.348824 - generator loss: 0.751416 - 1s
Epoch 23601/50000
discriminator loss: 1.353283 - generator loss: 0.748949 - 1s
Epoch 23602/50000
discriminator loss: 1.362018 - generator loss: 0.738266 - 1s
Epoch 23603/50000
discriminator loss: 1.361363 - generator loss: 0.742009 - 1s
Epoch 23604/50000
discriminator loss: 1.344397 - generator loss: 0.752220 - 1s
Epoch 23605/50000
discriminator loss: 1.348446 - generator loss: 0.748822 - 1s
Epoch 23606/50000
discriminator loss: 1.362672 - generator loss: 0.739806 - 1s
Epoch 23607/50000
discriminator loss: 1.357600 - generator loss: 0.741445 - 1s
Epoch 23608/50000
discriminator loss: 1.340998 - generator loss: 0.745152 - 1s
Epoch 23609/50000
discriminator loss: 1.348145 - generator loss: 0.748566 - 1s
Epoch 23610/50000
discriminator loss: 1.346565 - generator loss: 0.750166 - 1s
Epoch 23611/50000
discriminator loss: 1.354557 - generator loss: 0.742349 - 1s
Epoch 23612/50000
discriminator loss: 1.358557 - generator loss: 0.748138 - 1s
Epoch 23613/50000
discriminator loss: 1.354508 - generator loss: 0.754663 - 1s
Epoch 23614/50000
discriminator loss: 1.347319 - generator loss: 0.751768 - 1s
Epoch 23615/50000
discriminator loss: 1.357429 - generator loss: 0.744421 - 1s
Epoch 23616/50000
discriminator loss: 1.360344 - generator loss: 0.732446 - 1s
Epoch 23617/50000
discriminator loss: 1.346595 - generator loss: 0.743278 - 1s
Epoch 23618/50000
discriminator loss: 1.340437 - generator loss: 0.748478 - 1s
Epoch 23619/50000
discriminator loss: 1.350609 - generator loss: 0.746593 - 1s
Epoch 23620/50000
discriminator loss: 1.358358 - generator loss: 0.742463 - 1s
Epoch 23621/50000
discriminator loss: 1.357952 - generator loss: 0.749887 - 1s
Epoch 23622/50000
discriminator loss: 1.358863 - generator loss: 0.747722 - 1s
Epoch 23623/50000
discriminator loss: 1.343564 - generator loss: 0.750937 - 1s
Epoch 23624/50000
discriminator loss: 1.345068 - generator loss: 0.758697 - 1s
Epoch 23625/50000
discriminator loss: 1.357257 - generator loss: 0.744182 - 1s
Epoch 23626/50000
discriminator loss: 1.358813 - generator loss: 0.733591 - 1s
Epoch 23627/50000
discriminator loss: 1.355501 - generator loss: 0.742296 - 1s
Epoch 23628/50000
discriminator loss: 1.339145 - generator loss: 0.748418 - 1s
Epoch 23629/50000
discriminator loss: 1.343861 - generator loss: 0.751822 - 1s
Epoch 23630/50000
discriminator loss: 1.357643 - generator loss: 0.743945 - 1s
Epoch 23631/50000
discriminator loss: 1.347650 - generator loss: 0.755323 - 1s
Epoch 23632/50000
discriminator loss: 1.359788 - generator loss: 0.750649 - 1s
Epoch 23633/50000
discriminator loss: 1.342857 - generator loss: 0.750619 - 1s
Epoch 23634/50000
discriminator loss: 1.352952 - generator loss: 0.746182 - 1s
Epoch 23635/50000
discriminator loss: 1.357788 - generator loss: 0.733620 - 1s
Epoch 23636/50000
discriminator loss: 1.355330 - generator loss: 0.736086 - 1s
Epoch 23637/50000
discriminator loss: 1.352156 - generator loss: 0.746421 - 1s
Epoch 23638/50000
discriminator loss: 1.340336 - generator loss: 0.760198 - 1s
Epoch 23639/50000
discriminator loss: 1.360438 - generator loss: 0.739646 - 1s
Epoch 23640/50000
discriminator loss: 1.363096 - generator loss: 0.734555 - 1s
Epoch 23641/50000
discriminator loss: 1.359580 - generator loss: 0.743958 - 1s
Epoch 23642/50000
discriminator loss: 1.351300 - generator loss: 0.758985 - 1s
Epoch 23643/50000
discriminator loss: 1.347460 - generator loss: 0.755726 - 1s
Epoch 23644/50000
discriminator loss: 1.356179 - generator loss: 0.739543 - 1s
Epoch 23645/50000
discriminator loss: 1.361754 - generator loss: 0.731547 - 1s
Epoch 23646/50000
discriminator loss: 1.361132 - generator loss: 0.740509 - 1s
Epoch 23647/50000
discriminator loss: 1.343063 - generator loss: 0.749586 - 1s
Epoch 23648/50000
discriminator loss: 1.353400 - generator loss: 0.746051 - 1s
Epoch 23649/50000
discriminator loss: 1.359007 - generator loss: 0.741420 - 1s
Epoch 23650/50000
discriminator loss: 1.362599 - generator loss: 0.744753 - 1s
Epoch 23651/50000
discriminator loss: 1.357538 - generator loss: 0.749692 - 1s
Epoch 23652/50000
discriminator loss: 1.346830 - generator loss: 0.758153 - 1s
Epoch 23653/50000
discriminator loss: 1.351417 - generator loss: 0.743420 - 1s
Epoch 23654/50000
discriminator loss: 1.355575 - generator loss: 0.742970 - 1s
Epoch 23655/50000
discriminator loss: 1.361983 - generator loss: 0.731550 - 1s
Epoch 23656/50000
discriminator loss: 1.356005 - generator loss: 0.740353 - 1s
Epoch 23657/50000
discriminator loss: 1.343333 - generator loss: 0.749205 - 1s
Epoch 23658/50000
discriminator loss: 1.348413 - generator loss: 0.750360 - 1s
Epoch 23659/50000
discriminator loss: 1.349756 - generator loss: 0.744238 - 1s
Epoch 23660/50000
discriminator loss: 1.357294 - generator loss: 0.751679 - 1s
Epoch 23661/50000
discriminator loss: 1.348124 - generator loss: 0.753425 - 1s
Epoch 23662/50000
discriminator loss: 1.355732 - generator loss: 0.748399 - 1s
Epoch 23663/50000
discriminator loss: 1.351138 - generator loss: 0.746996 - 1s
Epoch 23664/50000
discriminator loss: 1.364013 - generator loss: 0.735027 - 1s
Epoch 23665/50000
discriminator loss: 1.357243 - generator loss: 0.736493 - 1s
Epoch 23666/50000
discriminator loss: 1.340575 - generator loss: 0.746083 - 1s
Epoch 23667/50000
discriminator loss: 1.356336 - generator loss: 0.748169 - 1s
Epoch 23668/50000
discriminator loss: 1.353289 - generator loss: 0.745833 - 1s
Epoch 23669/50000
discriminator loss: 1.358637 - generator loss: 0.742007 - 1s
Epoch 23670/50000
discriminator loss: 1.347622 - generator loss: 0.749187 - 1s
Epoch 23671/50000
discriminator loss: 1.345733 - generator loss: 0.753121 - 1s
Epoch 23672/50000
discriminator loss: 1.353929 - generator loss: 0.746142 - 1s
Epoch 23673/50000
discriminator loss: 1.363733 - generator loss: 0.743219 - 1s
Epoch 23674/50000
discriminator loss: 1.352848 - generator loss: 0.738812 - 1s
Epoch 23675/50000
discriminator loss: 1.357728 - generator loss: 0.736133 - 1s
Epoch 23676/50000
discriminator loss: 1.358431 - generator loss: 0.732771 - 1s
Epoch 23677/50000
discriminator loss: 1.356561 - generator loss: 0.744626 - 1s
Epoch 23678/50000
discriminator loss: 1.343699 - generator loss: 0.766413 - 1s
Epoch 23679/50000
discriminator loss: 1.351044 - generator loss: 0.749669 - 1s
Epoch 23680/50000
discriminator loss: 1.348743 - generator loss: 0.748651 - 1s
Epoch 23681/50000
discriminator loss: 1.341821 - generator loss: 0.753575 - 1s
Epoch 23682/50000
discriminator loss: 1.355163 - generator loss: 0.740900 - 1s
Epoch 23683/50000
discriminator loss: 1.355463 - generator loss: 0.740437 - 1s
Epoch 23684/50000
discriminator loss: 1.365414 - generator loss: 0.736352 - 1s
Epoch 23685/50000
discriminator loss: 1.351344 - generator loss: 0.747388 - 1s
Epoch 23686/50000
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Epoch 23687/50000
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Epoch 23688/50000
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Epoch 23689/50000
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Epoch 23690/50000
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Epoch 23691/50000
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Epoch 23692/50000
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Epoch 23693/50000
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Epoch 23694/50000
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Epoch 23695/50000
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Epoch 23696/50000
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Epoch 23697/50000
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Epoch 23698/50000
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Epoch 23699/50000
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Epoch 23700/50000
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Epoch 23701/50000
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Epoch 23702/50000
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Epoch 23703/50000
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Epoch 23704/50000
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Epoch 23705/50000
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Epoch 23706/50000
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Epoch 23707/50000
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Epoch 23708/50000
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Epoch 23709/50000
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Epoch 23710/50000
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Epoch 23711/50000
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Epoch 23712/50000
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Epoch 23713/50000
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Epoch 23714/50000
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Epoch 23715/50000
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Epoch 23716/50000
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Epoch 23717/50000
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Epoch 23718/50000
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Epoch 23719/50000
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Epoch 23720/50000
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Epoch 23721/50000
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Epoch 23722/50000
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Epoch 23723/50000
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Epoch 23724/50000
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Epoch 23725/50000
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Epoch 23726/50000
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Epoch 23727/50000
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Epoch 23728/50000
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Epoch 23729/50000
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Epoch 23730/50000
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Epoch 23731/50000
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Epoch 23732/50000
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Epoch 23733/50000
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Epoch 23734/50000
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Epoch 23735/50000
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Epoch 23736/50000
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Epoch 23737/50000
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Epoch 23738/50000
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Epoch 23739/50000
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Epoch 23740/50000
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Epoch 23741/50000
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Epoch 23742/50000
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Epoch 23743/50000
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Epoch 23744/50000
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Epoch 23745/50000
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Epoch 23746/50000
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Epoch 23747/50000
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Epoch 23748/50000
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Epoch 23749/50000
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Epoch 23750/50000
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Epoch 23751/50000
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Epoch 23752/50000
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Epoch 23753/50000
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Epoch 23754/50000
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Epoch 23755/50000
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Epoch 23756/50000
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Epoch 23757/50000
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Epoch 23758/50000
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Epoch 23759/50000
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Epoch 23760/50000
discriminator loss: 1.350301 - generator loss: 0.745373 - 1s
Epoch 23761/50000
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Epoch 23762/50000
discriminator loss: 1.350786 - generator loss: 0.745019 - 1s
Epoch 23763/50000
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Epoch 23764/50000
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Epoch 23765/50000
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Epoch 23766/50000
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Epoch 23767/50000
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Epoch 23768/50000
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Epoch 23769/50000
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Epoch 23770/50000
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Epoch 23771/50000
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Epoch 23772/50000
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Epoch 23773/50000
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Epoch 23774/50000
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Epoch 23775/50000
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Epoch 23776/50000
discriminator loss: 1.339738 - generator loss: 0.760010 - 1s
Epoch 23777/50000
discriminator loss: 1.348196 - generator loss: 0.749882 - 1s
Epoch 23778/50000
discriminator loss: 1.356809 - generator loss: 0.741155 - 1s
Epoch 23779/50000
discriminator loss: 1.345861 - generator loss: 0.738612 - 1s
Epoch 23780/50000
discriminator loss: 1.346221 - generator loss: 0.751521 - 1s
Epoch 23781/50000
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Epoch 23782/50000
discriminator loss: 1.355987 - generator loss: 0.745686 - 1s
Epoch 23783/50000
discriminator loss: 1.355462 - generator loss: 0.746100 - 1s
Epoch 23784/50000
discriminator loss: 1.347605 - generator loss: 0.752805 - 1s
Epoch 23785/50000
discriminator loss: 1.343606 - generator loss: 0.759193 - 1s
Epoch 23786/50000
discriminator loss: 1.351733 - generator loss: 0.748672 - 1s
Epoch 23787/50000
discriminator loss: 1.352470 - generator loss: 0.740346 - 1s
Epoch 23788/50000
discriminator loss: 1.356576 - generator loss: 0.739540 - 1s
Epoch 23789/50000
discriminator loss: 1.352295 - generator loss: 0.742233 - 1s
Epoch 23790/50000
discriminator loss: 1.350747 - generator loss: 0.744499 - 1s
Epoch 23791/50000
discriminator loss: 1.350529 - generator loss: 0.743086 - 1s
Epoch 23792/50000
discriminator loss: 1.353663 - generator loss: 0.751429 - 1s
Epoch 23793/50000
discriminator loss: 1.358726 - generator loss: 0.746994 - 1s
Epoch 23794/50000
discriminator loss: 1.345272 - generator loss: 0.752462 - 1s
Epoch 23795/50000
discriminator loss: 1.352519 - generator loss: 0.748223 - 1s
Epoch 23796/50000
discriminator loss: 1.352488 - generator loss: 0.745812 - 1s
Epoch 23797/50000
discriminator loss: 1.366760 - generator loss: 0.741207 - 1s
Epoch 23798/50000
discriminator loss: 1.362778 - generator loss: 0.733211 - 1s
Epoch 23799/50000
discriminator loss: 1.342923 - generator loss: 0.757793 - 1s
Epoch 23800/50000
discriminator loss: 1.341282 - generator loss: 0.750532 - 1s
Epoch 23801/50000
discriminator loss: 1.351779 - generator loss: 0.744526 - 1s
Epoch 23802/50000
discriminator loss: 1.353777 - generator loss: 0.739327 - 1s
Epoch 23803/50000
discriminator loss: 1.353755 - generator loss: 0.752259 - 1s
Epoch 23804/50000
discriminator loss: 1.349855 - generator loss: 0.759331 - 1s
Epoch 23805/50000
discriminator loss: 1.338671 - generator loss: 0.754851 - 1s
Epoch 23806/50000
discriminator loss: 1.352467 - generator loss: 0.749004 - 1s
Epoch 23807/50000
discriminator loss: 1.348347 - generator loss: 0.739504 - 1s
Epoch 23808/50000
discriminator loss: 1.348157 - generator loss: 0.743816 - 1s
Epoch 23809/50000
discriminator loss: 1.346384 - generator loss: 0.747332 - 1s
Epoch 23810/50000
discriminator loss: 1.349895 - generator loss: 0.748642 - 1s
Epoch 23811/50000
discriminator loss: 1.353536 - generator loss: 0.752532 - 1s
Epoch 23812/50000
discriminator loss: 1.365787 - generator loss: 0.738620 - 1s
Epoch 23813/50000
discriminator loss: 1.354867 - generator loss: 0.745627 - 1s
Epoch 23814/50000
discriminator loss: 1.353070 - generator loss: 0.753272 - 1s
Epoch 23815/50000
discriminator loss: 1.346074 - generator loss: 0.750063 - 1s
Epoch 23816/50000
discriminator loss: 1.359046 - generator loss: 0.742247 - 1s
Epoch 23817/50000
discriminator loss: 1.366987 - generator loss: 0.729220 - 1s
Epoch 23818/50000
discriminator loss: 1.348309 - generator loss: 0.749994 - 1s
Epoch 23819/50000
discriminator loss: 1.351790 - generator loss: 0.741388 - 1s
Epoch 23820/50000
discriminator loss: 1.347965 - generator loss: 0.756530 - 1s
Epoch 23821/50000
discriminator loss: 1.358150 - generator loss: 0.747670 - 1s
Epoch 23822/50000
discriminator loss: 1.361473 - generator loss: 0.742099 - 1s
Epoch 23823/50000
discriminator loss: 1.352440 - generator loss: 0.751281 - 1s
Epoch 23824/50000
discriminator loss: 1.347046 - generator loss: 0.748779 - 1s
Epoch 23825/50000
discriminator loss: 1.347170 - generator loss: 0.758012 - 1s
Epoch 23826/50000
discriminator loss: 1.359838 - generator loss: 0.735205 - 1s
Epoch 23827/50000
discriminator loss: 1.357003 - generator loss: 0.738925 - 1s
Epoch 23828/50000
discriminator loss: 1.354443 - generator loss: 0.739677 - 1s
Epoch 23829/50000
discriminator loss: 1.348069 - generator loss: 0.746939 - 1s
Epoch 23830/50000
discriminator loss: 1.349137 - generator loss: 0.751188 - 1s
Epoch 23831/50000
discriminator loss: 1.348231 - generator loss: 0.755170 - 1s
Epoch 23832/50000
discriminator loss: 1.352131 - generator loss: 0.750817 - 1s
Epoch 23833/50000
discriminator loss: 1.350160 - generator loss: 0.746255 - 1s
Epoch 23834/50000
discriminator loss: 1.356228 - generator loss: 0.746147 - 1s
Epoch 23835/50000
discriminator loss: 1.355352 - generator loss: 0.741186 - 1s
Epoch 23836/50000
discriminator loss: 1.360674 - generator loss: 0.737006 - 1s
Epoch 23837/50000
discriminator loss: 1.350372 - generator loss: 0.741915 - 1s
Epoch 23838/50000
discriminator loss: 1.344809 - generator loss: 0.751195 - 1s
Epoch 23839/50000
discriminator loss: 1.352592 - generator loss: 0.745840 - 1s
Epoch 23840/50000
discriminator loss: 1.355495 - generator loss: 0.744806 - 1s
Epoch 23841/50000
discriminator loss: 1.360098 - generator loss: 0.739657 - 1s
Epoch 23842/50000
discriminator loss: 1.350374 - generator loss: 0.751329 - 1s
Epoch 23843/50000
discriminator loss: 1.340393 - generator loss: 0.756449 - 1s
Epoch 23844/50000
discriminator loss: 1.353915 - generator loss: 0.749417 - 1s
Epoch 23845/50000
discriminator loss: 1.358158 - generator loss: 0.735693 - 1s
Epoch 23846/50000
discriminator loss: 1.354712 - generator loss: 0.738845 - 1s
Epoch 23847/50000
discriminator loss: 1.346571 - generator loss: 0.742914 - 1s
Epoch 23848/50000
discriminator loss: 1.347684 - generator loss: 0.748531 - 1s
Epoch 23849/50000
discriminator loss: 1.354190 - generator loss: 0.743304 - 1s
Epoch 23850/50000
discriminator loss: 1.357450 - generator loss: 0.742908 - 1s
Epoch 23851/50000
discriminator loss: 1.344375 - generator loss: 0.755914 - 1s
Epoch 23852/50000
discriminator loss: 1.349338 - generator loss: 0.752682 - 1s
Epoch 23853/50000
discriminator loss: 1.340292 - generator loss: 0.753775 - 1s
Epoch 23854/50000
discriminator loss: 1.346799 - generator loss: 0.750126 - 1s
Epoch 23855/50000
discriminator loss: 1.347130 - generator loss: 0.739793 - 1s
Epoch 23856/50000
discriminator loss: 1.349361 - generator loss: 0.748172 - 1s
Epoch 23857/50000
discriminator loss: 1.352927 - generator loss: 0.743475 - 1s
Epoch 23858/50000
discriminator loss: 1.357188 - generator loss: 0.742827 - 1s
Epoch 23859/50000
discriminator loss: 1.358734 - generator loss: 0.743512 - 1s
Epoch 23860/50000
discriminator loss: 1.355242 - generator loss: 0.745004 - 1s
Epoch 23861/50000
discriminator loss: 1.350487 - generator loss: 0.752863 - 1s
Epoch 23862/50000
discriminator loss: 1.346962 - generator loss: 0.750345 - 1s
Epoch 23863/50000
discriminator loss: 1.355333 - generator loss: 0.741539 - 1s
Epoch 23864/50000
discriminator loss: 1.355688 - generator loss: 0.741224 - 1s
Epoch 23865/50000
discriminator loss: 1.358704 - generator loss: 0.740569 - 1s
Epoch 23866/50000
discriminator loss: 1.350829 - generator loss: 0.741063 - 1s
Epoch 23867/50000
discriminator loss: 1.351504 - generator loss: 0.750709 - 1s
Epoch 23868/50000
discriminator loss: 1.360440 - generator loss: 0.735611 - 1s
Epoch 23869/50000
discriminator loss: 1.366874 - generator loss: 0.737648 - 1s
Epoch 23870/50000
discriminator loss: 1.354797 - generator loss: 0.746877 - 1s
Epoch 23871/50000
discriminator loss: 1.346653 - generator loss: 0.755071 - 1s
Epoch 23872/50000
discriminator loss: 1.347804 - generator loss: 0.755750 - 1s
Epoch 23873/50000
discriminator loss: 1.351284 - generator loss: 0.746701 - 1s
Epoch 23874/50000
discriminator loss: 1.359593 - generator loss: 0.734170 - 1s
Epoch 23875/50000
discriminator loss: 1.351559 - generator loss: 0.740230 - 1s
Epoch 23876/50000
discriminator loss: 1.346327 - generator loss: 0.746904 - 1s
Epoch 23877/50000
discriminator loss: 1.356722 - generator loss: 0.741946 - 1s
Epoch 23878/50000
discriminator loss: 1.360427 - generator loss: 0.745307 - 1s
Epoch 23879/50000
discriminator loss: 1.360767 - generator loss: 0.747349 - 1s
Epoch 23880/50000
discriminator loss: 1.352855 - generator loss: 0.752941 - 1s
Epoch 23881/50000
discriminator loss: 1.350098 - generator loss: 0.751210 - 1s
Epoch 23882/50000
discriminator loss: 1.352557 - generator loss: 0.740421 - 1s
Epoch 23883/50000
discriminator loss: 1.343254 - generator loss: 0.744124 - 1s
Epoch 23884/50000
discriminator loss: 1.362015 - generator loss: 0.738054 - 1s
Epoch 23885/50000
discriminator loss: 1.348802 - generator loss: 0.743541 - 1s
Epoch 23886/50000
discriminator loss: 1.349765 - generator loss: 0.746404 - 1s
Epoch 23887/50000
discriminator loss: 1.355820 - generator loss: 0.746030 - 1s
Epoch 23888/50000
discriminator loss: 1.362776 - generator loss: 0.735940 - 1s
Epoch 23889/50000
discriminator loss: 1.348599 - generator loss: 0.748578 - 1s
Epoch 23890/50000
discriminator loss: 1.350404 - generator loss: 0.753788 - 1s
Epoch 23891/50000
discriminator loss: 1.353194 - generator loss: 0.751587 - 1s
Epoch 23892/50000
discriminator loss: 1.350052 - generator loss: 0.747306 - 1s
Epoch 23893/50000
discriminator loss: 1.360119 - generator loss: 0.734449 - 1s
Epoch 23894/50000
discriminator loss: 1.361633 - generator loss: 0.739855 - 1s
Epoch 23895/50000
discriminator loss: 1.351566 - generator loss: 0.738038 - 1s
Epoch 23896/50000
discriminator loss: 1.346618 - generator loss: 0.749049 - 1s
Epoch 23897/50000
discriminator loss: 1.355411 - generator loss: 0.747508 - 1s
Epoch 23898/50000
discriminator loss: 1.354523 - generator loss: 0.747258 - 1s
Epoch 23899/50000
discriminator loss: 1.354996 - generator loss: 0.745200 - 1s
Epoch 23900/50000
discriminator loss: 1.346657 - generator loss: 0.750996 - 1s
Epoch 23901/50000
discriminator loss: 1.347949 - generator loss: 0.753795 - 1s
Epoch 23902/50000
discriminator loss: 1.362884 - generator loss: 0.735605 - 1s
Epoch 23903/50000
discriminator loss: 1.353494 - generator loss: 0.735907 - 1s
Epoch 23904/50000
discriminator loss: 1.354835 - generator loss: 0.740699 - 1s
Epoch 23905/50000
discriminator loss: 1.359042 - generator loss: 0.747334 - 1s
Epoch 23906/50000
discriminator loss: 1.361635 - generator loss: 0.739696 - 1s
Epoch 23907/50000
discriminator loss: 1.351185 - generator loss: 0.748678 - 1s
Epoch 23908/50000
discriminator loss: 1.358411 - generator loss: 0.740188 - 1s
Epoch 23909/50000
discriminator loss: 1.343044 - generator loss: 0.757650 - 1s
Epoch 23910/50000
discriminator loss: 1.353972 - generator loss: 0.744770 - 1s
Epoch 23911/50000
discriminator loss: 1.359581 - generator loss: 0.743217 - 1s
Epoch 23912/50000
discriminator loss: 1.366779 - generator loss: 0.732319 - 1s
Epoch 23913/50000
discriminator loss: 1.350284 - generator loss: 0.747337 - 1s
Epoch 23914/50000
discriminator loss: 1.356112 - generator loss: 0.741314 - 1s
Epoch 23915/50000
discriminator loss: 1.349454 - generator loss: 0.743252 - 1s
Epoch 23916/50000
discriminator loss: 1.346991 - generator loss: 0.752342 - 1s
Epoch 23917/50000
discriminator loss: 1.355198 - generator loss: 0.737378 - 1s
Epoch 23918/50000
discriminator loss: 1.357039 - generator loss: 0.745741 - 1s
Epoch 23919/50000
discriminator loss: 1.347672 - generator loss: 0.754746 - 1s
Epoch 23920/50000
discriminator loss: 1.353976 - generator loss: 0.754096 - 1s
Epoch 23921/50000
discriminator loss: 1.347930 - generator loss: 0.749426 - 1s
Epoch 23922/50000
discriminator loss: 1.353278 - generator loss: 0.728976 - 1s
Epoch 23923/50000
discriminator loss: 1.355365 - generator loss: 0.739105 - 1s
Epoch 23924/50000
discriminator loss: 1.351596 - generator loss: 0.742676 - 1s
Epoch 23925/50000
discriminator loss: 1.348839 - generator loss: 0.743426 - 1s
Epoch 23926/50000
discriminator loss: 1.362566 - generator loss: 0.747138 - 1s
Epoch 23927/50000
discriminator loss: 1.357705 - generator loss: 0.740926 - 1s
Epoch 23928/50000
discriminator loss: 1.344550 - generator loss: 0.757977 - 1s
Epoch 23929/50000
discriminator loss: 1.345469 - generator loss: 0.747445 - 1s
Epoch 23930/50000
discriminator loss: 1.357049 - generator loss: 0.742698 - 1s
Epoch 23931/50000
discriminator loss: 1.351502 - generator loss: 0.743996 - 1s
Epoch 23932/50000
discriminator loss: 1.346056 - generator loss: 0.740059 - 1s
Epoch 23933/50000
discriminator loss: 1.351364 - generator loss: 0.747679 - 1s
Epoch 23934/50000
discriminator loss: 1.356530 - generator loss: 0.743185 - 1s
Epoch 23935/50000
discriminator loss: 1.339779 - generator loss: 0.764478 - 1s
Epoch 23936/50000
discriminator loss: 1.355995 - generator loss: 0.736980 - 1s
Epoch 23937/50000
discriminator loss: 1.350767 - generator loss: 0.747854 - 1s
Epoch 23938/50000
discriminator loss: 1.353754 - generator loss: 0.745167 - 1s
Epoch 23939/50000
discriminator loss: 1.353855 - generator loss: 0.749643 - 1s
Epoch 23940/50000
discriminator loss: 1.358133 - generator loss: 0.741537 - 1s
Epoch 23941/50000
discriminator loss: 1.348509 - generator loss: 0.743746 - 1s
Epoch 23942/50000
discriminator loss: 1.354106 - generator loss: 0.744859 - 1s
Epoch 23943/50000
discriminator loss: 1.349395 - generator loss: 0.741529 - 1s
Epoch 23944/50000
discriminator loss: 1.348703 - generator loss: 0.742193 - 1s
Epoch 23945/50000
discriminator loss: 1.365847 - generator loss: 0.739381 - 1s
Epoch 23946/50000
discriminator loss: 1.362008 - generator loss: 0.747205 - 1s
Epoch 23947/50000
discriminator loss: 1.353784 - generator loss: 0.751630 - 1s
Epoch 23948/50000
discriminator loss: 1.358405 - generator loss: 0.739553 - 1s
Epoch 23949/50000
discriminator loss: 1.356539 - generator loss: 0.740434 - 1s
Epoch 23950/50000
discriminator loss: 1.359556 - generator loss: 0.734581 - 1s
Epoch 23951/50000
discriminator loss: 1.356793 - generator loss: 0.741598 - 1s
Epoch 23952/50000
discriminator loss: 1.339214 - generator loss: 0.753098 - 1s
Epoch 23953/50000
discriminator loss: 1.353785 - generator loss: 0.743745 - 1s
Epoch 23954/50000
discriminator loss: 1.358921 - generator loss: 0.740665 - 1s
Epoch 23955/50000
discriminator loss: 1.356621 - generator loss: 0.744939 - 1s
Epoch 23956/50000
discriminator loss: 1.353486 - generator loss: 0.748528 - 1s
Epoch 23957/50000
discriminator loss: 1.352045 - generator loss: 0.749920 - 1s
Epoch 23958/50000
discriminator loss: 1.357152 - generator loss: 0.743595 - 1s
Epoch 23959/50000
discriminator loss: 1.355587 - generator loss: 0.738686 - 1s
Epoch 23960/50000
discriminator loss: 1.355748 - generator loss: 0.737031 - 1s
Epoch 23961/50000
discriminator loss: 1.353139 - generator loss: 0.747831 - 1s
Epoch 23962/50000
discriminator loss: 1.351138 - generator loss: 0.749152 - 1s
Epoch 23963/50000
discriminator loss: 1.352071 - generator loss: 0.739350 - 1s
Epoch 23964/50000
discriminator loss: 1.353295 - generator loss: 0.745176 - 1s
Epoch 23965/50000
discriminator loss: 1.360829 - generator loss: 0.743568 - 1s
Epoch 23966/50000
discriminator loss: 1.344466 - generator loss: 0.757132 - 1s
Epoch 23967/50000
discriminator loss: 1.352416 - generator loss: 0.752473 - 1s
Epoch 23968/50000
discriminator loss: 1.353024 - generator loss: 0.750118 - 1s
Epoch 23969/50000
discriminator loss: 1.355090 - generator loss: 0.737142 - 1s
Epoch 23970/50000
discriminator loss: 1.345432 - generator loss: 0.742471 - 1s
Epoch 23971/50000
discriminator loss: 1.343742 - generator loss: 0.747932 - 1s
Epoch 23972/50000
discriminator loss: 1.347009 - generator loss: 0.747567 - 1s
Epoch 23973/50000
discriminator loss: 1.346628 - generator loss: 0.755225 - 1s
Epoch 23974/50000
discriminator loss: 1.352351 - generator loss: 0.747598 - 1s
Epoch 23975/50000
discriminator loss: 1.349440 - generator loss: 0.757230 - 1s
Epoch 23976/50000
discriminator loss: 1.349186 - generator loss: 0.747815 - 1s
Epoch 23977/50000
discriminator loss: 1.351001 - generator loss: 0.750866 - 1s
Epoch 23978/50000
discriminator loss: 1.354386 - generator loss: 0.739633 - 1s
Epoch 23979/50000
discriminator loss: 1.357958 - generator loss: 0.741803 - 1s
Epoch 23980/50000
discriminator loss: 1.350914 - generator loss: 0.738623 - 1s
Epoch 23981/50000
discriminator loss: 1.343702 - generator loss: 0.752755 - 1s
Epoch 23982/50000
discriminator loss: 1.346392 - generator loss: 0.757545 - 1s
Epoch 23983/50000
discriminator loss: 1.365844 - generator loss: 0.737138 - 1s
Epoch 23984/50000
discriminator loss: 1.356964 - generator loss: 0.741539 - 1s
Epoch 23985/50000
discriminator loss: 1.344941 - generator loss: 0.754991 - 1s
Epoch 23986/50000
discriminator loss: 1.346290 - generator loss: 0.757636 - 1s
Epoch 23987/50000
discriminator loss: 1.352219 - generator loss: 0.740021 - 1s
Epoch 23988/50000
discriminator loss: 1.360419 - generator loss: 0.737625 - 1s
Epoch 23989/50000
discriminator loss: 1.354348 - generator loss: 0.745989 - 1s
Epoch 23990/50000
discriminator loss: 1.341437 - generator loss: 0.750814 - 1s
Epoch 23991/50000
discriminator loss: 1.345861 - generator loss: 0.743975 - 1s
Epoch 23992/50000
discriminator loss: 1.354377 - generator loss: 0.739600 - 1s
Epoch 23993/50000
discriminator loss: 1.354257 - generator loss: 0.751567 - 1s
Epoch 23994/50000
discriminator loss: 1.351063 - generator loss: 0.751403 - 1s
Epoch 23995/50000
discriminator loss: 1.348715 - generator loss: 0.752912 - 1s
Epoch 23996/50000
discriminator loss: 1.357609 - generator loss: 0.746883 - 1s
Epoch 23997/50000
discriminator loss: 1.353970 - generator loss: 0.735565 - 1s
Epoch 23998/50000
discriminator loss: 1.367091 - generator loss: 0.735616 - 1s
Epoch 23999/50000
discriminator loss: 1.350695 - generator loss: 0.741681 - 1s
Epoch 24000/50000
discriminator loss: 1.342515 - generator loss: 0.752740 - 1s
Epoch 24001/50000
discriminator loss: 1.347613 - generator loss: 0.747857 - 1s

Loss: 

Epoch 24002/50000
discriminator loss: 1.350446 - generator loss: 0.745875 - 1s
Epoch 24003/50000
discriminator loss: 1.359164 - generator loss: 0.746139 - 1s
Epoch 24004/50000
discriminator loss: 1.346715 - generator loss: 0.758006 - 1s
Epoch 24005/50000
discriminator loss: 1.344421 - generator loss: 0.750133 - 1s
Epoch 24006/50000
discriminator loss: 1.355014 - generator loss: 0.749694 - 1s
Epoch 24007/50000
discriminator loss: 1.358415 - generator loss: 0.733470 - 1s
Epoch 24008/50000
discriminator loss: 1.354153 - generator loss: 0.737195 - 1s
Epoch 24009/50000
discriminator loss: 1.345481 - generator loss: 0.746234 - 1s
Epoch 24010/50000
discriminator loss: 1.365712 - generator loss: 0.739208 - 1s
Epoch 24011/50000
discriminator loss: 1.356232 - generator loss: 0.739602 - 1s
Epoch 24012/50000
discriminator loss: 1.360413 - generator loss: 0.745312 - 1s
Epoch 24013/50000
discriminator loss: 1.355594 - generator loss: 0.749677 - 1s
Epoch 24014/50000
discriminator loss: 1.345150 - generator loss: 0.754440 - 1s
Epoch 24015/50000
discriminator loss: 1.349095 - generator loss: 0.747219 - 1s
Epoch 24016/50000
discriminator loss: 1.354066 - generator loss: 0.746467 - 1s
Epoch 24017/50000
discriminator loss: 1.356900 - generator loss: 0.741355 - 1s
Epoch 24018/50000
discriminator loss: 1.348817 - generator loss: 0.740238 - 1s
Epoch 24019/50000
discriminator loss: 1.348270 - generator loss: 0.743164 - 1s
Epoch 24020/50000
discriminator loss: 1.352858 - generator loss: 0.749077 - 1s
Epoch 24021/50000
discriminator loss: 1.355923 - generator loss: 0.746974 - 1s
Epoch 24022/50000
discriminator loss: 1.356292 - generator loss: 0.747329 - 1s
Epoch 24023/50000
discriminator loss: 1.350125 - generator loss: 0.753625 - 1s
Epoch 24024/50000
discriminator loss: 1.343075 - generator loss: 0.754208 - 1s
Epoch 24025/50000
discriminator loss: 1.348980 - generator loss: 0.747617 - 1s
Epoch 24026/50000
discriminator loss: 1.355464 - generator loss: 0.738300 - 1s
Epoch 24027/50000
discriminator loss: 1.356044 - generator loss: 0.738851 - 1s
Epoch 24028/50000
discriminator loss: 1.346881 - generator loss: 0.746033 - 1s
Epoch 24029/50000
discriminator loss: 1.337703 - generator loss: 0.761839 - 1s
Epoch 24030/50000
discriminator loss: 1.345523 - generator loss: 0.748870 - 1s
Epoch 24031/50000
discriminator loss: 1.352730 - generator loss: 0.743249 - 1s
Epoch 24032/50000
discriminator loss: 1.353974 - generator loss: 0.750666 - 1s
Epoch 24033/50000
discriminator loss: 1.347294 - generator loss: 0.749017 - 1s
Epoch 24034/50000
discriminator loss: 1.343695 - generator loss: 0.753901 - 1s
Epoch 24035/50000
discriminator loss: 1.358091 - generator loss: 0.739380 - 1s
Epoch 24036/50000
discriminator loss: 1.356739 - generator loss: 0.746996 - 1s
Epoch 24037/50000
discriminator loss: 1.357686 - generator loss: 0.738504 - 1s
Epoch 24038/50000
discriminator loss: 1.349676 - generator loss: 0.749219 - 1s
Epoch 24039/50000
discriminator loss: 1.352662 - generator loss: 0.743409 - 1s
Epoch 24040/50000
discriminator loss: 1.364019 - generator loss: 0.734277 - 1s
Epoch 24041/50000
discriminator loss: 1.365407 - generator loss: 0.738728 - 1s
Epoch 24042/50000
discriminator loss: 1.345691 - generator loss: 0.761007 - 1s
Epoch 24043/50000
discriminator loss: 1.349097 - generator loss: 0.758106 - 1s
Epoch 24044/50000
discriminator loss: 1.349888 - generator loss: 0.758206 - 1s
Epoch 24045/50000
discriminator loss: 1.350792 - generator loss: 0.736990 - 1s
Epoch 24046/50000
discriminator loss: 1.355673 - generator loss: 0.736790 - 1s
Epoch 24047/50000
discriminator loss: 1.351011 - generator loss: 0.741820 - 1s
Epoch 24048/50000
discriminator loss: 1.339272 - generator loss: 0.748392 - 1s
Epoch 24049/50000
discriminator loss: 1.347975 - generator loss: 0.747183 - 1s
Epoch 24050/50000
discriminator loss: 1.362561 - generator loss: 0.742501 - 1s
Epoch 24051/50000
discriminator loss: 1.353270 - generator loss: 0.752424 - 1s
Epoch 24052/50000
discriminator loss: 1.346113 - generator loss: 0.749273 - 1s
Epoch 24053/50000
discriminator loss: 1.351406 - generator loss: 0.754159 - 1s
Epoch 24054/50000
discriminator loss: 1.349972 - generator loss: 0.745829 - 1s
Epoch 24055/50000
discriminator loss: 1.356824 - generator loss: 0.740577 - 1s
Epoch 24056/50000
discriminator loss: 1.357676 - generator loss: 0.741765 - 1s
Epoch 24057/50000
discriminator loss: 1.362584 - generator loss: 0.736888 - 1s
Epoch 24058/50000
discriminator loss: 1.341426 - generator loss: 0.753013 - 1s
Epoch 24059/50000
discriminator loss: 1.357133 - generator loss: 0.744978 - 1s
Epoch 24060/50000
discriminator loss: 1.355270 - generator loss: 0.741812 - 1s
Epoch 24061/50000
discriminator loss: 1.351807 - generator loss: 0.749579 - 1s
Epoch 24062/50000
discriminator loss: 1.346846 - generator loss: 0.761022 - 1s
Epoch 24063/50000
discriminator loss: 1.351023 - generator loss: 0.750931 - 1s
Epoch 24064/50000
discriminator loss: 1.354550 - generator loss: 0.748511 - 1s
Epoch 24065/50000
discriminator loss: 1.365965 - generator loss: 0.734909 - 1s
Epoch 24066/50000
discriminator loss: 1.365217 - generator loss: 0.731070 - 1s
Epoch 24067/50000
discriminator loss: 1.343627 - generator loss: 0.748271 - 1s
Epoch 24068/50000
discriminator loss: 1.352368 - generator loss: 0.747280 - 1s
Epoch 24069/50000
discriminator loss: 1.358172 - generator loss: 0.746791 - 1s
Epoch 24070/50000
discriminator loss: 1.350681 - generator loss: 0.742030 - 1s
Epoch 24071/50000
discriminator loss: 1.356335 - generator loss: 0.748437 - 1s
Epoch 24072/50000
discriminator loss: 1.352644 - generator loss: 0.755141 - 1s
Epoch 24073/50000
discriminator loss: 1.345447 - generator loss: 0.749798 - 1s
Epoch 24074/50000
discriminator loss: 1.354896 - generator loss: 0.741046 - 1s
Epoch 24075/50000
discriminator loss: 1.353179 - generator loss: 0.741235 - 1s
Epoch 24076/50000
discriminator loss: 1.346975 - generator loss: 0.744619 - 1s
Epoch 24077/50000
discriminator loss: 1.347536 - generator loss: 0.744937 - 1s
Epoch 24078/50000
discriminator loss: 1.355314 - generator loss: 0.746438 - 1s
Epoch 24079/50000
discriminator loss: 1.349548 - generator loss: 0.750508 - 1s
Epoch 24080/50000
discriminator loss: 1.359270 - generator loss: 0.746243 - 1s
Epoch 24081/50000
discriminator loss: 1.348280 - generator loss: 0.750902 - 1s
Epoch 24082/50000
discriminator loss: 1.345564 - generator loss: 0.757439 - 1s
Epoch 24083/50000
discriminator loss: 1.355239 - generator loss: 0.743372 - 1s
Epoch 24084/50000
discriminator loss: 1.355392 - generator loss: 0.736814 - 1s
Epoch 24085/50000
discriminator loss: 1.360213 - generator loss: 0.738404 - 1s
Epoch 24086/50000
discriminator loss: 1.352836 - generator loss: 0.743923 - 1s
Epoch 24087/50000
discriminator loss: 1.353015 - generator loss: 0.751766 - 1s
Epoch 24088/50000
discriminator loss: 1.353821 - generator loss: 0.734835 - 1s
Epoch 24089/50000
discriminator loss: 1.355400 - generator loss: 0.746391 - 1s
Epoch 24090/50000
discriminator loss: 1.352038 - generator loss: 0.750134 - 1s
Epoch 24091/50000
discriminator loss: 1.351604 - generator loss: 0.759935 - 1s
Epoch 24092/50000
discriminator loss: 1.348583 - generator loss: 0.747191 - 1s
Epoch 24093/50000
discriminator loss: 1.359078 - generator loss: 0.746199 - 1s
Epoch 24094/50000
discriminator loss: 1.355961 - generator loss: 0.736347 - 1s
Epoch 24095/50000
discriminator loss: 1.349985 - generator loss: 0.744617 - 1s
Epoch 24096/50000
discriminator loss: 1.338330 - generator loss: 0.750490 - 1s
Epoch 24097/50000
discriminator loss: 1.354402 - generator loss: 0.742367 - 1s
Epoch 24098/50000
discriminator loss: 1.355121 - generator loss: 0.743976 - 1s
Epoch 24099/50000
discriminator loss: 1.354977 - generator loss: 0.748057 - 1s
Epoch 24100/50000
discriminator loss: 1.355039 - generator loss: 0.759411 - 1s
Epoch 24101/50000
discriminator loss: 1.343548 - generator loss: 0.751790 - 1s
Epoch 24102/50000
discriminator loss: 1.354240 - generator loss: 0.751492 - 1s
Epoch 24103/50000
discriminator loss: 1.354797 - generator loss: 0.735541 - 1s
Epoch 24104/50000
discriminator loss: 1.351995 - generator loss: 0.741296 - 1s
Epoch 24105/50000
discriminator loss: 1.359130 - generator loss: 0.741878 - 1s
Epoch 24106/50000
discriminator loss: 1.342515 - generator loss: 0.749639 - 1s
Epoch 24107/50000
discriminator loss: 1.340238 - generator loss: 0.759108 - 1s
Epoch 24108/50000
discriminator loss: 1.353442 - generator loss: 0.740580 - 1s
Epoch 24109/50000
discriminator loss: 1.356831 - generator loss: 0.748652 - 1s
Epoch 24110/50000
discriminator loss: 1.351581 - generator loss: 0.748977 - 1s
Epoch 24111/50000
discriminator loss: 1.342603 - generator loss: 0.756328 - 1s
Epoch 24112/50000
discriminator loss: 1.350003 - generator loss: 0.743424 - 1s
Epoch 24113/50000
discriminator loss: 1.353834 - generator loss: 0.741732 - 1s
Epoch 24114/50000
discriminator loss: 1.354154 - generator loss: 0.738086 - 1s
Epoch 24115/50000
discriminator loss: 1.353916 - generator loss: 0.742108 - 1s
Epoch 24116/50000
discriminator loss: 1.342156 - generator loss: 0.752812 - 1s
Epoch 24117/50000
discriminator loss: 1.341953 - generator loss: 0.750845 - 1s
Epoch 24118/50000
discriminator loss: 1.356759 - generator loss: 0.743921 - 1s
Epoch 24119/50000
discriminator loss: 1.349021 - generator loss: 0.754187 - 1s
Epoch 24120/50000
discriminator loss: 1.338777 - generator loss: 0.755650 - 1s
Epoch 24121/50000
discriminator loss: 1.333950 - generator loss: 0.760325 - 1s
Epoch 24122/50000
discriminator loss: 1.354527 - generator loss: 0.739443 - 1s
Epoch 24123/50000
discriminator loss: 1.361605 - generator loss: 0.739276 - 1s
Epoch 24124/50000
discriminator loss: 1.354962 - generator loss: 0.736546 - 1s
Epoch 24125/50000
discriminator loss: 1.339386 - generator loss: 0.748759 - 1s
Epoch 24126/50000
discriminator loss: 1.345059 - generator loss: 0.750776 - 1s
Epoch 24127/50000
discriminator loss: 1.355377 - generator loss: 0.743247 - 1s
Epoch 24128/50000
discriminator loss: 1.359316 - generator loss: 0.740797 - 1s
Epoch 24129/50000
discriminator loss: 1.353973 - generator loss: 0.750397 - 1s
Epoch 24130/50000
discriminator loss: 1.343417 - generator loss: 0.753242 - 1s
Epoch 24131/50000
discriminator loss: 1.342483 - generator loss: 0.756008 - 1s
Epoch 24132/50000
discriminator loss: 1.351202 - generator loss: 0.744650 - 1s
Epoch 24133/50000
discriminator loss: 1.356595 - generator loss: 0.738669 - 1s
Epoch 24134/50000
discriminator loss: 1.341051 - generator loss: 0.749567 - 1s
Epoch 24135/50000
discriminator loss: 1.341022 - generator loss: 0.755299 - 1s
Epoch 24136/50000
discriminator loss: 1.343122 - generator loss: 0.757748 - 1s
Epoch 24137/50000
discriminator loss: 1.356381 - generator loss: 0.747873 - 1s
Epoch 24138/50000
discriminator loss: 1.346242 - generator loss: 0.747810 - 1s
Epoch 24139/50000
discriminator loss: 1.345802 - generator loss: 0.746039 - 1s
Epoch 24140/50000
discriminator loss: 1.356091 - generator loss: 0.750663 - 1s
Epoch 24141/50000
discriminator loss: 1.353727 - generator loss: 0.749124 - 1s
Epoch 24142/50000
discriminator loss: 1.365340 - generator loss: 0.736948 - 1s
Epoch 24143/50000
discriminator loss: 1.360504 - generator loss: 0.738695 - 1s
Epoch 24144/50000
discriminator loss: 1.342626 - generator loss: 0.745180 - 1s
Epoch 24145/50000
discriminator loss: 1.343696 - generator loss: 0.751000 - 1s
Epoch 24146/50000
discriminator loss: 1.347530 - generator loss: 0.752131 - 1s
Epoch 24147/50000
discriminator loss: 1.354890 - generator loss: 0.747005 - 1s
Epoch 24148/50000
discriminator loss: 1.348587 - generator loss: 0.760167 - 1s
Epoch 24149/50000
discriminator loss: 1.351524 - generator loss: 0.749180 - 1s
Epoch 24150/50000
discriminator loss: 1.335693 - generator loss: 0.765254 - 1s
Epoch 24151/50000
discriminator loss: 1.349812 - generator loss: 0.747691 - 1s
Epoch 24152/50000
discriminator loss: 1.362557 - generator loss: 0.732180 - 1s
Epoch 24153/50000
discriminator loss: 1.360565 - generator loss: 0.736413 - 1s
Epoch 24154/50000
discriminator loss: 1.342746 - generator loss: 0.750248 - 1s
Epoch 24155/50000
discriminator loss: 1.354797 - generator loss: 0.744081 - 1s
Epoch 24156/50000
discriminator loss: 1.351286 - generator loss: 0.751122 - 1s
Epoch 24157/50000
discriminator loss: 1.360376 - generator loss: 0.749606 - 1s
Epoch 24158/50000
discriminator loss: 1.352903 - generator loss: 0.752162 - 1s
Epoch 24159/50000
discriminator loss: 1.343807 - generator loss: 0.756315 - 1s
Epoch 24160/50000
discriminator loss: 1.352787 - generator loss: 0.745547 - 1s
Epoch 24161/50000
discriminator loss: 1.360363 - generator loss: 0.742613 - 1s
Epoch 24162/50000
discriminator loss: 1.367653 - generator loss: 0.730326 - 1s
Epoch 24163/50000
discriminator loss: 1.350882 - generator loss: 0.740447 - 1s
Epoch 24164/50000
discriminator loss: 1.346017 - generator loss: 0.753457 - 1s
Epoch 24165/50000
discriminator loss: 1.347597 - generator loss: 0.747851 - 1s
Epoch 24166/50000
discriminator loss: 1.350468 - generator loss: 0.745761 - 1s
Epoch 24167/50000
discriminator loss: 1.361558 - generator loss: 0.742195 - 1s
Epoch 24168/50000
discriminator loss: 1.345390 - generator loss: 0.750721 - 1s
Epoch 24169/50000
discriminator loss: 1.343720 - generator loss: 0.754535 - 1s
Epoch 24170/50000
discriminator loss: 1.348249 - generator loss: 0.755930 - 1s
Epoch 24171/50000
discriminator loss: 1.358102 - generator loss: 0.741185 - 1s
Epoch 24172/50000
discriminator loss: 1.360122 - generator loss: 0.738088 - 1s
Epoch 24173/50000
discriminator loss: 1.361253 - generator loss: 0.737790 - 1s
Epoch 24174/50000
discriminator loss: 1.346875 - generator loss: 0.745159 - 1s
Epoch 24175/50000
discriminator loss: 1.345363 - generator loss: 0.746621 - 1s
Epoch 24176/50000
discriminator loss: 1.366159 - generator loss: 0.735830 - 1s
Epoch 24177/50000
discriminator loss: 1.356320 - generator loss: 0.753705 - 1s
Epoch 24178/50000
discriminator loss: 1.341761 - generator loss: 0.761117 - 1s
Epoch 24179/50000
discriminator loss: 1.341498 - generator loss: 0.762035 - 1s
Epoch 24180/50000
discriminator loss: 1.350758 - generator loss: 0.750059 - 1s
Epoch 24181/50000
discriminator loss: 1.366313 - generator loss: 0.730374 - 1s
Epoch 24182/50000
discriminator loss: 1.358158 - generator loss: 0.734470 - 1s
Epoch 24183/50000
discriminator loss: 1.340593 - generator loss: 0.747247 - 1s
Epoch 24184/50000
discriminator loss: 1.357430 - generator loss: 0.741147 - 1s
Epoch 24185/50000
discriminator loss: 1.344400 - generator loss: 0.745763 - 1s
Epoch 24186/50000
discriminator loss: 1.366420 - generator loss: 0.739805 - 1s
Epoch 24187/50000
discriminator loss: 1.353063 - generator loss: 0.750914 - 1s
Epoch 24188/50000
discriminator loss: 1.342327 - generator loss: 0.757028 - 1s
Epoch 24189/50000
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Epoch 24190/50000
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Epoch 24191/50000
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Epoch 24192/50000
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Epoch 24193/50000
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Epoch 24194/50000
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Epoch 24195/50000
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Epoch 24196/50000
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Epoch 24197/50000
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Epoch 24198/50000
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Epoch 24199/50000
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Epoch 24200/50000
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Epoch 24201/50000
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Epoch 24202/50000
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Epoch 24203/50000
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Epoch 24204/50000
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Epoch 24205/50000
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Epoch 24206/50000
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Epoch 24207/50000
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Epoch 24208/50000
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Epoch 24209/50000
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Epoch 24210/50000
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Epoch 24211/50000
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Epoch 24212/50000
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Epoch 24213/50000
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Epoch 24214/50000
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Epoch 24215/50000
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Epoch 24216/50000
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Epoch 24217/50000
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Epoch 24218/50000
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Epoch 24219/50000
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Epoch 24220/50000
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Epoch 24221/50000
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Epoch 24222/50000
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Epoch 24223/50000
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Epoch 24224/50000
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Epoch 24225/50000
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Epoch 24226/50000
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Epoch 24227/50000
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Epoch 24228/50000
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Epoch 24229/50000
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Epoch 24230/50000
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Epoch 24231/50000
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Epoch 24232/50000
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Epoch 24233/50000
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Epoch 24234/50000
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Epoch 24235/50000
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Epoch 24236/50000
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Epoch 24237/50000
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Epoch 24238/50000
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Epoch 24239/50000
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Epoch 24240/50000
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Epoch 24241/50000
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Epoch 24242/50000
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Epoch 24243/50000
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Epoch 24244/50000
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Epoch 24245/50000
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Epoch 24246/50000
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Epoch 24247/50000
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Epoch 24248/50000
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Epoch 24249/50000
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Epoch 24250/50000
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Epoch 24251/50000
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Epoch 24252/50000
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Epoch 24253/50000
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Epoch 24254/50000
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Epoch 24255/50000
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Epoch 24256/50000
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Epoch 24257/50000
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Epoch 24258/50000
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Epoch 24259/50000
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Epoch 24260/50000
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Epoch 24261/50000
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Epoch 24262/50000
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Epoch 24263/50000
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Epoch 24264/50000
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Epoch 24265/50000
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Epoch 24266/50000
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Epoch 24267/50000
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Epoch 24268/50000
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Epoch 24269/50000
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Epoch 24270/50000
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Epoch 24271/50000
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Epoch 24272/50000
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Epoch 24273/50000
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Epoch 24274/50000
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Epoch 24275/50000
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Epoch 24276/50000
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Epoch 24277/50000
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Epoch 24278/50000
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Epoch 24279/50000
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Epoch 24280/50000
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Epoch 24281/50000
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Epoch 24282/50000
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Epoch 24283/50000
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Epoch 24284/50000
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Epoch 24285/50000
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Epoch 24286/50000
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Epoch 24287/50000
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Epoch 24288/50000
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Epoch 24289/50000
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Epoch 24290/50000
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Epoch 24291/50000
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Epoch 24292/50000
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Epoch 24293/50000
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Epoch 24294/50000
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Epoch 24295/50000
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Epoch 24296/50000
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Epoch 24297/50000
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Epoch 24298/50000
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Epoch 24299/50000
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Epoch 24300/50000
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Epoch 24301/50000
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Epoch 24302/50000
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Epoch 24303/50000
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Epoch 24304/50000
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Epoch 24305/50000
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Epoch 24306/50000
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Epoch 24307/50000
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Epoch 24308/50000
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Epoch 24309/50000
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Epoch 24310/50000
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Epoch 24311/50000
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Epoch 24312/50000
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Epoch 24313/50000
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Epoch 24314/50000
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Epoch 24315/50000
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Epoch 24316/50000
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Epoch 24317/50000
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Epoch 24318/50000
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Epoch 24319/50000
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Epoch 24320/50000
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Epoch 24321/50000
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Epoch 24322/50000
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Epoch 24323/50000
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Epoch 24324/50000
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Epoch 24325/50000
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Epoch 24326/50000
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Epoch 24327/50000
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Epoch 24328/50000
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Epoch 24329/50000
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Epoch 24330/50000
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Epoch 24331/50000
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Epoch 24332/50000
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Epoch 24333/50000
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Epoch 24334/50000
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Epoch 24335/50000
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Epoch 24336/50000
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Epoch 24337/50000
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Epoch 24338/50000
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Epoch 24339/50000
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Epoch 24340/50000
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Epoch 24341/50000
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Epoch 24342/50000
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Epoch 24343/50000
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Epoch 24344/50000
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Epoch 24345/50000
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Epoch 24346/50000
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Epoch 24347/50000
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Epoch 24348/50000
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Epoch 24349/50000
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Epoch 24350/50000
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Epoch 24351/50000
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Epoch 24352/50000
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Epoch 24353/50000
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Epoch 24354/50000
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Epoch 24355/50000
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Epoch 24356/50000
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Epoch 24357/50000
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Epoch 24358/50000
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Epoch 24359/50000
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Epoch 24360/50000
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Epoch 24361/50000
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Epoch 24362/50000
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Epoch 24363/50000
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Epoch 24364/50000
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Epoch 24365/50000
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Epoch 24366/50000
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Epoch 24367/50000
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Epoch 24368/50000
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Epoch 24369/50000
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Epoch 24370/50000
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Epoch 24371/50000
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Epoch 24372/50000
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Epoch 24373/50000
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Epoch 24374/50000
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Epoch 24375/50000
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Epoch 24376/50000
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Epoch 24377/50000
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Epoch 24378/50000
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Epoch 24379/50000
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Epoch 24380/50000
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Epoch 24381/50000
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Epoch 24382/50000
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Epoch 24383/50000
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Epoch 24384/50000
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Epoch 24385/50000
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Epoch 24386/50000
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Epoch 24387/50000
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Epoch 24388/50000
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Epoch 24389/50000
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Epoch 24390/50000
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Epoch 24391/50000
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Epoch 24392/50000
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Epoch 24393/50000
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Epoch 24394/50000
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Epoch 24395/50000
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Epoch 24396/50000
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Epoch 24397/50000
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Epoch 24398/50000
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Epoch 24399/50000
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Epoch 24400/50000
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Epoch 24401/50000
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Epoch 24402/50000
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Epoch 24403/50000
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Epoch 24404/50000
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Epoch 24405/50000
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Epoch 24406/50000
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Epoch 24407/50000
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Epoch 24408/50000
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Epoch 24409/50000
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Epoch 24410/50000
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Epoch 24411/50000
discriminator loss: 1.347284 - generator loss: 0.751530 - 1s
Epoch 24412/50000
discriminator loss: 1.355181 - generator loss: 0.744370 - 1s
Epoch 24413/50000
discriminator loss: 1.346332 - generator loss: 0.746270 - 1s
Epoch 24414/50000
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Epoch 24415/50000
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Epoch 24416/50000
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Epoch 24417/50000
discriminator loss: 1.356704 - generator loss: 0.739608 - 1s
Epoch 24418/50000
discriminator loss: 1.361104 - generator loss: 0.738959 - 1s
Epoch 24419/50000
discriminator loss: 1.347730 - generator loss: 0.753326 - 1s
Epoch 24420/50000
discriminator loss: 1.359138 - generator loss: 0.738664 - 1s
Epoch 24421/50000
discriminator loss: 1.352120 - generator loss: 0.740791 - 1s
Epoch 24422/50000
discriminator loss: 1.352672 - generator loss: 0.744837 - 1s
Epoch 24423/50000
discriminator loss: 1.356813 - generator loss: 0.750068 - 1s
Epoch 24424/50000
discriminator loss: 1.354375 - generator loss: 0.755311 - 1s
Epoch 24425/50000
discriminator loss: 1.358112 - generator loss: 0.740683 - 1s
Epoch 24426/50000
discriminator loss: 1.355814 - generator loss: 0.740151 - 1s
Epoch 24427/50000
discriminator loss: 1.351773 - generator loss: 0.745753 - 1s
Epoch 24428/50000
discriminator loss: 1.348153 - generator loss: 0.747307 - 1s
Epoch 24429/50000
discriminator loss: 1.361207 - generator loss: 0.742618 - 1s
Epoch 24430/50000
discriminator loss: 1.359071 - generator loss: 0.732860 - 1s
Epoch 24431/50000
discriminator loss: 1.356493 - generator loss: 0.749790 - 1s
Epoch 24432/50000
discriminator loss: 1.348094 - generator loss: 0.757218 - 1s
Epoch 24433/50000
discriminator loss: 1.354033 - generator loss: 0.746375 - 1s
Epoch 24434/50000
discriminator loss: 1.348435 - generator loss: 0.748416 - 1s
Epoch 24435/50000
discriminator loss: 1.356042 - generator loss: 0.740749 - 1s
Epoch 24436/50000
discriminator loss: 1.355655 - generator loss: 0.735685 - 1s
Epoch 24437/50000
discriminator loss: 1.349785 - generator loss: 0.745869 - 1s
Epoch 24438/50000
discriminator loss: 1.351173 - generator loss: 0.749328 - 1s
Epoch 24439/50000
discriminator loss: 1.346210 - generator loss: 0.752801 - 1s
Epoch 24440/50000
discriminator loss: 1.343799 - generator loss: 0.750767 - 1s
Epoch 24441/50000
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Epoch 24442/50000
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Epoch 24443/50000
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Epoch 24444/50000
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Epoch 24445/50000
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Epoch 24446/50000
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Epoch 24447/50000
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Epoch 24448/50000
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Epoch 24449/50000
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Epoch 24450/50000
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Epoch 24451/50000
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Epoch 24452/50000
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Epoch 24453/50000
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Epoch 24454/50000
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Epoch 24455/50000
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Epoch 24456/50000
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Epoch 24457/50000
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Epoch 24458/50000
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Epoch 24459/50000
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Epoch 24460/50000
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Epoch 24461/50000
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Epoch 24462/50000
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Epoch 24463/50000
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Epoch 24464/50000
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Epoch 24465/50000
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Epoch 24466/50000
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Epoch 24467/50000
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Epoch 24468/50000
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Epoch 24469/50000
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Epoch 24470/50000
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Epoch 24471/50000
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Epoch 24472/50000
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Epoch 24473/50000
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Epoch 24474/50000
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Epoch 24475/50000
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Epoch 24476/50000
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Epoch 24477/50000
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Epoch 24478/50000
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Epoch 24479/50000
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Epoch 24480/50000
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Epoch 24481/50000
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Epoch 24482/50000
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Epoch 24483/50000
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Epoch 24484/50000
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Epoch 24485/50000
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Epoch 24486/50000
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Epoch 24487/50000
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Epoch 24488/50000
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Epoch 24489/50000
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Epoch 24490/50000
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Epoch 24491/50000
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Epoch 24492/50000
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Epoch 24493/50000
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Epoch 24494/50000
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Epoch 24495/50000
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Epoch 24496/50000
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Epoch 24497/50000
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Epoch 24498/50000
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Epoch 24499/50000
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Epoch 24500/50000
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Epoch 24501/50000
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Epoch 24502/50000
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Epoch 24503/50000
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Epoch 24504/50000
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Epoch 24505/50000
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Epoch 24506/50000
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Epoch 24507/50000
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Epoch 24508/50000
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Epoch 24509/50000
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Epoch 24510/50000
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Epoch 24511/50000
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Epoch 24512/50000
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Epoch 24513/50000
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Epoch 24514/50000
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Epoch 24515/50000
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Epoch 24516/50000
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Epoch 24517/50000
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Epoch 24518/50000
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Epoch 24519/50000
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Epoch 24520/50000
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Epoch 24521/50000
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Epoch 24522/50000
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Epoch 24523/50000
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Epoch 24524/50000
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Epoch 24525/50000
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Epoch 24526/50000
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Epoch 24527/50000
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Epoch 24528/50000
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Epoch 24529/50000
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Epoch 24530/50000
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Epoch 24531/50000
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Epoch 24532/50000
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Epoch 24533/50000
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Epoch 24534/50000
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Epoch 24535/50000
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Epoch 24536/50000
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Epoch 24537/50000
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Epoch 24538/50000
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Epoch 24539/50000
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Epoch 24540/50000
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Epoch 24541/50000
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Epoch 24542/50000
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Epoch 24543/50000
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Epoch 24544/50000
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Epoch 24545/50000
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Epoch 24546/50000
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Epoch 24547/50000
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Epoch 24548/50000
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Epoch 24549/50000
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Epoch 24550/50000
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Epoch 24551/50000
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Epoch 24552/50000
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Epoch 24553/50000
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Epoch 24554/50000
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Epoch 24555/50000
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Epoch 24556/50000
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Epoch 24557/50000
discriminator loss: 1.342787 - generator loss: 0.758649 - 1s
Epoch 24558/50000
discriminator loss: 1.344820 - generator loss: 0.755170 - 1s
Epoch 24559/50000
discriminator loss: 1.360525 - generator loss: 0.740251 - 1s
Epoch 24560/50000
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Epoch 24561/50000
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Epoch 24562/50000
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Epoch 24563/50000
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Epoch 24564/50000
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Epoch 24565/50000
discriminator loss: 1.355112 - generator loss: 0.737285 - 1s
Epoch 24566/50000
discriminator loss: 1.341186 - generator loss: 0.755634 - 1s
Epoch 24567/50000
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Epoch 24568/50000
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Epoch 24569/50000
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Epoch 24570/50000
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Epoch 24571/50000
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Epoch 24572/50000
discriminator loss: 1.345924 - generator loss: 0.756100 - 1s
Epoch 24573/50000
discriminator loss: 1.351710 - generator loss: 0.745837 - 1s
Epoch 24574/50000
discriminator loss: 1.364254 - generator loss: 0.730479 - 1s
Epoch 24575/50000
discriminator loss: 1.355026 - generator loss: 0.737591 - 1s
Epoch 24576/50000
discriminator loss: 1.339236 - generator loss: 0.757463 - 1s
Epoch 24577/50000
discriminator loss: 1.355010 - generator loss: 0.748390 - 1s
Epoch 24578/50000
discriminator loss: 1.355677 - generator loss: 0.740654 - 1s
Epoch 24579/50000
discriminator loss: 1.365714 - generator loss: 0.740285 - 1s
Epoch 24580/50000
discriminator loss: 1.354639 - generator loss: 0.750962 - 1s
Epoch 24581/50000
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Epoch 24582/50000
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Epoch 24583/50000
discriminator loss: 1.357616 - generator loss: 0.738633 - 1s
Epoch 24584/50000
discriminator loss: 1.345739 - generator loss: 0.739177 - 1s
Epoch 24585/50000
discriminator loss: 1.353808 - generator loss: 0.748882 - 1s
Epoch 24586/50000
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Epoch 24587/50000
discriminator loss: 1.348464 - generator loss: 0.749549 - 1s
Epoch 24588/50000
discriminator loss: 1.353053 - generator loss: 0.743110 - 1s
Epoch 24589/50000
discriminator loss: 1.360758 - generator loss: 0.740750 - 1s
Epoch 24590/50000
discriminator loss: 1.358714 - generator loss: 0.747437 - 1s
Epoch 24591/50000
discriminator loss: 1.347552 - generator loss: 0.756731 - 1s
Epoch 24592/50000
discriminator loss: 1.345197 - generator loss: 0.751046 - 1s
Epoch 24593/50000
discriminator loss: 1.354991 - generator loss: 0.743116 - 1s
Epoch 24594/50000
discriminator loss: 1.359429 - generator loss: 0.735971 - 1s
Epoch 24595/50000
discriminator loss: 1.350574 - generator loss: 0.745642 - 1s
Epoch 24596/50000
discriminator loss: 1.349228 - generator loss: 0.747916 - 1s
Epoch 24597/50000
discriminator loss: 1.354109 - generator loss: 0.743293 - 1s
Epoch 24598/50000
discriminator loss: 1.357396 - generator loss: 0.741728 - 1s
Epoch 24599/50000
discriminator loss: 1.359020 - generator loss: 0.743358 - 1s
Epoch 24600/50000
discriminator loss: 1.360707 - generator loss: 0.741064 - 1s
Epoch 24601/50000
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Epoch 24602/50000
discriminator loss: 1.340697 - generator loss: 0.758063 - 1s
Epoch 24603/50000
discriminator loss: 1.352152 - generator loss: 0.746661 - 1s
Epoch 24604/50000
discriminator loss: 1.352787 - generator loss: 0.746369 - 1s
Epoch 24605/50000
discriminator loss: 1.356053 - generator loss: 0.732351 - 1s
Epoch 24606/50000
discriminator loss: 1.351934 - generator loss: 0.742767 - 1s
Epoch 24607/50000
discriminator loss: 1.350762 - generator loss: 0.742817 - 1s
Epoch 24608/50000
discriminator loss: 1.360157 - generator loss: 0.738105 - 1s
Epoch 24609/50000
discriminator loss: 1.365999 - generator loss: 0.740360 - 1s
Epoch 24610/50000
discriminator loss: 1.345683 - generator loss: 0.758598 - 1s
Epoch 24611/50000
discriminator loss: 1.346800 - generator loss: 0.755845 - 1s
Epoch 24612/50000
discriminator loss: 1.352945 - generator loss: 0.743477 - 1s
Epoch 24613/50000
discriminator loss: 1.354358 - generator loss: 0.741060 - 1s
Epoch 24614/50000
discriminator loss: 1.350993 - generator loss: 0.743191 - 1s
Epoch 24615/50000
discriminator loss: 1.354528 - generator loss: 0.741977 - 1s
Epoch 24616/50000
discriminator loss: 1.342430 - generator loss: 0.755235 - 1s
Epoch 24617/50000
discriminator loss: 1.352856 - generator loss: 0.747223 - 1s
Epoch 24618/50000
discriminator loss: 1.358517 - generator loss: 0.740408 - 1s
Epoch 24619/50000
discriminator loss: 1.356796 - generator loss: 0.742145 - 1s
Epoch 24620/50000
discriminator loss: 1.352533 - generator loss: 0.750748 - 1s
Epoch 24621/50000
discriminator loss: 1.349048 - generator loss: 0.748732 - 1s
Epoch 24622/50000
discriminator loss: 1.343974 - generator loss: 0.752602 - 1s
Epoch 24623/50000
discriminator loss: 1.348449 - generator loss: 0.742870 - 1s
Epoch 24624/50000
discriminator loss: 1.356221 - generator loss: 0.740580 - 1s
Epoch 24625/50000
discriminator loss: 1.354165 - generator loss: 0.752516 - 1s
Epoch 24626/50000
discriminator loss: 1.358231 - generator loss: 0.735401 - 1s
Epoch 24627/50000
discriminator loss: 1.347942 - generator loss: 0.747659 - 1s
Epoch 24628/50000
discriminator loss: 1.360992 - generator loss: 0.733020 - 1s
Epoch 24629/50000
discriminator loss: 1.350322 - generator loss: 0.751796 - 1s
Epoch 24630/50000
discriminator loss: 1.358908 - generator loss: 0.744322 - 1s
Epoch 24631/50000
discriminator loss: 1.349647 - generator loss: 0.752921 - 1s
Epoch 24632/50000
discriminator loss: 1.347621 - generator loss: 0.749193 - 1s
Epoch 24633/50000
discriminator loss: 1.342606 - generator loss: 0.751077 - 1s
Epoch 24634/50000
discriminator loss: 1.349837 - generator loss: 0.741160 - 1s
Epoch 24635/50000
discriminator loss: 1.355555 - generator loss: 0.742142 - 1s
Epoch 24636/50000
discriminator loss: 1.349865 - generator loss: 0.742036 - 1s
Epoch 24637/50000
discriminator loss: 1.358061 - generator loss: 0.743176 - 1s
Epoch 24638/50000
discriminator loss: 1.355088 - generator loss: 0.754448 - 1s
Epoch 24639/50000
discriminator loss: 1.358493 - generator loss: 0.742269 - 1s
Epoch 24640/50000
discriminator loss: 1.339221 - generator loss: 0.760244 - 1s
Epoch 24641/50000
discriminator loss: 1.344482 - generator loss: 0.748222 - 1s
Epoch 24642/50000
discriminator loss: 1.351881 - generator loss: 0.740563 - 1s
Epoch 24643/50000
discriminator loss: 1.365621 - generator loss: 0.737986 - 1s
Epoch 24644/50000
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Epoch 24645/50000
discriminator loss: 1.347526 - generator loss: 0.747599 - 1s
Epoch 24646/50000
discriminator loss: 1.354280 - generator loss: 0.744735 - 1s
Epoch 24647/50000
discriminator loss: 1.354398 - generator loss: 0.742347 - 1s
Epoch 24648/50000
discriminator loss: 1.357614 - generator loss: 0.744618 - 1s
Epoch 24649/50000
discriminator loss: 1.353794 - generator loss: 0.750068 - 1s
Epoch 24650/50000
discriminator loss: 1.347570 - generator loss: 0.744470 - 1s
Epoch 24651/50000
discriminator loss: 1.352821 - generator loss: 0.756852 - 1s
Epoch 24652/50000
discriminator loss: 1.343996 - generator loss: 0.744895 - 1s
Epoch 24653/50000
discriminator loss: 1.355260 - generator loss: 0.741794 - 1s
Epoch 24654/50000
discriminator loss: 1.349439 - generator loss: 0.748170 - 1s
Epoch 24655/50000
discriminator loss: 1.351940 - generator loss: 0.743850 - 1s
Epoch 24656/50000
discriminator loss: 1.347488 - generator loss: 0.750212 - 1s
Epoch 24657/50000
discriminator loss: 1.350696 - generator loss: 0.746185 - 1s
Epoch 24658/50000
discriminator loss: 1.349279 - generator loss: 0.749770 - 1s
Epoch 24659/50000
discriminator loss: 1.351560 - generator loss: 0.751057 - 1s
Epoch 24660/50000
discriminator loss: 1.351597 - generator loss: 0.744085 - 1s
Epoch 24661/50000
discriminator loss: 1.360421 - generator loss: 0.742031 - 1s
Epoch 24662/50000
discriminator loss: 1.348748 - generator loss: 0.742923 - 1s
Epoch 24663/50000
discriminator loss: 1.354180 - generator loss: 0.743957 - 1s
Epoch 24664/50000
discriminator loss: 1.343277 - generator loss: 0.748495 - 1s
Epoch 24665/50000
discriminator loss: 1.351696 - generator loss: 0.749151 - 1s
Epoch 24666/50000
discriminator loss: 1.350266 - generator loss: 0.745251 - 1s
Epoch 24667/50000
discriminator loss: 1.353238 - generator loss: 0.740759 - 1s
Epoch 24668/50000
discriminator loss: 1.356030 - generator loss: 0.746329 - 1s
Epoch 24669/50000
discriminator loss: 1.352730 - generator loss: 0.747199 - 1s
Epoch 24670/50000
discriminator loss: 1.359436 - generator loss: 0.737578 - 1s
Epoch 24671/50000
discriminator loss: 1.349877 - generator loss: 0.746103 - 1s
Epoch 24672/50000
discriminator loss: 1.357300 - generator loss: 0.737345 - 1s
Epoch 24673/50000
discriminator loss: 1.358301 - generator loss: 0.744626 - 1s
Epoch 24674/50000
discriminator loss: 1.354271 - generator loss: 0.744437 - 1s
Epoch 24675/50000
discriminator loss: 1.355568 - generator loss: 0.744971 - 1s
Epoch 24676/50000
discriminator loss: 1.355070 - generator loss: 0.745006 - 1s
Epoch 24677/50000
discriminator loss: 1.350760 - generator loss: 0.748618 - 1s
Epoch 24678/50000
discriminator loss: 1.344561 - generator loss: 0.747338 - 1s
Epoch 24679/50000
discriminator loss: 1.340828 - generator loss: 0.757338 - 1s
Epoch 24680/50000
discriminator loss: 1.356191 - generator loss: 0.745949 - 1s
Epoch 24681/50000
discriminator loss: 1.354978 - generator loss: 0.748330 - 1s
Epoch 24682/50000
discriminator loss: 1.356836 - generator loss: 0.738876 - 1s
Epoch 24683/50000
discriminator loss: 1.345377 - generator loss: 0.744236 - 1s
Epoch 24684/50000
discriminator loss: 1.353081 - generator loss: 0.747782 - 1s
Epoch 24685/50000
discriminator loss: 1.356230 - generator loss: 0.736665 - 1s
Epoch 24686/50000
discriminator loss: 1.354439 - generator loss: 0.752263 - 1s
Epoch 24687/50000
discriminator loss: 1.355136 - generator loss: 0.746685 - 1s
Epoch 24688/50000
discriminator loss: 1.347722 - generator loss: 0.754107 - 1s
Epoch 24689/50000
discriminator loss: 1.359579 - generator loss: 0.737363 - 1s
Epoch 24690/50000
discriminator loss: 1.362889 - generator loss: 0.739930 - 1s
Epoch 24691/50000
discriminator loss: 1.345883 - generator loss: 0.748686 - 1s
Epoch 24692/50000
discriminator loss: 1.352013 - generator loss: 0.743518 - 1s
Epoch 24693/50000
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Epoch 24694/50000
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Epoch 24695/50000
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Epoch 24696/50000
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Epoch 24697/50000
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Epoch 24698/50000
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Epoch 24699/50000
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Epoch 24700/50000
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Epoch 24701/50000
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Epoch 24702/50000
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Epoch 24703/50000
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Epoch 24704/50000
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Epoch 24705/50000
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Epoch 24706/50000
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Epoch 24707/50000
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Epoch 24708/50000
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Epoch 24709/50000
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Epoch 24710/50000
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Epoch 24711/50000
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Epoch 24712/50000
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Epoch 24713/50000
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Epoch 24714/50000
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Epoch 24715/50000
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Epoch 24716/50000
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Epoch 24717/50000
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Epoch 24718/50000
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Epoch 24719/50000
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Epoch 24720/50000
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Epoch 24721/50000
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Epoch 24722/50000
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Epoch 24723/50000
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Epoch 24724/50000
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Epoch 24725/50000
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Epoch 24726/50000
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Epoch 24727/50000
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Epoch 24728/50000
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Epoch 24729/50000
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Epoch 24730/50000
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Epoch 24731/50000
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Epoch 24732/50000
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Epoch 24733/50000
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Epoch 24734/50000
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Epoch 24735/50000
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Epoch 24736/50000
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Epoch 24737/50000
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Epoch 24738/50000
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Epoch 24739/50000
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Epoch 24740/50000
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Epoch 24741/50000
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Epoch 24742/50000
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Epoch 24743/50000
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Epoch 24744/50000
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Epoch 24745/50000
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Epoch 24746/50000
discriminator loss: 1.354906 - generator loss: 0.738011 - 1s
Epoch 24747/50000
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Epoch 24748/50000
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Epoch 24749/50000
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Epoch 24750/50000
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Epoch 24751/50000
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Epoch 24752/50000
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Epoch 24753/50000
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Epoch 24754/50000
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Epoch 24755/50000
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Epoch 24756/50000
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Epoch 24757/50000
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Epoch 24758/50000
discriminator loss: 1.351116 - generator loss: 0.747368 - 1s
Epoch 24759/50000
discriminator loss: 1.346113 - generator loss: 0.750709 - 1s
Epoch 24760/50000
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Epoch 24761/50000
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Epoch 24762/50000
discriminator loss: 1.349041 - generator loss: 0.749229 - 1s
Epoch 24763/50000
discriminator loss: 1.354472 - generator loss: 0.747080 - 1s
Epoch 24764/50000
discriminator loss: 1.359494 - generator loss: 0.740794 - 1s
Epoch 24765/50000
discriminator loss: 1.353792 - generator loss: 0.744438 - 1s
Epoch 24766/50000
discriminator loss: 1.361509 - generator loss: 0.739509 - 1s
Epoch 24767/50000
discriminator loss: 1.355949 - generator loss: 0.744441 - 1s
Epoch 24768/50000
discriminator loss: 1.355186 - generator loss: 0.749702 - 1s
Epoch 24769/50000
discriminator loss: 1.355784 - generator loss: 0.750019 - 1s
Epoch 24770/50000
discriminator loss: 1.348400 - generator loss: 0.749205 - 1s
Epoch 24771/50000
discriminator loss: 1.350193 - generator loss: 0.753971 - 1s
Epoch 24772/50000
discriminator loss: 1.354357 - generator loss: 0.744158 - 1s
Epoch 24773/50000
discriminator loss: 1.352799 - generator loss: 0.745172 - 1s
Epoch 24774/50000
discriminator loss: 1.347413 - generator loss: 0.745672 - 1s
Epoch 24775/50000
discriminator loss: 1.346920 - generator loss: 0.758096 - 1s
Epoch 24776/50000
discriminator loss: 1.346712 - generator loss: 0.749652 - 1s
Epoch 24777/50000
discriminator loss: 1.348948 - generator loss: 0.744477 - 1s
Epoch 24778/50000
discriminator loss: 1.358905 - generator loss: 0.739154 - 1s
Epoch 24779/50000
discriminator loss: 1.353269 - generator loss: 0.751665 - 1s
Epoch 24780/50000
discriminator loss: 1.352901 - generator loss: 0.740576 - 1s
Epoch 24781/50000
discriminator loss: 1.344694 - generator loss: 0.747527 - 1s
Epoch 24782/50000
discriminator loss: 1.353990 - generator loss: 0.751693 - 1s
Epoch 24783/50000
discriminator loss: 1.345239 - generator loss: 0.747769 - 1s
Epoch 24784/50000
discriminator loss: 1.353226 - generator loss: 0.740638 - 1s
Epoch 24785/50000
discriminator loss: 1.346327 - generator loss: 0.748954 - 1s
Epoch 24786/50000
discriminator loss: 1.353075 - generator loss: 0.745086 - 1s
Epoch 24787/50000
discriminator loss: 1.357590 - generator loss: 0.741849 - 1s
Epoch 24788/50000
discriminator loss: 1.353057 - generator loss: 0.744641 - 1s
Epoch 24789/50000
discriminator loss: 1.348699 - generator loss: 0.750888 - 1s
Epoch 24790/50000
discriminator loss: 1.345190 - generator loss: 0.760472 - 1s
Epoch 24791/50000
discriminator loss: 1.352194 - generator loss: 0.746590 - 1s
Epoch 24792/50000
discriminator loss: 1.356727 - generator loss: 0.741586 - 1s
Epoch 24793/50000
discriminator loss: 1.354757 - generator loss: 0.743608 - 1s
Epoch 24794/50000
discriminator loss: 1.354503 - generator loss: 0.734261 - 1s
Epoch 24795/50000
discriminator loss: 1.342975 - generator loss: 0.750310 - 1s
Epoch 24796/50000
discriminator loss: 1.344260 - generator loss: 0.755445 - 1s
Epoch 24797/50000
discriminator loss: 1.358199 - generator loss: 0.743354 - 1s
Epoch 24798/50000
discriminator loss: 1.350086 - generator loss: 0.750197 - 1s
Epoch 24799/50000
discriminator loss: 1.342599 - generator loss: 0.754625 - 1s
Epoch 24800/50000
discriminator loss: 1.343716 - generator loss: 0.750880 - 1s
Epoch 24801/50000
discriminator loss: 1.353928 - generator loss: 0.745189 - 1s
Epoch 24802/50000
discriminator loss: 1.354933 - generator loss: 0.743013 - 1s
Epoch 24803/50000
discriminator loss: 1.349565 - generator loss: 0.740866 - 1s
Epoch 24804/50000
discriminator loss: 1.342795 - generator loss: 0.754062 - 1s
Epoch 24805/50000
discriminator loss: 1.348769 - generator loss: 0.750300 - 1s
Epoch 24806/50000
discriminator loss: 1.348809 - generator loss: 0.749129 - 1s
Epoch 24807/50000
discriminator loss: 1.358053 - generator loss: 0.743580 - 1s
Epoch 24808/50000
discriminator loss: 1.353702 - generator loss: 0.749778 - 1s
Epoch 24809/50000
discriminator loss: 1.339893 - generator loss: 0.756162 - 1s
Epoch 24810/50000
discriminator loss: 1.355067 - generator loss: 0.753149 - 1s
Epoch 24811/50000
discriminator loss: 1.350149 - generator loss: 0.744537 - 1s
Epoch 24812/50000
discriminator loss: 1.349230 - generator loss: 0.737622 - 1s
Epoch 24813/50000
discriminator loss: 1.344423 - generator loss: 0.752702 - 1s
Epoch 24814/50000
discriminator loss: 1.351732 - generator loss: 0.743273 - 1s
Epoch 24815/50000
discriminator loss: 1.360361 - generator loss: 0.740644 - 1s
Epoch 24816/50000
discriminator loss: 1.352843 - generator loss: 0.751782 - 1s
Epoch 24817/50000
discriminator loss: 1.339595 - generator loss: 0.758282 - 1s
Epoch 24818/50000
discriminator loss: 1.343066 - generator loss: 0.761082 - 1s
Epoch 24819/50000
discriminator loss: 1.351733 - generator loss: 0.748375 - 1s
Epoch 24820/50000
discriminator loss: 1.355646 - generator loss: 0.740898 - 1s
Epoch 24821/50000
discriminator loss: 1.351707 - generator loss: 0.738864 - 1s
Epoch 24822/50000
discriminator loss: 1.357429 - generator loss: 0.739390 - 1s
Epoch 24823/50000
discriminator loss: 1.349969 - generator loss: 0.756521 - 1s
Epoch 24824/50000
discriminator loss: 1.346884 - generator loss: 0.746853 - 1s
Epoch 24825/50000
discriminator loss: 1.360461 - generator loss: 0.750081 - 1s
Epoch 24826/50000
discriminator loss: 1.355141 - generator loss: 0.740583 - 1s
Epoch 24827/50000
discriminator loss: 1.351479 - generator loss: 0.748828 - 1s
Epoch 24828/50000
discriminator loss: 1.339624 - generator loss: 0.764054 - 1s
Epoch 24829/50000
discriminator loss: 1.351251 - generator loss: 0.743456 - 1s
Epoch 24830/50000
discriminator loss: 1.360420 - generator loss: 0.738403 - 1s
Epoch 24831/50000
discriminator loss: 1.362172 - generator loss: 0.738535 - 1s
Epoch 24832/50000
discriminator loss: 1.352530 - generator loss: 0.753194 - 1s
Epoch 24833/50000
discriminator loss: 1.353486 - generator loss: 0.733828 - 1s
Epoch 24834/50000
discriminator loss: 1.353857 - generator loss: 0.744703 - 1s
Epoch 24835/50000
discriminator loss: 1.356013 - generator loss: 0.743529 - 1s
Epoch 24836/50000
discriminator loss: 1.355052 - generator loss: 0.752434 - 1s
Epoch 24837/50000
discriminator loss: 1.349961 - generator loss: 0.758290 - 1s
Epoch 24838/50000
discriminator loss: 1.348756 - generator loss: 0.750886 - 1s
Epoch 24839/50000
discriminator loss: 1.355888 - generator loss: 0.744422 - 1s
Epoch 24840/50000
discriminator loss: 1.354168 - generator loss: 0.736111 - 1s
Epoch 24841/50000
discriminator loss: 1.352575 - generator loss: 0.740838 - 1s
Epoch 24842/50000
discriminator loss: 1.354037 - generator loss: 0.739153 - 1s
Epoch 24843/50000
discriminator loss: 1.341994 - generator loss: 0.758858 - 1s
Epoch 24844/50000
discriminator loss: 1.347397 - generator loss: 0.757017 - 1s
Epoch 24845/50000
discriminator loss: 1.349248 - generator loss: 0.754124 - 1s
Epoch 24846/50000
discriminator loss: 1.346888 - generator loss: 0.745976 - 1s
Epoch 24847/50000
discriminator loss: 1.340573 - generator loss: 0.755331 - 1s
Epoch 24848/50000
discriminator loss: 1.344835 - generator loss: 0.749669 - 1s
Epoch 24849/50000
discriminator loss: 1.354352 - generator loss: 0.744325 - 1s
Epoch 24850/50000
discriminator loss: 1.353790 - generator loss: 0.743083 - 1s
Epoch 24851/50000
discriminator loss: 1.355938 - generator loss: 0.745054 - 1s
Epoch 24852/50000
discriminator loss: 1.347015 - generator loss: 0.749863 - 1s
Epoch 24853/50000
discriminator loss: 1.345940 - generator loss: 0.752247 - 1s
Epoch 24854/50000
discriminator loss: 1.365038 - generator loss: 0.736220 - 1s
Epoch 24855/50000
discriminator loss: 1.346778 - generator loss: 0.760122 - 1s
Epoch 24856/50000
discriminator loss: 1.348099 - generator loss: 0.748543 - 1s
Epoch 24857/50000
discriminator loss: 1.350460 - generator loss: 0.758124 - 1s
Epoch 24858/50000
discriminator loss: 1.346471 - generator loss: 0.751434 - 1s
Epoch 24859/50000
discriminator loss: 1.349624 - generator loss: 0.747580 - 1s
Epoch 24860/50000
discriminator loss: 1.365400 - generator loss: 0.731372 - 1s
Epoch 24861/50000
discriminator loss: 1.354094 - generator loss: 0.741948 - 1s
Epoch 24862/50000
discriminator loss: 1.341525 - generator loss: 0.753791 - 1s
Epoch 24863/50000
discriminator loss: 1.350534 - generator loss: 0.744307 - 1s
Epoch 24864/50000
discriminator loss: 1.355595 - generator loss: 0.745780 - 1s
Epoch 24865/50000
discriminator loss: 1.360838 - generator loss: 0.743358 - 1s
Epoch 24866/50000
discriminator loss: 1.356297 - generator loss: 0.750712 - 1s
Epoch 24867/50000
discriminator loss: 1.356356 - generator loss: 0.749524 - 1s
Epoch 24868/50000
discriminator loss: 1.347785 - generator loss: 0.747284 - 1s
Epoch 24869/50000
discriminator loss: 1.355653 - generator loss: 0.735954 - 1s
Epoch 24870/50000
discriminator loss: 1.355102 - generator loss: 0.741833 - 1s
Epoch 24871/50000
discriminator loss: 1.346789 - generator loss: 0.742519 - 1s
Epoch 24872/50000
discriminator loss: 1.355121 - generator loss: 0.745648 - 1s
Epoch 24873/50000
discriminator loss: 1.354194 - generator loss: 0.748991 - 1s
Epoch 24874/50000
discriminator loss: 1.357368 - generator loss: 0.742492 - 1s
Epoch 24875/50000
discriminator loss: 1.355622 - generator loss: 0.747242 - 1s
Epoch 24876/50000
discriminator loss: 1.347708 - generator loss: 0.752347 - 1s
Epoch 24877/50000
discriminator loss: 1.349936 - generator loss: 0.745724 - 1s
Epoch 24878/50000
discriminator loss: 1.359412 - generator loss: 0.739300 - 1s
Epoch 24879/50000
discriminator loss: 1.365883 - generator loss: 0.735284 - 1s
Epoch 24880/50000
discriminator loss: 1.351623 - generator loss: 0.739602 - 1s
Epoch 24881/50000
discriminator loss: 1.345907 - generator loss: 0.750231 - 1s
Epoch 24882/50000
discriminator loss: 1.349208 - generator loss: 0.743997 - 1s
Epoch 24883/50000
discriminator loss: 1.355492 - generator loss: 0.748451 - 1s
Epoch 24884/50000
discriminator loss: 1.355929 - generator loss: 0.746886 - 1s
Epoch 24885/50000
discriminator loss: 1.345059 - generator loss: 0.752113 - 1s
Epoch 24886/50000
discriminator loss: 1.345806 - generator loss: 0.746649 - 1s
Epoch 24887/50000
discriminator loss: 1.350631 - generator loss: 0.753132 - 1s
Epoch 24888/50000
discriminator loss: 1.354363 - generator loss: 0.736612 - 1s
Epoch 24889/50000
discriminator loss: 1.345556 - generator loss: 0.752562 - 1s
Epoch 24890/50000
discriminator loss: 1.344712 - generator loss: 0.748506 - 1s
Epoch 24891/50000
discriminator loss: 1.351950 - generator loss: 0.737790 - 1s
Epoch 24892/50000
discriminator loss: 1.362978 - generator loss: 0.739109 - 1s
Epoch 24893/50000
discriminator loss: 1.353916 - generator loss: 0.751910 - 1s
Epoch 24894/50000
discriminator loss: 1.346264 - generator loss: 0.754548 - 1s
Epoch 24895/50000
discriminator loss: 1.352780 - generator loss: 0.747127 - 1s
Epoch 24896/50000
discriminator loss: 1.351813 - generator loss: 0.749534 - 1s
Epoch 24897/50000
discriminator loss: 1.354019 - generator loss: 0.742042 - 1s
Epoch 24898/50000
discriminator loss: 1.357540 - generator loss: 0.737942 - 1s
Epoch 24899/50000
discriminator loss: 1.349507 - generator loss: 0.745419 - 1s
Epoch 24900/50000
discriminator loss: 1.354441 - generator loss: 0.744819 - 1s
Epoch 24901/50000
discriminator loss: 1.347927 - generator loss: 0.747358 - 1s
Epoch 24902/50000
discriminator loss: 1.354784 - generator loss: 0.746862 - 1s
Epoch 24903/50000
discriminator loss: 1.357077 - generator loss: 0.748066 - 1s
Epoch 24904/50000
discriminator loss: 1.346301 - generator loss: 0.750919 - 1s
Epoch 24905/50000
discriminator loss: 1.346382 - generator loss: 0.749902 - 1s
Epoch 24906/50000
discriminator loss: 1.356823 - generator loss: 0.744211 - 1s
Epoch 24907/50000
discriminator loss: 1.343888 - generator loss: 0.745568 - 1s
Epoch 24908/50000
discriminator loss: 1.352817 - generator loss: 0.744704 - 1s
Epoch 24909/50000
discriminator loss: 1.362368 - generator loss: 0.738504 - 1s
Epoch 24910/50000
discriminator loss: 1.356295 - generator loss: 0.747858 - 1s
Epoch 24911/50000
discriminator loss: 1.338864 - generator loss: 0.751504 - 1s
Epoch 24912/50000
discriminator loss: 1.356039 - generator loss: 0.741795 - 1s
Epoch 24913/50000
discriminator loss: 1.353649 - generator loss: 0.747866 - 1s
Epoch 24914/50000
discriminator loss: 1.346789 - generator loss: 0.754834 - 1s
Epoch 24915/50000
discriminator loss: 1.352555 - generator loss: 0.737697 - 1s
Epoch 24916/50000
discriminator loss: 1.360366 - generator loss: 0.743095 - 1s
Epoch 24917/50000
discriminator loss: 1.348329 - generator loss: 0.748719 - 1s
Epoch 24918/50000
discriminator loss: 1.349109 - generator loss: 0.743106 - 1s
Epoch 24919/50000
discriminator loss: 1.343154 - generator loss: 0.745852 - 1s
Epoch 24920/50000
discriminator loss: 1.349624 - generator loss: 0.754519 - 1s
Epoch 24921/50000
discriminator loss: 1.363752 - generator loss: 0.739151 - 1s
Epoch 24922/50000
discriminator loss: 1.345330 - generator loss: 0.751468 - 1s
Epoch 24923/50000
discriminator loss: 1.346800 - generator loss: 0.753539 - 1s
Epoch 24924/50000
discriminator loss: 1.355387 - generator loss: 0.746819 - 1s
Epoch 24925/50000
discriminator loss: 1.348723 - generator loss: 0.743828 - 1s
Epoch 24926/50000
discriminator loss: 1.353060 - generator loss: 0.749854 - 1s
Epoch 24927/50000
discriminator loss: 1.345414 - generator loss: 0.743939 - 1s
Epoch 24928/50000
discriminator loss: 1.353886 - generator loss: 0.748982 - 1s
Epoch 24929/50000
discriminator loss: 1.349259 - generator loss: 0.749705 - 1s
Epoch 24930/50000
discriminator loss: 1.350671 - generator loss: 0.743223 - 1s
Epoch 24931/50000
discriminator loss: 1.346804 - generator loss: 0.755390 - 1s
Epoch 24932/50000
discriminator loss: 1.351876 - generator loss: 0.747717 - 1s
Epoch 24933/50000
discriminator loss: 1.345244 - generator loss: 0.747346 - 1s
Epoch 24934/50000
discriminator loss: 1.346388 - generator loss: 0.747139 - 1s
Epoch 24935/50000
discriminator loss: 1.351761 - generator loss: 0.746151 - 1s
Epoch 24936/50000
discriminator loss: 1.353422 - generator loss: 0.745065 - 1s
Epoch 24937/50000
discriminator loss: 1.348035 - generator loss: 0.740251 - 1s
Epoch 24938/50000
discriminator loss: 1.352953 - generator loss: 0.751022 - 1s
Epoch 24939/50000
discriminator loss: 1.355194 - generator loss: 0.743748 - 1s
Epoch 24940/50000
discriminator loss: 1.349948 - generator loss: 0.746018 - 1s
Epoch 24941/50000
discriminator loss: 1.338548 - generator loss: 0.757842 - 1s
Epoch 24942/50000
discriminator loss: 1.353247 - generator loss: 0.746602 - 1s
Epoch 24943/50000
discriminator loss: 1.358076 - generator loss: 0.745861 - 1s
Epoch 24944/50000
discriminator loss: 1.352265 - generator loss: 0.741955 - 1s
Epoch 24945/50000
discriminator loss: 1.352787 - generator loss: 0.745868 - 1s
Epoch 24946/50000
discriminator loss: 1.353401 - generator loss: 0.741232 - 1s
Epoch 24947/50000
discriminator loss: 1.357241 - generator loss: 0.736790 - 1s
Epoch 24948/50000
discriminator loss: 1.360130 - generator loss: 0.741592 - 1s
Epoch 24949/50000
discriminator loss: 1.353039 - generator loss: 0.746394 - 1s
Epoch 24950/50000
discriminator loss: 1.353852 - generator loss: 0.747606 - 1s
Epoch 24951/50000
discriminator loss: 1.354156 - generator loss: 0.747564 - 1s
Epoch 24952/50000
discriminator loss: 1.347912 - generator loss: 0.755233 - 1s
Epoch 24953/50000
discriminator loss: 1.347212 - generator loss: 0.745103 - 1s
Epoch 24954/50000
discriminator loss: 1.352252 - generator loss: 0.744749 - 1s
Epoch 24955/50000
discriminator loss: 1.363420 - generator loss: 0.739049 - 1s
Epoch 24956/50000
discriminator loss: 1.349349 - generator loss: 0.740707 - 1s
Epoch 24957/50000
discriminator loss: 1.355677 - generator loss: 0.747195 - 1s
Epoch 24958/50000
discriminator loss: 1.354577 - generator loss: 0.749490 - 1s
Epoch 24959/50000
discriminator loss: 1.353541 - generator loss: 0.748948 - 1s
Epoch 24960/50000
discriminator loss: 1.343626 - generator loss: 0.750413 - 1s
Epoch 24961/50000
discriminator loss: 1.348016 - generator loss: 0.749774 - 1s
Epoch 24962/50000
discriminator loss: 1.354179 - generator loss: 0.743085 - 1s
Epoch 24963/50000
discriminator loss: 1.343505 - generator loss: 0.746800 - 1s
Epoch 24964/50000
discriminator loss: 1.346112 - generator loss: 0.747642 - 1s
Epoch 24965/50000
discriminator loss: 1.348563 - generator loss: 0.744722 - 1s
Epoch 24966/50000
discriminator loss: 1.354417 - generator loss: 0.745657 - 1s
Epoch 24967/50000
discriminator loss: 1.345490 - generator loss: 0.750870 - 1s
Epoch 24968/50000
discriminator loss: 1.351957 - generator loss: 0.752436 - 1s
Epoch 24969/50000
discriminator loss: 1.352996 - generator loss: 0.745964 - 1s
Epoch 24970/50000
discriminator loss: 1.356724 - generator loss: 0.744151 - 1s
Epoch 24971/50000
discriminator loss: 1.350006 - generator loss: 0.746356 - 1s
Epoch 24972/50000
discriminator loss: 1.343665 - generator loss: 0.749695 - 1s
Epoch 24973/50000
discriminator loss: 1.356805 - generator loss: 0.744882 - 1s
Epoch 24974/50000
discriminator loss: 1.349957 - generator loss: 0.747113 - 1s
Epoch 24975/50000
discriminator loss: 1.351074 - generator loss: 0.740824 - 1s
Epoch 24976/50000
discriminator loss: 1.350563 - generator loss: 0.746537 - 1s
Epoch 24977/50000
discriminator loss: 1.344376 - generator loss: 0.752256 - 1s
Epoch 24978/50000
discriminator loss: 1.342490 - generator loss: 0.759933 - 1s
Epoch 24979/50000
discriminator loss: 1.352892 - generator loss: 0.745222 - 1s
Epoch 24980/50000
discriminator loss: 1.360619 - generator loss: 0.742875 - 1s
Epoch 24981/50000
discriminator loss: 1.354112 - generator loss: 0.744702 - 1s
Epoch 24982/50000
discriminator loss: 1.351670 - generator loss: 0.734979 - 1s
Epoch 24983/50000
discriminator loss: 1.359087 - generator loss: 0.741190 - 1s
Epoch 24984/50000
discriminator loss: 1.354567 - generator loss: 0.749267 - 1s
Epoch 24985/50000
discriminator loss: 1.353946 - generator loss: 0.745606 - 1s
Epoch 24986/50000
discriminator loss: 1.358169 - generator loss: 0.746443 - 1s
Epoch 24987/50000
discriminator loss: 1.352587 - generator loss: 0.745750 - 1s
Epoch 24988/50000
discriminator loss: 1.346193 - generator loss: 0.755252 - 1s
Epoch 24989/50000
discriminator loss: 1.345667 - generator loss: 0.746775 - 1s
Epoch 24990/50000
discriminator loss: 1.348575 - generator loss: 0.750355 - 1s
Epoch 24991/50000
discriminator loss: 1.356753 - generator loss: 0.738894 - 1s
Epoch 24992/50000
discriminator loss: 1.354825 - generator loss: 0.741260 - 1s
Epoch 24993/50000
discriminator loss: 1.356729 - generator loss: 0.741115 - 1s
Epoch 24994/50000
discriminator loss: 1.357084 - generator loss: 0.744948 - 1s
Epoch 24995/50000
discriminator loss: 1.357050 - generator loss: 0.743214 - 1s
Epoch 24996/50000
discriminator loss: 1.363582 - generator loss: 0.740814 - 1s
Epoch 24997/50000
discriminator loss: 1.347807 - generator loss: 0.750270 - 1s
Epoch 24998/50000
discriminator loss: 1.356972 - generator loss: 0.742744 - 1s
Epoch 24999/50000
discriminator loss: 1.346912 - generator loss: 0.751544 - 1s
Epoch 25000/50000
discriminator loss: 1.352699 - generator loss: 0.748118 - 1s
Epoch 25001/50000
discriminator loss: 1.347442 - generator loss: 0.748079 - 1s

Loss: 

Epoch 25002/50000
discriminator loss: 1.350921 - generator loss: 0.744231 - 1s
Epoch 25003/50000
discriminator loss: 1.348335 - generator loss: 0.750562 - 1s
Epoch 25004/50000
discriminator loss: 1.348420 - generator loss: 0.753057 - 1s
Epoch 25005/50000
discriminator loss: 1.361058 - generator loss: 0.736508 - 1s
Epoch 25006/50000
discriminator loss: 1.346076 - generator loss: 0.753193 - 1s
Epoch 25007/50000
discriminator loss: 1.348393 - generator loss: 0.749238 - 1s
Epoch 25008/50000
discriminator loss: 1.352903 - generator loss: 0.743666 - 1s
Epoch 25009/50000
discriminator loss: 1.340757 - generator loss: 0.754753 - 1s
Epoch 25010/50000
discriminator loss: 1.351352 - generator loss: 0.741095 - 1s
Epoch 25011/50000
discriminator loss: 1.347512 - generator loss: 0.749924 - 1s
Epoch 25012/50000
discriminator loss: 1.354177 - generator loss: 0.744118 - 1s
Epoch 25013/50000
discriminator loss: 1.352921 - generator loss: 0.746504 - 1s
Epoch 25014/50000
discriminator loss: 1.356571 - generator loss: 0.749509 - 1s
Epoch 25015/50000
discriminator loss: 1.357645 - generator loss: 0.745114 - 1s
Epoch 25016/50000
discriminator loss: 1.355963 - generator loss: 0.744040 - 1s
Epoch 25017/50000
discriminator loss: 1.342180 - generator loss: 0.753299 - 1s
Epoch 25018/50000
discriminator loss: 1.345999 - generator loss: 0.752855 - 1s
Epoch 25019/50000
discriminator loss: 1.358088 - generator loss: 0.741039 - 1s
Epoch 25020/50000
discriminator loss: 1.350524 - generator loss: 0.746472 - 1s
Epoch 25021/50000
discriminator loss: 1.348513 - generator loss: 0.745429 - 1s
Epoch 25022/50000
discriminator loss: 1.344161 - generator loss: 0.751154 - 1s
Epoch 25023/50000
discriminator loss: 1.342787 - generator loss: 0.756224 - 1s
Epoch 25024/50000
discriminator loss: 1.356506 - generator loss: 0.750915 - 1s
Epoch 25025/50000
discriminator loss: 1.342923 - generator loss: 0.746364 - 1s
Epoch 25026/50000
discriminator loss: 1.353202 - generator loss: 0.746108 - 1s
Epoch 25027/50000
discriminator loss: 1.360159 - generator loss: 0.746476 - 1s
Epoch 25028/50000
discriminator loss: 1.347754 - generator loss: 0.739621 - 1s
Epoch 25029/50000
discriminator loss: 1.354689 - generator loss: 0.742795 - 1s
Epoch 25030/50000
discriminator loss: 1.351966 - generator loss: 0.752543 - 1s
Epoch 25031/50000
discriminator loss: 1.360339 - generator loss: 0.740578 - 1s
Epoch 25032/50000
discriminator loss: 1.360373 - generator loss: 0.738077 - 1s
Epoch 25033/50000
discriminator loss: 1.349887 - generator loss: 0.747545 - 1s
Epoch 25034/50000
discriminator loss: 1.351441 - generator loss: 0.754021 - 1s
Epoch 25035/50000
discriminator loss: 1.347719 - generator loss: 0.752695 - 1s
Epoch 25036/50000
discriminator loss: 1.352896 - generator loss: 0.745265 - 1s
Epoch 25037/50000
discriminator loss: 1.357689 - generator loss: 0.739008 - 1s
Epoch 25038/50000
discriminator loss: 1.352587 - generator loss: 0.745316 - 1s
Epoch 25039/50000
discriminator loss: 1.350113 - generator loss: 0.741702 - 1s
Epoch 25040/50000
discriminator loss: 1.353899 - generator loss: 0.747137 - 1s
Epoch 25041/50000
discriminator loss: 1.355757 - generator loss: 0.747181 - 1s
Epoch 25042/50000
discriminator loss: 1.355714 - generator loss: 0.741795 - 1s
Epoch 25043/50000
discriminator loss: 1.346710 - generator loss: 0.760718 - 1s
Epoch 25044/50000
discriminator loss: 1.347466 - generator loss: 0.745387 - 1s
Epoch 25045/50000
discriminator loss: 1.355779 - generator loss: 0.743885 - 1s
Epoch 25046/50000
discriminator loss: 1.351406 - generator loss: 0.744161 - 1s
Epoch 25047/50000
discriminator loss: 1.355265 - generator loss: 0.740420 - 1s
Epoch 25048/50000
discriminator loss: 1.354264 - generator loss: 0.742399 - 1s
Epoch 25049/50000
discriminator loss: 1.344182 - generator loss: 0.756225 - 1s
Epoch 25050/50000
discriminator loss: 1.356950 - generator loss: 0.740589 - 1s
Epoch 25051/50000
discriminator loss: 1.356680 - generator loss: 0.749390 - 1s
Epoch 25052/50000
discriminator loss: 1.353102 - generator loss: 0.745796 - 1s
Epoch 25053/50000
discriminator loss: 1.345504 - generator loss: 0.749643 - 1s
Epoch 25054/50000
discriminator loss: 1.351559 - generator loss: 0.748379 - 1s
Epoch 25055/50000
discriminator loss: 1.361459 - generator loss: 0.745005 - 1s
Epoch 25056/50000
discriminator loss: 1.354676 - generator loss: 0.742661 - 1s
Epoch 25057/50000
discriminator loss: 1.342357 - generator loss: 0.755423 - 1s
Epoch 25058/50000
discriminator loss: 1.345167 - generator loss: 0.747364 - 1s
Epoch 25059/50000
discriminator loss: 1.354450 - generator loss: 0.739940 - 1s
Epoch 25060/50000
discriminator loss: 1.363384 - generator loss: 0.736443 - 1s
Epoch 25061/50000
discriminator loss: 1.363358 - generator loss: 0.749809 - 1s
Epoch 25062/50000
discriminator loss: 1.346875 - generator loss: 0.756643 - 1s
Epoch 25063/50000
discriminator loss: 1.343151 - generator loss: 0.756249 - 1s
Epoch 25064/50000
discriminator loss: 1.353954 - generator loss: 0.742254 - 1s
Epoch 25065/50000
discriminator loss: 1.362446 - generator loss: 0.731127 - 1s
Epoch 25066/50000
discriminator loss: 1.352942 - generator loss: 0.744084 - 1s
Epoch 25067/50000
discriminator loss: 1.342749 - generator loss: 0.750274 - 1s
Epoch 25068/50000
discriminator loss: 1.344721 - generator loss: 0.750537 - 1s
Epoch 25069/50000
discriminator loss: 1.358938 - generator loss: 0.746287 - 1s
Epoch 25070/50000
discriminator loss: 1.355310 - generator loss: 0.742053 - 1s
Epoch 25071/50000
discriminator loss: 1.347113 - generator loss: 0.755880 - 1s
Epoch 25072/50000
discriminator loss: 1.348777 - generator loss: 0.747373 - 1s
Epoch 25073/50000
discriminator loss: 1.351546 - generator loss: 0.745771 - 1s
Epoch 25074/50000
discriminator loss: 1.354268 - generator loss: 0.745568 - 1s
Epoch 25075/50000
discriminator loss: 1.347579 - generator loss: 0.745596 - 1s
Epoch 25076/50000
discriminator loss: 1.351056 - generator loss: 0.744571 - 1s
Epoch 25077/50000
discriminator loss: 1.341413 - generator loss: 0.757203 - 1s
Epoch 25078/50000
discriminator loss: 1.356509 - generator loss: 0.740531 - 1s
Epoch 25079/50000
discriminator loss: 1.366019 - generator loss: 0.736642 - 1s
Epoch 25080/50000
discriminator loss: 1.355644 - generator loss: 0.743842 - 1s
Epoch 25081/50000
discriminator loss: 1.351741 - generator loss: 0.752999 - 1s
Epoch 25082/50000
discriminator loss: 1.345369 - generator loss: 0.752241 - 1s
Epoch 25083/50000
discriminator loss: 1.349547 - generator loss: 0.753259 - 1s
Epoch 25084/50000
discriminator loss: 1.350198 - generator loss: 0.749865 - 1s
Epoch 25085/50000
discriminator loss: 1.350629 - generator loss: 0.739664 - 1s
Epoch 25086/50000
discriminator loss: 1.340233 - generator loss: 0.752553 - 1s
Epoch 25087/50000
discriminator loss: 1.356558 - generator loss: 0.738926 - 1s
Epoch 25088/50000
discriminator loss: 1.351291 - generator loss: 0.739699 - 1s
Epoch 25089/50000
discriminator loss: 1.360372 - generator loss: 0.751352 - 1s
Epoch 25090/50000
discriminator loss: 1.351603 - generator loss: 0.753192 - 1s
Epoch 25091/50000
discriminator loss: 1.345621 - generator loss: 0.758819 - 1s
Epoch 25092/50000
discriminator loss: 1.347509 - generator loss: 0.749873 - 1s
Epoch 25093/50000
discriminator loss: 1.354811 - generator loss: 0.743633 - 1s
Epoch 25094/50000
discriminator loss: 1.363310 - generator loss: 0.735426 - 1s
Epoch 25095/50000
discriminator loss: 1.350172 - generator loss: 0.736008 - 1s
Epoch 25096/50000
discriminator loss: 1.348546 - generator loss: 0.748566 - 1s
Epoch 25097/50000
discriminator loss: 1.354174 - generator loss: 0.750022 - 1s
Epoch 25098/50000
discriminator loss: 1.366366 - generator loss: 0.735965 - 1s
Epoch 25099/50000
discriminator loss: 1.359728 - generator loss: 0.746658 - 1s
Epoch 25100/50000
discriminator loss: 1.346957 - generator loss: 0.753774 - 1s
Epoch 25101/50000
discriminator loss: 1.346768 - generator loss: 0.753977 - 1s
Epoch 25102/50000
discriminator loss: 1.351084 - generator loss: 0.746616 - 1s
Epoch 25103/50000
discriminator loss: 1.354939 - generator loss: 0.744096 - 1s
Epoch 25104/50000
discriminator loss: 1.351142 - generator loss: 0.746134 - 1s
Epoch 25105/50000
discriminator loss: 1.335852 - generator loss: 0.755101 - 1s
Epoch 25106/50000
discriminator loss: 1.331544 - generator loss: 0.751123 - 1s
Epoch 25107/50000
discriminator loss: 1.346460 - generator loss: 0.751208 - 1s
Epoch 25108/50000
discriminator loss: 1.357162 - generator loss: 0.744980 - 1s
Epoch 25109/50000
discriminator loss: 1.361826 - generator loss: 0.732035 - 1s
Epoch 25110/50000
discriminator loss: 1.351120 - generator loss: 0.754151 - 1s
Epoch 25111/50000
discriminator loss: 1.355504 - generator loss: 0.752705 - 1s
Epoch 25112/50000
discriminator loss: 1.344642 - generator loss: 0.750907 - 1s
Epoch 25113/50000
discriminator loss: 1.358583 - generator loss: 0.735522 - 1s
Epoch 25114/50000
discriminator loss: 1.362103 - generator loss: 0.735116 - 1s
Epoch 25115/50000
discriminator loss: 1.352914 - generator loss: 0.739967 - 1s
Epoch 25116/50000
discriminator loss: 1.350261 - generator loss: 0.752577 - 1s
Epoch 25117/50000
discriminator loss: 1.364887 - generator loss: 0.735564 - 1s
Epoch 25118/50000
discriminator loss: 1.360502 - generator loss: 0.739768 - 1s
Epoch 25119/50000
discriminator loss: 1.345792 - generator loss: 0.756436 - 1s
Epoch 25120/50000
discriminator loss: 1.343944 - generator loss: 0.753761 - 1s
Epoch 25121/50000
discriminator loss: 1.341941 - generator loss: 0.756442 - 1s
Epoch 25122/50000
discriminator loss: 1.358168 - generator loss: 0.740028 - 1s
Epoch 25123/50000
discriminator loss: 1.362689 - generator loss: 0.734598 - 1s
Epoch 25124/50000
discriminator loss: 1.358915 - generator loss: 0.739981 - 1s
Epoch 25125/50000
discriminator loss: 1.346437 - generator loss: 0.753524 - 1s
Epoch 25126/50000
discriminator loss: 1.347407 - generator loss: 0.743579 - 1s
Epoch 25127/50000
discriminator loss: 1.353269 - generator loss: 0.741892 - 1s
Epoch 25128/50000
discriminator loss: 1.363603 - generator loss: 0.742632 - 1s
Epoch 25129/50000
discriminator loss: 1.348406 - generator loss: 0.752333 - 1s
Epoch 25130/50000
discriminator loss: 1.346617 - generator loss: 0.750650 - 1s
Epoch 25131/50000
discriminator loss: 1.343552 - generator loss: 0.758384 - 1s
Epoch 25132/50000
discriminator loss: 1.358310 - generator loss: 0.745273 - 1s
Epoch 25133/50000
discriminator loss: 1.361651 - generator loss: 0.731314 - 1s
Epoch 25134/50000
discriminator loss: 1.358857 - generator loss: 0.739549 - 1s
Epoch 25135/50000
discriminator loss: 1.349436 - generator loss: 0.747166 - 1s
Epoch 25136/50000
discriminator loss: 1.345242 - generator loss: 0.751618 - 1s
Epoch 25137/50000
discriminator loss: 1.352298 - generator loss: 0.746008 - 1s
Epoch 25138/50000
discriminator loss: 1.361467 - generator loss: 0.741070 - 1s
Epoch 25139/50000
discriminator loss: 1.357156 - generator loss: 0.748068 - 1s
Epoch 25140/50000
discriminator loss: 1.341917 - generator loss: 0.757412 - 1s
Epoch 25141/50000
discriminator loss: 1.343797 - generator loss: 0.758804 - 1s
Epoch 25142/50000
discriminator loss: 1.347809 - generator loss: 0.748375 - 1s
Epoch 25143/50000
discriminator loss: 1.354628 - generator loss: 0.740031 - 1s
Epoch 25144/50000
discriminator loss: 1.353225 - generator loss: 0.741972 - 1s
Epoch 25145/50000
discriminator loss: 1.342683 - generator loss: 0.749225 - 1s
Epoch 25146/50000
discriminator loss: 1.345451 - generator loss: 0.753536 - 1s
Epoch 25147/50000
discriminator loss: 1.357076 - generator loss: 0.745433 - 1s
Epoch 25148/50000
discriminator loss: 1.354594 - generator loss: 0.747088 - 1s
Epoch 25149/50000
discriminator loss: 1.352547 - generator loss: 0.744356 - 1s
Epoch 25150/50000
discriminator loss: 1.345493 - generator loss: 0.754695 - 1s
Epoch 25151/50000
discriminator loss: 1.347222 - generator loss: 0.753910 - 1s
Epoch 25152/50000
discriminator loss: 1.346506 - generator loss: 0.747557 - 1s
Epoch 25153/50000
discriminator loss: 1.362431 - generator loss: 0.734154 - 1s
Epoch 25154/50000
discriminator loss: 1.353777 - generator loss: 0.743145 - 1s
Epoch 25155/50000
discriminator loss: 1.347558 - generator loss: 0.747198 - 1s
Epoch 25156/50000
discriminator loss: 1.349325 - generator loss: 0.742151 - 1s
Epoch 25157/50000
discriminator loss: 1.355180 - generator loss: 0.743731 - 1s
Epoch 25158/50000
discriminator loss: 1.361749 - generator loss: 0.742419 - 1s
Epoch 25159/50000
discriminator loss: 1.350391 - generator loss: 0.750572 - 1s
Epoch 25160/50000
discriminator loss: 1.342783 - generator loss: 0.753431 - 1s
Epoch 25161/50000
discriminator loss: 1.351856 - generator loss: 0.752692 - 1s
Epoch 25162/50000
discriminator loss: 1.349787 - generator loss: 0.746003 - 1s
Epoch 25163/50000
discriminator loss: 1.354933 - generator loss: 0.738068 - 1s
Epoch 25164/50000
discriminator loss: 1.342851 - generator loss: 0.745331 - 1s
Epoch 25165/50000
discriminator loss: 1.349452 - generator loss: 0.748397 - 1s
Epoch 25166/50000
discriminator loss: 1.355238 - generator loss: 0.745218 - 1s
Epoch 25167/50000
discriminator loss: 1.351757 - generator loss: 0.747205 - 1s
Epoch 25168/50000
discriminator loss: 1.354653 - generator loss: 0.754150 - 1s
Epoch 25169/50000
discriminator loss: 1.351596 - generator loss: 0.749878 - 1s
Epoch 25170/50000
discriminator loss: 1.350491 - generator loss: 0.746512 - 1s
Epoch 25171/50000
discriminator loss: 1.354156 - generator loss: 0.741393 - 1s
Epoch 25172/50000
discriminator loss: 1.365357 - generator loss: 0.733497 - 1s
Epoch 25173/50000
discriminator loss: 1.356012 - generator loss: 0.747844 - 1s
Epoch 25174/50000
discriminator loss: 1.356584 - generator loss: 0.744740 - 1s
Epoch 25175/50000
discriminator loss: 1.353725 - generator loss: 0.744410 - 1s
Epoch 25176/50000
discriminator loss: 1.342293 - generator loss: 0.755948 - 1s
Epoch 25177/50000
discriminator loss: 1.356031 - generator loss: 0.738324 - 1s
Epoch 25178/50000
discriminator loss: 1.359073 - generator loss: 0.742834 - 1s
Epoch 25179/50000
discriminator loss: 1.351337 - generator loss: 0.745713 - 1s
Epoch 25180/50000
discriminator loss: 1.347876 - generator loss: 0.761977 - 1s
Epoch 25181/50000
discriminator loss: 1.357390 - generator loss: 0.740666 - 1s
Epoch 25182/50000
discriminator loss: 1.357646 - generator loss: 0.744262 - 1s
Epoch 25183/50000
discriminator loss: 1.353409 - generator loss: 0.734223 - 1s
Epoch 25184/50000
discriminator loss: 1.350975 - generator loss: 0.747922 - 1s
Epoch 25185/50000
discriminator loss: 1.342723 - generator loss: 0.747890 - 1s
Epoch 25186/50000
discriminator loss: 1.358616 - generator loss: 0.743900 - 1s
Epoch 25187/50000
discriminator loss: 1.358898 - generator loss: 0.741997 - 1s
Epoch 25188/50000
discriminator loss: 1.347677 - generator loss: 0.757562 - 1s
Epoch 25189/50000
discriminator loss: 1.346546 - generator loss: 0.752725 - 1s
Epoch 25190/50000
discriminator loss: 1.345775 - generator loss: 0.749651 - 1s
Epoch 25191/50000
discriminator loss: 1.348699 - generator loss: 0.744827 - 1s
Epoch 25192/50000
discriminator loss: 1.342472 - generator loss: 0.747765 - 1s
Epoch 25193/50000
discriminator loss: 1.350427 - generator loss: 0.745136 - 1s
Epoch 25194/50000
discriminator loss: 1.352564 - generator loss: 0.745953 - 1s
Epoch 25195/50000
discriminator loss: 1.350366 - generator loss: 0.748351 - 1s
Epoch 25196/50000
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Epoch 25197/50000
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Epoch 25198/50000
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Epoch 25199/50000
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Epoch 25200/50000
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Epoch 25201/50000
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Epoch 25202/50000
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Epoch 25203/50000
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Epoch 25204/50000
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Epoch 25205/50000
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Epoch 25206/50000
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Epoch 25207/50000
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Epoch 25208/50000
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Epoch 25209/50000
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Epoch 25210/50000
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Epoch 25211/50000
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Epoch 25212/50000
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Epoch 25213/50000
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Epoch 25214/50000
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Epoch 25215/50000
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Epoch 25216/50000
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Epoch 25217/50000
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Epoch 25218/50000
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Epoch 25219/50000
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Epoch 25220/50000
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Epoch 25221/50000
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Epoch 25222/50000
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Epoch 25223/50000
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Epoch 25224/50000
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Epoch 25225/50000
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Epoch 25226/50000
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Epoch 25227/50000
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Epoch 25228/50000
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Epoch 25229/50000
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Epoch 25230/50000
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Epoch 25231/50000
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Epoch 25232/50000
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Epoch 25233/50000
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Epoch 25234/50000
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Epoch 25235/50000
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Epoch 25236/50000
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Epoch 25237/50000
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Epoch 25238/50000
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Epoch 25239/50000
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Epoch 25240/50000
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Epoch 25241/50000
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Epoch 25242/50000
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Epoch 25243/50000
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Epoch 25244/50000
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Epoch 25245/50000
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Epoch 25246/50000
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Epoch 25247/50000
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Epoch 25248/50000
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Epoch 25249/50000
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Epoch 25250/50000
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Epoch 25251/50000
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Epoch 25252/50000
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Epoch 25253/50000
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Epoch 25254/50000
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Epoch 25255/50000
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Epoch 25256/50000
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Epoch 25257/50000
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Epoch 25258/50000
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Epoch 25259/50000
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Epoch 25260/50000
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Epoch 25261/50000
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Epoch 25262/50000
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Epoch 25263/50000
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Epoch 25264/50000
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Epoch 25265/50000
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Epoch 25266/50000
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Epoch 25267/50000
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Epoch 25268/50000
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Epoch 25269/50000
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Epoch 25270/50000
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Epoch 25271/50000
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Epoch 25272/50000
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Epoch 25273/50000
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Epoch 25274/50000
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Epoch 25275/50000
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Epoch 25276/50000
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Epoch 25277/50000
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Epoch 25278/50000
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Epoch 25279/50000
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Epoch 25280/50000
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Epoch 25281/50000
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Epoch 25282/50000
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Epoch 25283/50000
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Epoch 25284/50000
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Epoch 25285/50000
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Epoch 25286/50000
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Epoch 25287/50000
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Epoch 25288/50000
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Epoch 25289/50000
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Epoch 25290/50000
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Epoch 25291/50000
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Epoch 25292/50000
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Epoch 25293/50000
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Epoch 25294/50000
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Epoch 25295/50000
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Epoch 25296/50000
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Epoch 25297/50000
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Epoch 25298/50000
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Epoch 25299/50000
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Epoch 25300/50000
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Epoch 25301/50000
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Epoch 25302/50000
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Epoch 25303/50000
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Epoch 25304/50000
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Epoch 25305/50000
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Epoch 25306/50000
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Epoch 25307/50000
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Epoch 25308/50000
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Epoch 25309/50000
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Epoch 25310/50000
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Epoch 25311/50000
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Epoch 25312/50000
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Epoch 25313/50000
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Epoch 25314/50000
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Epoch 25315/50000
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Epoch 25316/50000
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Epoch 25317/50000
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Epoch 25318/50000
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Epoch 25319/50000
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Epoch 25320/50000
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Epoch 25321/50000
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Epoch 25322/50000
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Epoch 25323/50000
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Epoch 25324/50000
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Epoch 25325/50000
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Epoch 25326/50000
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Epoch 25327/50000
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Epoch 25328/50000
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Epoch 25329/50000
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Epoch 25330/50000
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Epoch 25331/50000
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Epoch 25332/50000
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Epoch 25333/50000
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Epoch 25334/50000
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Epoch 25335/50000
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Epoch 25336/50000
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Epoch 25337/50000
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Epoch 25338/50000
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Epoch 25339/50000
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Epoch 25340/50000
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Epoch 25341/50000
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Epoch 25342/50000
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Epoch 25343/50000
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Epoch 25344/50000
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Epoch 25345/50000
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Epoch 25346/50000
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Epoch 25347/50000
discriminator loss: 1.350898 - generator loss: 0.743278 - 1s
Epoch 25348/50000
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Epoch 25349/50000
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Epoch 25350/50000
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Epoch 25351/50000
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Epoch 25352/50000
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Epoch 25353/50000
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Epoch 25354/50000
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Epoch 25355/50000
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Epoch 25356/50000
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Epoch 25357/50000
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Epoch 25358/50000
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Epoch 25359/50000
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Epoch 25360/50000
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Epoch 25361/50000
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Epoch 25362/50000
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Epoch 25363/50000
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Epoch 25364/50000
discriminator loss: 1.347117 - generator loss: 0.754206 - 1s
Epoch 25365/50000
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Epoch 25366/50000
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Epoch 25367/50000
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Epoch 25368/50000
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Epoch 25369/50000
discriminator loss: 1.351602 - generator loss: 0.754726 - 1s
Epoch 25370/50000
discriminator loss: 1.357856 - generator loss: 0.750443 - 1s
Epoch 25371/50000
discriminator loss: 1.353102 - generator loss: 0.747990 - 1s
Epoch 25372/50000
discriminator loss: 1.346972 - generator loss: 0.750659 - 1s
Epoch 25373/50000
discriminator loss: 1.335347 - generator loss: 0.772579 - 1s
Epoch 25374/50000
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Epoch 25375/50000
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Epoch 25376/50000
discriminator loss: 1.351052 - generator loss: 0.740424 - 1s
Epoch 25377/50000
discriminator loss: 1.343629 - generator loss: 0.762281 - 1s
Epoch 25378/50000
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Epoch 25379/50000
discriminator loss: 1.351840 - generator loss: 0.745995 - 1s
Epoch 25380/50000
discriminator loss: 1.357708 - generator loss: 0.737126 - 1s
Epoch 25381/50000
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Epoch 25382/50000
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Epoch 25383/50000
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Epoch 25384/50000
discriminator loss: 1.353211 - generator loss: 0.750712 - 1s
Epoch 25385/50000
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Epoch 25386/50000
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Epoch 25387/50000
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Epoch 25388/50000
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Epoch 25389/50000
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Epoch 25390/50000
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Epoch 25391/50000
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Epoch 25392/50000
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Epoch 25393/50000
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Epoch 25394/50000
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Epoch 25395/50000
discriminator loss: 1.355217 - generator loss: 0.739607 - 1s
Epoch 25396/50000
discriminator loss: 1.354459 - generator loss: 0.740606 - 1s
Epoch 25397/50000
discriminator loss: 1.340983 - generator loss: 0.750425 - 1s
Epoch 25398/50000
discriminator loss: 1.346525 - generator loss: 0.747239 - 1s
Epoch 25399/50000
discriminator loss: 1.344912 - generator loss: 0.753289 - 1s
Epoch 25400/50000
discriminator loss: 1.357975 - generator loss: 0.750416 - 1s
Epoch 25401/50000
discriminator loss: 1.355493 - generator loss: 0.747565 - 1s
Epoch 25402/50000
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Epoch 25403/50000
discriminator loss: 1.344584 - generator loss: 0.754103 - 1s
Epoch 25404/50000
discriminator loss: 1.349863 - generator loss: 0.748627 - 1s
Epoch 25405/50000
discriminator loss: 1.363135 - generator loss: 0.738194 - 1s
Epoch 25406/50000
discriminator loss: 1.352095 - generator loss: 0.750922 - 1s
Epoch 25407/50000
discriminator loss: 1.353620 - generator loss: 0.746969 - 1s
Epoch 25408/50000
discriminator loss: 1.336032 - generator loss: 0.752195 - 1s
Epoch 25409/50000
discriminator loss: 1.339664 - generator loss: 0.751321 - 1s
Epoch 25410/50000
discriminator loss: 1.359762 - generator loss: 0.737237 - 1s
Epoch 25411/50000
discriminator loss: 1.354320 - generator loss: 0.744663 - 1s
Epoch 25412/50000
discriminator loss: 1.347168 - generator loss: 0.756713 - 1s
Epoch 25413/50000
discriminator loss: 1.348517 - generator loss: 0.757344 - 1s
Epoch 25414/50000
discriminator loss: 1.355446 - generator loss: 0.747245 - 1s
Epoch 25415/50000
discriminator loss: 1.347806 - generator loss: 0.747090 - 1s
Epoch 25416/50000
discriminator loss: 1.361725 - generator loss: 0.736845 - 1s
Epoch 25417/50000
discriminator loss: 1.350434 - generator loss: 0.741630 - 1s
Epoch 25418/50000
discriminator loss: 1.344974 - generator loss: 0.746245 - 1s
Epoch 25419/50000
discriminator loss: 1.350931 - generator loss: 0.747319 - 1s
Epoch 25420/50000
discriminator loss: 1.348687 - generator loss: 0.757160 - 1s
Epoch 25421/50000
discriminator loss: 1.348582 - generator loss: 0.756595 - 1s
Epoch 25422/50000
discriminator loss: 1.349412 - generator loss: 0.748264 - 1s
Epoch 25423/50000
discriminator loss: 1.340008 - generator loss: 0.754122 - 1s
Epoch 25424/50000
discriminator loss: 1.344572 - generator loss: 0.753784 - 1s
Epoch 25425/50000
discriminator loss: 1.348761 - generator loss: 0.743244 - 1s
Epoch 25426/50000
discriminator loss: 1.357180 - generator loss: 0.744767 - 1s
Epoch 25427/50000
discriminator loss: 1.353144 - generator loss: 0.741809 - 1s
Epoch 25428/50000
discriminator loss: 1.337714 - generator loss: 0.757099 - 1s
Epoch 25429/50000
discriminator loss: 1.357925 - generator loss: 0.745810 - 1s
Epoch 25430/50000
discriminator loss: 1.357358 - generator loss: 0.743949 - 1s
Epoch 25431/50000
discriminator loss: 1.358404 - generator loss: 0.740463 - 1s
Epoch 25432/50000
discriminator loss: 1.343662 - generator loss: 0.753326 - 1s
Epoch 25433/50000
discriminator loss: 1.342034 - generator loss: 0.759288 - 1s
Epoch 25434/50000
discriminator loss: 1.356022 - generator loss: 0.744106 - 1s
Epoch 25435/50000
discriminator loss: 1.359635 - generator loss: 0.737402 - 1s
Epoch 25436/50000
discriminator loss: 1.353103 - generator loss: 0.741235 - 1s
Epoch 25437/50000
discriminator loss: 1.351422 - generator loss: 0.740947 - 1s
Epoch 25438/50000
discriminator loss: 1.346413 - generator loss: 0.749849 - 1s
Epoch 25439/50000
discriminator loss: 1.344005 - generator loss: 0.750219 - 1s
Epoch 25440/50000
discriminator loss: 1.353360 - generator loss: 0.745133 - 1s
Epoch 25441/50000
discriminator loss: 1.361154 - generator loss: 0.744606 - 1s
Epoch 25442/50000
discriminator loss: 1.352175 - generator loss: 0.749185 - 1s
Epoch 25443/50000
discriminator loss: 1.352570 - generator loss: 0.749939 - 1s
Epoch 25444/50000
discriminator loss: 1.341728 - generator loss: 0.755167 - 1s
Epoch 25445/50000
discriminator loss: 1.355190 - generator loss: 0.741784 - 1s
Epoch 25446/50000
discriminator loss: 1.354859 - generator loss: 0.741525 - 1s
Epoch 25447/50000
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Epoch 25448/50000
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Epoch 25449/50000
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Epoch 25450/50000
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Epoch 25451/50000
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Epoch 25452/50000
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Epoch 25453/50000
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Epoch 25454/50000
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Epoch 25455/50000
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Epoch 25456/50000
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Epoch 25457/50000
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Epoch 25458/50000
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Epoch 25459/50000
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Epoch 25460/50000
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Epoch 25461/50000
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Epoch 25462/50000
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Epoch 25463/50000
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Epoch 25464/50000
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Epoch 25465/50000
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Epoch 25466/50000
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Epoch 25467/50000
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Epoch 25468/50000
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Epoch 25469/50000
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Epoch 25470/50000
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Epoch 25471/50000
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Epoch 25472/50000
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Epoch 25473/50000
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Epoch 25474/50000
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Epoch 25475/50000
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Epoch 25476/50000
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Epoch 25477/50000
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Epoch 25478/50000
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Epoch 25479/50000
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Epoch 25480/50000
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Epoch 25481/50000
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Epoch 25482/50000
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Epoch 25483/50000
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Epoch 25484/50000
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Epoch 25485/50000
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Epoch 25486/50000
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Epoch 25487/50000
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Epoch 25488/50000
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Epoch 25489/50000
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Epoch 25490/50000
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Epoch 25491/50000
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Epoch 25492/50000
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Epoch 25493/50000
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Epoch 25494/50000
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Epoch 25495/50000
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Epoch 25496/50000
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Epoch 25497/50000
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Epoch 25498/50000
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Epoch 25499/50000
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Epoch 25500/50000
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Epoch 25501/50000
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Epoch 25502/50000
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Epoch 25503/50000
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Epoch 25504/50000
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Epoch 25505/50000
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Epoch 25506/50000
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Epoch 25507/50000
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Epoch 25508/50000
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Epoch 25509/50000
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Epoch 25510/50000
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Epoch 25511/50000
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Epoch 25512/50000
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Epoch 25513/50000
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Epoch 25514/50000
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Epoch 25515/50000
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Epoch 25516/50000
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Epoch 25517/50000
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Epoch 25518/50000
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Epoch 25519/50000
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Epoch 25520/50000
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Epoch 25521/50000
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Epoch 25522/50000
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Epoch 25523/50000
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Epoch 25524/50000
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Epoch 25525/50000
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Epoch 25526/50000
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Epoch 25527/50000
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Epoch 25528/50000
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Epoch 25529/50000
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Epoch 25530/50000
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Epoch 25531/50000
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Epoch 25532/50000
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Epoch 25533/50000
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Epoch 25534/50000
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Epoch 25535/50000
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Epoch 25536/50000
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Epoch 25537/50000
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Epoch 25538/50000
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Epoch 25539/50000
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Epoch 25540/50000
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Epoch 25541/50000
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Epoch 25542/50000
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Epoch 25543/50000
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Epoch 25544/50000
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Epoch 25545/50000
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Epoch 25546/50000
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Epoch 25547/50000
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Epoch 25548/50000
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Epoch 25549/50000
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Epoch 25550/50000
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Epoch 25551/50000
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Epoch 25552/50000
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Epoch 25553/50000
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Epoch 25554/50000
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Epoch 25555/50000
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Epoch 25556/50000
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Epoch 25557/50000
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Epoch 25558/50000
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Epoch 25559/50000
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Epoch 25560/50000
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Epoch 25561/50000
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Epoch 25562/50000
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Epoch 25563/50000
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Epoch 25564/50000
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Epoch 25565/50000
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Epoch 25566/50000
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Epoch 25567/50000
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Epoch 25568/50000
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Epoch 25569/50000
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Epoch 25570/50000
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Epoch 25571/50000
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Epoch 25572/50000
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Epoch 25573/50000
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Epoch 25574/50000
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Epoch 25575/50000
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Epoch 25576/50000
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Epoch 25577/50000
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Epoch 25578/50000
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Epoch 25579/50000
discriminator loss: 1.351225 - generator loss: 0.754105 - 1s
Epoch 25580/50000
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Epoch 25581/50000
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Epoch 25582/50000
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Epoch 25583/50000
discriminator loss: 1.351678 - generator loss: 0.738692 - 1s
Epoch 25584/50000
discriminator loss: 1.351240 - generator loss: 0.750037 - 1s
Epoch 25585/50000
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Epoch 25586/50000
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Epoch 25587/50000
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Epoch 25588/50000
discriminator loss: 1.353190 - generator loss: 0.750614 - 1s
Epoch 25589/50000
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Epoch 25590/50000
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Epoch 25591/50000
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Epoch 25592/50000
discriminator loss: 1.357072 - generator loss: 0.744777 - 1s
Epoch 25593/50000
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Epoch 25594/50000
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Epoch 25595/50000
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Epoch 25596/50000
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Epoch 25597/50000
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Epoch 25598/50000
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Epoch 25599/50000
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Epoch 25600/50000
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Epoch 25601/50000
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Epoch 25602/50000
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Epoch 25603/50000
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Epoch 25604/50000
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Epoch 25605/50000
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Epoch 25606/50000
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Epoch 25607/50000
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Epoch 25608/50000
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Epoch 25609/50000
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Epoch 25610/50000
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Epoch 25611/50000
discriminator loss: 1.358295 - generator loss: 0.745337 - 1s
Epoch 25612/50000
discriminator loss: 1.350296 - generator loss: 0.740316 - 1s
Epoch 25613/50000
discriminator loss: 1.346733 - generator loss: 0.744918 - 1s
Epoch 25614/50000
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Epoch 25615/50000
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Epoch 25616/50000
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Epoch 25617/50000
discriminator loss: 1.351388 - generator loss: 0.753826 - 1s
Epoch 25618/50000
discriminator loss: 1.355205 - generator loss: 0.747527 - 1s
Epoch 25619/50000
discriminator loss: 1.349687 - generator loss: 0.743032 - 1s
Epoch 25620/50000
discriminator loss: 1.353371 - generator loss: 0.745492 - 1s
Epoch 25621/50000
discriminator loss: 1.357068 - generator loss: 0.745489 - 1s
Epoch 25622/50000
discriminator loss: 1.356221 - generator loss: 0.742075 - 1s
Epoch 25623/50000
discriminator loss: 1.344674 - generator loss: 0.756507 - 1s
Epoch 25624/50000
discriminator loss: 1.346745 - generator loss: 0.748066 - 1s
Epoch 25625/50000
discriminator loss: 1.344300 - generator loss: 0.752988 - 1s
Epoch 25626/50000
discriminator loss: 1.351567 - generator loss: 0.744376 - 1s
Epoch 25627/50000
discriminator loss: 1.361010 - generator loss: 0.734278 - 1s
Epoch 25628/50000
discriminator loss: 1.348914 - generator loss: 0.754535 - 1s
Epoch 25629/50000
discriminator loss: 1.347641 - generator loss: 0.750156 - 1s
Epoch 25630/50000
discriminator loss: 1.349472 - generator loss: 0.746137 - 1s
Epoch 25631/50000
discriminator loss: 1.358164 - generator loss: 0.744309 - 1s
Epoch 25632/50000
discriminator loss: 1.344346 - generator loss: 0.747735 - 1s
Epoch 25633/50000
discriminator loss: 1.353397 - generator loss: 0.742821 - 1s
Epoch 25634/50000
discriminator loss: 1.354044 - generator loss: 0.740275 - 1s
Epoch 25635/50000
discriminator loss: 1.345194 - generator loss: 0.745122 - 1s
Epoch 25636/50000
discriminator loss: 1.357002 - generator loss: 0.747356 - 1s
Epoch 25637/50000
discriminator loss: 1.350600 - generator loss: 0.750532 - 1s
Epoch 25638/50000
discriminator loss: 1.350128 - generator loss: 0.754714 - 1s
Epoch 25639/50000
discriminator loss: 1.342220 - generator loss: 0.749215 - 1s
Epoch 25640/50000
discriminator loss: 1.345095 - generator loss: 0.752761 - 1s
Epoch 25641/50000
discriminator loss: 1.355835 - generator loss: 0.736769 - 1s
Epoch 25642/50000
discriminator loss: 1.347592 - generator loss: 0.745976 - 1s
Epoch 25643/50000
discriminator loss: 1.352663 - generator loss: 0.748449 - 1s
Epoch 25644/50000
discriminator loss: 1.349026 - generator loss: 0.746018 - 1s
Epoch 25645/50000
discriminator loss: 1.350149 - generator loss: 0.750548 - 1s
Epoch 25646/50000
discriminator loss: 1.356417 - generator loss: 0.738994 - 1s
Epoch 25647/50000
discriminator loss: 1.354962 - generator loss: 0.748825 - 1s
Epoch 25648/50000
discriminator loss: 1.340058 - generator loss: 0.760600 - 1s
Epoch 25649/50000
discriminator loss: 1.349283 - generator loss: 0.746654 - 1s
Epoch 25650/50000
discriminator loss: 1.352053 - generator loss: 0.747429 - 1s
Epoch 25651/50000
discriminator loss: 1.349265 - generator loss: 0.744791 - 1s
Epoch 25652/50000
discriminator loss: 1.351329 - generator loss: 0.747109 - 1s
Epoch 25653/50000
discriminator loss: 1.348207 - generator loss: 0.751664 - 1s
Epoch 25654/50000
discriminator loss: 1.348145 - generator loss: 0.747048 - 1s
Epoch 25655/50000
discriminator loss: 1.354561 - generator loss: 0.748024 - 1s
Epoch 25656/50000
discriminator loss: 1.356204 - generator loss: 0.747277 - 1s
Epoch 25657/50000
discriminator loss: 1.352549 - generator loss: 0.751258 - 1s
Epoch 25658/50000
discriminator loss: 1.347148 - generator loss: 0.755183 - 1s
Epoch 25659/50000
discriminator loss: 1.353132 - generator loss: 0.744062 - 1s
Epoch 25660/50000
discriminator loss: 1.347996 - generator loss: 0.748401 - 1s
Epoch 25661/50000
discriminator loss: 1.361682 - generator loss: 0.734072 - 1s
Epoch 25662/50000
discriminator loss: 1.355623 - generator loss: 0.741115 - 1s
Epoch 25663/50000
discriminator loss: 1.352209 - generator loss: 0.751806 - 1s
Epoch 25664/50000
discriminator loss: 1.351058 - generator loss: 0.741293 - 1s
Epoch 25665/50000
discriminator loss: 1.354500 - generator loss: 0.746038 - 1s
Epoch 25666/50000
discriminator loss: 1.362891 - generator loss: 0.747225 - 1s
Epoch 25667/50000
discriminator loss: 1.348486 - generator loss: 0.752432 - 1s
Epoch 25668/50000
discriminator loss: 1.347338 - generator loss: 0.751350 - 1s
Epoch 25669/50000
discriminator loss: 1.347821 - generator loss: 0.749628 - 1s
Epoch 25670/50000
discriminator loss: 1.350352 - generator loss: 0.738647 - 1s
Epoch 25671/50000
discriminator loss: 1.343555 - generator loss: 0.746621 - 1s
Epoch 25672/50000
discriminator loss: 1.351014 - generator loss: 0.748072 - 1s
Epoch 25673/50000
discriminator loss: 1.354523 - generator loss: 0.743191 - 1s
Epoch 25674/50000
discriminator loss: 1.350087 - generator loss: 0.754609 - 1s
Epoch 25675/50000
discriminator loss: 1.359971 - generator loss: 0.739695 - 1s
Epoch 25676/50000
discriminator loss: 1.357409 - generator loss: 0.746023 - 1s
Epoch 25677/50000
discriminator loss: 1.340355 - generator loss: 0.757473 - 1s
Epoch 25678/50000
discriminator loss: 1.343966 - generator loss: 0.752910 - 1s
Epoch 25679/50000
discriminator loss: 1.357242 - generator loss: 0.751259 - 1s
Epoch 25680/50000
discriminator loss: 1.356530 - generator loss: 0.737419 - 1s
Epoch 25681/50000
discriminator loss: 1.347582 - generator loss: 0.750282 - 1s
Epoch 25682/50000
discriminator loss: 1.339456 - generator loss: 0.749956 - 1s
Epoch 25683/50000
discriminator loss: 1.357671 - generator loss: 0.746366 - 1s
Epoch 25684/50000
discriminator loss: 1.348567 - generator loss: 0.739454 - 1s
Epoch 25685/50000
discriminator loss: 1.345287 - generator loss: 0.754620 - 1s
Epoch 25686/50000
discriminator loss: 1.347976 - generator loss: 0.755682 - 1s
Epoch 25687/50000
discriminator loss: 1.353153 - generator loss: 0.752573 - 1s
Epoch 25688/50000
discriminator loss: 1.349949 - generator loss: 0.747055 - 1s
Epoch 25689/50000
discriminator loss: 1.363966 - generator loss: 0.743174 - 1s
Epoch 25690/50000
discriminator loss: 1.363814 - generator loss: 0.732955 - 1s
Epoch 25691/50000
discriminator loss: 1.349308 - generator loss: 0.744068 - 1s
Epoch 25692/50000
discriminator loss: 1.346102 - generator loss: 0.743255 - 1s
Epoch 25693/50000
discriminator loss: 1.352624 - generator loss: 0.751570 - 1s
Epoch 25694/50000
discriminator loss: 1.362247 - generator loss: 0.744792 - 1s
Epoch 25695/50000
discriminator loss: 1.358736 - generator loss: 0.745593 - 1s
Epoch 25696/50000
discriminator loss: 1.344258 - generator loss: 0.755082 - 1s
Epoch 25697/50000
discriminator loss: 1.342311 - generator loss: 0.753074 - 1s
Epoch 25698/50000
discriminator loss: 1.351080 - generator loss: 0.747376 - 1s
Epoch 25699/50000
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Epoch 25700/50000
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Epoch 25701/50000
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Epoch 25702/50000
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Epoch 25703/50000
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Epoch 25704/50000
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Epoch 25705/50000
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Epoch 25706/50000
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Epoch 25707/50000
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Epoch 25708/50000
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Epoch 25709/50000
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Epoch 25710/50000
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Epoch 25711/50000
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Epoch 25712/50000
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Epoch 25713/50000
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Epoch 25714/50000
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Epoch 25715/50000
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Epoch 25716/50000
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Epoch 25717/50000
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Epoch 25718/50000
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Epoch 25719/50000
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Epoch 25720/50000
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Epoch 25721/50000
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Epoch 25722/50000
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Epoch 25723/50000
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Epoch 25724/50000
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Epoch 25725/50000
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Epoch 25726/50000
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Epoch 25727/50000
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Epoch 25728/50000
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Epoch 25729/50000
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Epoch 25730/50000
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Epoch 25731/50000
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Epoch 25732/50000
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Epoch 25733/50000
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Epoch 25734/50000
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Epoch 25735/50000
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Epoch 25736/50000
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Epoch 25737/50000
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Epoch 25738/50000
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Epoch 25739/50000
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Epoch 25740/50000
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Epoch 25741/50000
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Epoch 25742/50000
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Epoch 25743/50000
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Epoch 25744/50000
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Epoch 25745/50000
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Epoch 25746/50000
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Epoch 25747/50000
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Epoch 25748/50000
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Epoch 25749/50000
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Epoch 25750/50000
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Epoch 25751/50000
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Epoch 25752/50000
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Epoch 25753/50000
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Epoch 25754/50000
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Epoch 25755/50000
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Epoch 25756/50000
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Epoch 25757/50000
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Epoch 25758/50000
discriminator loss: 1.352234 - generator loss: 0.750476 - 1s
Epoch 25759/50000
discriminator loss: 1.362080 - generator loss: 0.737603 - 1s
Epoch 25760/50000
discriminator loss: 1.346180 - generator loss: 0.751684 - 1s
Epoch 25761/50000
discriminator loss: 1.345399 - generator loss: 0.752091 - 1s
Epoch 25762/50000
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Epoch 25763/50000
discriminator loss: 1.357367 - generator loss: 0.738752 - 1s
Epoch 25764/50000
discriminator loss: 1.354084 - generator loss: 0.744968 - 1s
Epoch 25765/50000
discriminator loss: 1.346504 - generator loss: 0.756772 - 1s
Epoch 25766/50000
discriminator loss: 1.354198 - generator loss: 0.740741 - 1s
Epoch 25767/50000
discriminator loss: 1.349656 - generator loss: 0.754311 - 1s
Epoch 25768/50000
discriminator loss: 1.360657 - generator loss: 0.736322 - 1s
Epoch 25769/50000
discriminator loss: 1.348835 - generator loss: 0.745992 - 1s
Epoch 25770/50000
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Epoch 25771/50000
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Epoch 25772/50000
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Epoch 25773/50000
discriminator loss: 1.358061 - generator loss: 0.738695 - 1s
Epoch 25774/50000
discriminator loss: 1.356079 - generator loss: 0.746789 - 1s
Epoch 25775/50000
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Epoch 25776/50000
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Epoch 25777/50000
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Epoch 25778/50000
discriminator loss: 1.353472 - generator loss: 0.741991 - 1s
Epoch 25779/50000
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Epoch 25780/50000
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Epoch 25781/50000
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Epoch 25782/50000
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Epoch 25783/50000
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Epoch 25784/50000
discriminator loss: 1.348220 - generator loss: 0.754442 - 1s
Epoch 25785/50000
discriminator loss: 1.352665 - generator loss: 0.749051 - 1s
Epoch 25786/50000
discriminator loss: 1.345776 - generator loss: 0.750388 - 1s
Epoch 25787/50000
discriminator loss: 1.352714 - generator loss: 0.740198 - 1s
Epoch 25788/50000
discriminator loss: 1.352390 - generator loss: 0.747761 - 1s
Epoch 25789/50000
discriminator loss: 1.349313 - generator loss: 0.748464 - 1s
Epoch 25790/50000
discriminator loss: 1.350876 - generator loss: 0.746159 - 1s
Epoch 25791/50000
discriminator loss: 1.352951 - generator loss: 0.746132 - 1s
Epoch 25792/50000
discriminator loss: 1.349967 - generator loss: 0.746684 - 1s
Epoch 25793/50000
discriminator loss: 1.351143 - generator loss: 0.746284 - 1s
Epoch 25794/50000
discriminator loss: 1.346892 - generator loss: 0.757511 - 1s
Epoch 25795/50000
discriminator loss: 1.344773 - generator loss: 0.753946 - 1s
Epoch 25796/50000
discriminator loss: 1.359723 - generator loss: 0.739327 - 1s
Epoch 25797/50000
discriminator loss: 1.361440 - generator loss: 0.734197 - 1s
Epoch 25798/50000
discriminator loss: 1.353552 - generator loss: 0.745348 - 1s
Epoch 25799/50000
discriminator loss: 1.343681 - generator loss: 0.746180 - 1s
Epoch 25800/50000
discriminator loss: 1.343881 - generator loss: 0.753034 - 1s
Epoch 25801/50000
discriminator loss: 1.351913 - generator loss: 0.750140 - 1s
Epoch 25802/50000
discriminator loss: 1.353657 - generator loss: 0.756558 - 1s
Epoch 25803/50000
discriminator loss: 1.350865 - generator loss: 0.748016 - 1s
Epoch 25804/50000
discriminator loss: 1.346566 - generator loss: 0.754243 - 1s
Epoch 25805/50000
discriminator loss: 1.341854 - generator loss: 0.754820 - 1s
Epoch 25806/50000
discriminator loss: 1.352007 - generator loss: 0.743048 - 1s
Epoch 25807/50000
discriminator loss: 1.349199 - generator loss: 0.741650 - 1s
Epoch 25808/50000
discriminator loss: 1.350606 - generator loss: 0.753662 - 1s
Epoch 25809/50000
discriminator loss: 1.350615 - generator loss: 0.749847 - 1s
Epoch 25810/50000
discriminator loss: 1.343549 - generator loss: 0.752866 - 1s
Epoch 25811/50000
discriminator loss: 1.357037 - generator loss: 0.732827 - 1s
Epoch 25812/50000
discriminator loss: 1.361457 - generator loss: 0.751844 - 1s
Epoch 25813/50000
discriminator loss: 1.349339 - generator loss: 0.759077 - 1s
Epoch 25814/50000
discriminator loss: 1.352851 - generator loss: 0.753061 - 1s
Epoch 25815/50000
discriminator loss: 1.350310 - generator loss: 0.750120 - 1s
Epoch 25816/50000
discriminator loss: 1.360669 - generator loss: 0.733587 - 1s
Epoch 25817/50000
discriminator loss: 1.353570 - generator loss: 0.739509 - 1s
Epoch 25818/50000
discriminator loss: 1.353068 - generator loss: 0.739359 - 1s
Epoch 25819/50000
discriminator loss: 1.346108 - generator loss: 0.748750 - 1s
Epoch 25820/50000
discriminator loss: 1.351307 - generator loss: 0.755649 - 1s
Epoch 25821/50000
discriminator loss: 1.359031 - generator loss: 0.745002 - 1s
Epoch 25822/50000
discriminator loss: 1.348801 - generator loss: 0.752008 - 1s
Epoch 25823/50000
discriminator loss: 1.361040 - generator loss: 0.748857 - 1s
Epoch 25824/50000
discriminator loss: 1.348204 - generator loss: 0.743188 - 1s
Epoch 25825/50000
discriminator loss: 1.361975 - generator loss: 0.743871 - 1s
Epoch 25826/50000
discriminator loss: 1.348215 - generator loss: 0.745664 - 1s
Epoch 25827/50000
discriminator loss: 1.356788 - generator loss: 0.733088 - 1s
Epoch 25828/50000
discriminator loss: 1.345658 - generator loss: 0.760779 - 1s
Epoch 25829/50000
discriminator loss: 1.351948 - generator loss: 0.744743 - 1s
Epoch 25830/50000
discriminator loss: 1.349684 - generator loss: 0.741831 - 1s
Epoch 25831/50000
discriminator loss: 1.353646 - generator loss: 0.749582 - 1s
Epoch 25832/50000
discriminator loss: 1.350825 - generator loss: 0.749806 - 1s
Epoch 25833/50000
discriminator loss: 1.343321 - generator loss: 0.756613 - 1s
Epoch 25834/50000
discriminator loss: 1.341036 - generator loss: 0.760812 - 1s
Epoch 25835/50000
discriminator loss: 1.352360 - generator loss: 0.751149 - 1s
Epoch 25836/50000
discriminator loss: 1.351360 - generator loss: 0.738684 - 1s
Epoch 25837/50000
discriminator loss: 1.346916 - generator loss: 0.743020 - 1s
Epoch 25838/50000
discriminator loss: 1.351412 - generator loss: 0.746924 - 1s
Epoch 25839/50000
discriminator loss: 1.346926 - generator loss: 0.752348 - 1s
Epoch 25840/50000
discriminator loss: 1.354912 - generator loss: 0.743997 - 1s
Epoch 25841/50000
discriminator loss: 1.349451 - generator loss: 0.751731 - 1s
Epoch 25842/50000
discriminator loss: 1.354521 - generator loss: 0.755459 - 1s
Epoch 25843/50000
discriminator loss: 1.348449 - generator loss: 0.751111 - 1s
Epoch 25844/50000
discriminator loss: 1.347766 - generator loss: 0.749068 - 1s
Epoch 25845/50000
discriminator loss: 1.355419 - generator loss: 0.737198 - 1s
Epoch 25846/50000
discriminator loss: 1.356807 - generator loss: 0.741304 - 1s
Epoch 25847/50000
discriminator loss: 1.346188 - generator loss: 0.745229 - 1s
Epoch 25848/50000
discriminator loss: 1.341892 - generator loss: 0.760996 - 1s
Epoch 25849/50000
discriminator loss: 1.347098 - generator loss: 0.752238 - 1s
Epoch 25850/50000
discriminator loss: 1.364555 - generator loss: 0.737213 - 1s
Epoch 25851/50000
discriminator loss: 1.361009 - generator loss: 0.742474 - 1s
Epoch 25852/50000
discriminator loss: 1.343064 - generator loss: 0.752449 - 1s
Epoch 25853/50000
discriminator loss: 1.346424 - generator loss: 0.755225 - 1s
Epoch 25854/50000
discriminator loss: 1.346908 - generator loss: 0.750319 - 1s
Epoch 25855/50000
discriminator loss: 1.361036 - generator loss: 0.748827 - 1s
Epoch 25856/50000
discriminator loss: 1.349274 - generator loss: 0.741409 - 1s
Epoch 25857/50000
discriminator loss: 1.343309 - generator loss: 0.754206 - 1s
Epoch 25858/50000
discriminator loss: 1.343312 - generator loss: 0.742493 - 1s
Epoch 25859/50000
discriminator loss: 1.350410 - generator loss: 0.746749 - 1s
Epoch 25860/50000
discriminator loss: 1.367046 - generator loss: 0.734195 - 1s
Epoch 25861/50000
discriminator loss: 1.360029 - generator loss: 0.753305 - 1s
Epoch 25862/50000
discriminator loss: 1.344449 - generator loss: 0.755506 - 1s
Epoch 25863/50000
discriminator loss: 1.348622 - generator loss: 0.750033 - 1s
Epoch 25864/50000
discriminator loss: 1.359342 - generator loss: 0.741103 - 1s
Epoch 25865/50000
discriminator loss: 1.355888 - generator loss: 0.739640 - 1s
Epoch 25866/50000
discriminator loss: 1.356337 - generator loss: 0.744163 - 1s
Epoch 25867/50000
discriminator loss: 1.346298 - generator loss: 0.747528 - 1s
Epoch 25868/50000
discriminator loss: 1.340426 - generator loss: 0.760828 - 1s
Epoch 25869/50000
discriminator loss: 1.353623 - generator loss: 0.738091 - 1s
Epoch 25870/50000
discriminator loss: 1.362410 - generator loss: 0.741345 - 1s
Epoch 25871/50000
discriminator loss: 1.355966 - generator loss: 0.746082 - 1s
Epoch 25872/50000
discriminator loss: 1.349705 - generator loss: 0.750555 - 1s
Epoch 25873/50000
discriminator loss: 1.338743 - generator loss: 0.764580 - 1s
Epoch 25874/50000
discriminator loss: 1.354792 - generator loss: 0.744032 - 1s
Epoch 25875/50000
discriminator loss: 1.357244 - generator loss: 0.743269 - 1s
Epoch 25876/50000
discriminator loss: 1.352691 - generator loss: 0.737267 - 1s
Epoch 25877/50000
discriminator loss: 1.353371 - generator loss: 0.749407 - 1s
Epoch 25878/50000
discriminator loss: 1.353135 - generator loss: 0.746921 - 1s
Epoch 25879/50000
discriminator loss: 1.353208 - generator loss: 0.744879 - 1s
Epoch 25880/50000
discriminator loss: 1.355094 - generator loss: 0.748715 - 1s
Epoch 25881/50000
discriminator loss: 1.352286 - generator loss: 0.749856 - 1s
Epoch 25882/50000
discriminator loss: 1.346774 - generator loss: 0.755820 - 1s
Epoch 25883/50000
discriminator loss: 1.357770 - generator loss: 0.743326 - 1s
Epoch 25884/50000
discriminator loss: 1.353773 - generator loss: 0.752633 - 1s
Epoch 25885/50000
discriminator loss: 1.364698 - generator loss: 0.737297 - 1s
Epoch 25886/50000
discriminator loss: 1.351001 - generator loss: 0.743297 - 1s
Epoch 25887/50000
discriminator loss: 1.343865 - generator loss: 0.752288 - 1s
Epoch 25888/50000
discriminator loss: 1.340003 - generator loss: 0.749428 - 1s
Epoch 25889/50000
discriminator loss: 1.357353 - generator loss: 0.733395 - 1s
Epoch 25890/50000
discriminator loss: 1.354778 - generator loss: 0.755168 - 1s
Epoch 25891/50000
discriminator loss: 1.345395 - generator loss: 0.759248 - 1s
Epoch 25892/50000
discriminator loss: 1.344723 - generator loss: 0.754989 - 1s
Epoch 25893/50000
discriminator loss: 1.350610 - generator loss: 0.747888 - 1s
Epoch 25894/50000
discriminator loss: 1.353294 - generator loss: 0.747702 - 1s
Epoch 25895/50000
discriminator loss: 1.357971 - generator loss: 0.738606 - 1s
Epoch 25896/50000
discriminator loss: 1.354693 - generator loss: 0.739034 - 1s
Epoch 25897/50000
discriminator loss: 1.345214 - generator loss: 0.745349 - 1s
Epoch 25898/50000
discriminator loss: 1.350073 - generator loss: 0.754257 - 1s
Epoch 25899/50000
discriminator loss: 1.356352 - generator loss: 0.743166 - 1s
Epoch 25900/50000
discriminator loss: 1.353520 - generator loss: 0.744980 - 1s
Epoch 25901/50000
discriminator loss: 1.350720 - generator loss: 0.753169 - 1s
Epoch 25902/50000
discriminator loss: 1.344633 - generator loss: 0.752116 - 1s
Epoch 25903/50000
discriminator loss: 1.354717 - generator loss: 0.739214 - 1s
Epoch 25904/50000
discriminator loss: 1.352445 - generator loss: 0.748897 - 1s
Epoch 25905/50000
discriminator loss: 1.356890 - generator loss: 0.738476 - 1s
Epoch 25906/50000
discriminator loss: 1.359378 - generator loss: 0.744715 - 1s
Epoch 25907/50000
discriminator loss: 1.355221 - generator loss: 0.743168 - 1s
Epoch 25908/50000
discriminator loss: 1.347198 - generator loss: 0.752886 - 1s
Epoch 25909/50000
discriminator loss: 1.346893 - generator loss: 0.746519 - 1s
Epoch 25910/50000
discriminator loss: 1.355204 - generator loss: 0.744496 - 1s
Epoch 25911/50000
discriminator loss: 1.356770 - generator loss: 0.746901 - 1s
Epoch 25912/50000
discriminator loss: 1.344868 - generator loss: 0.753431 - 1s
Epoch 25913/50000
discriminator loss: 1.351240 - generator loss: 0.750207 - 1s
Epoch 25914/50000
discriminator loss: 1.349572 - generator loss: 0.744730 - 1s
Epoch 25915/50000
discriminator loss: 1.355799 - generator loss: 0.745641 - 1s
Epoch 25916/50000
discriminator loss: 1.347488 - generator loss: 0.740924 - 1s
Epoch 25917/50000
discriminator loss: 1.342744 - generator loss: 0.749433 - 1s
Epoch 25918/50000
discriminator loss: 1.357668 - generator loss: 0.746573 - 1s
Epoch 25919/50000
discriminator loss: 1.352940 - generator loss: 0.749536 - 1s
Epoch 25920/50000
discriminator loss: 1.360601 - generator loss: 0.739719 - 1s
Epoch 25921/50000
discriminator loss: 1.352828 - generator loss: 0.748605 - 1s
Epoch 25922/50000
discriminator loss: 1.346619 - generator loss: 0.752572 - 1s
Epoch 25923/50000
discriminator loss: 1.347597 - generator loss: 0.755380 - 1s
Epoch 25924/50000
discriminator loss: 1.343660 - generator loss: 0.750244 - 1s
Epoch 25925/50000
discriminator loss: 1.357142 - generator loss: 0.737708 - 1s
Epoch 25926/50000
discriminator loss: 1.341847 - generator loss: 0.748612 - 1s
Epoch 25927/50000
discriminator loss: 1.348339 - generator loss: 0.751663 - 1s
Epoch 25928/50000
discriminator loss: 1.359598 - generator loss: 0.739654 - 1s
Epoch 25929/50000
discriminator loss: 1.363436 - generator loss: 0.737927 - 1s
Epoch 25930/50000
discriminator loss: 1.349468 - generator loss: 0.748087 - 1s
Epoch 25931/50000
discriminator loss: 1.347983 - generator loss: 0.755960 - 1s
Epoch 25932/50000
discriminator loss: 1.343603 - generator loss: 0.755908 - 1s
Epoch 25933/50000
discriminator loss: 1.351415 - generator loss: 0.745949 - 1s
Epoch 25934/50000
discriminator loss: 1.354704 - generator loss: 0.744048 - 1s
Epoch 25935/50000
discriminator loss: 1.339137 - generator loss: 0.753302 - 1s
Epoch 25936/50000
discriminator loss: 1.341864 - generator loss: 0.750248 - 1s
Epoch 25937/50000
discriminator loss: 1.354065 - generator loss: 0.745374 - 1s
Epoch 25938/50000
discriminator loss: 1.353801 - generator loss: 0.742376 - 1s
Epoch 25939/50000
discriminator loss: 1.348520 - generator loss: 0.754662 - 1s
Epoch 25940/50000
discriminator loss: 1.360605 - generator loss: 0.744004 - 1s
Epoch 25941/50000
discriminator loss: 1.341946 - generator loss: 0.762558 - 1s
Epoch 25942/50000
discriminator loss: 1.344497 - generator loss: 0.759244 - 1s
Epoch 25943/50000
discriminator loss: 1.355532 - generator loss: 0.743042 - 1s
Epoch 25944/50000
discriminator loss: 1.357230 - generator loss: 0.737145 - 1s
Epoch 25945/50000
discriminator loss: 1.348413 - generator loss: 0.742862 - 1s
Epoch 25946/50000
discriminator loss: 1.344027 - generator loss: 0.747230 - 1s
Epoch 25947/50000
discriminator loss: 1.345453 - generator loss: 0.750901 - 1s
Epoch 25948/50000
discriminator loss: 1.348448 - generator loss: 0.747722 - 1s
Epoch 25949/50000
discriminator loss: 1.348907 - generator loss: 0.758215 - 1s
Epoch 25950/50000
discriminator loss: 1.355339 - generator loss: 0.751450 - 1s
Epoch 25951/50000
discriminator loss: 1.341398 - generator loss: 0.750093 - 1s
Epoch 25952/50000
discriminator loss: 1.350887 - generator loss: 0.743085 - 1s
Epoch 25953/50000
discriminator loss: 1.356805 - generator loss: 0.752717 - 1s
Epoch 25954/50000
discriminator loss: 1.350299 - generator loss: 0.741352 - 1s
Epoch 25955/50000
discriminator loss: 1.340123 - generator loss: 0.755859 - 1s
Epoch 25956/50000
discriminator loss: 1.343300 - generator loss: 0.754367 - 1s
Epoch 25957/50000
discriminator loss: 1.353837 - generator loss: 0.744355 - 1s
Epoch 25958/50000
discriminator loss: 1.352405 - generator loss: 0.741394 - 1s
Epoch 25959/50000
discriminator loss: 1.358257 - generator loss: 0.740536 - 1s
Epoch 25960/50000
discriminator loss: 1.344378 - generator loss: 0.754902 - 1s
Epoch 25961/50000
discriminator loss: 1.344068 - generator loss: 0.753620 - 1s
Epoch 25962/50000
discriminator loss: 1.337940 - generator loss: 0.766521 - 1s
Epoch 25963/50000
discriminator loss: 1.344414 - generator loss: 0.753568 - 1s
Epoch 25964/50000
discriminator loss: 1.358443 - generator loss: 0.739102 - 1s
Epoch 25965/50000
discriminator loss: 1.355114 - generator loss: 0.742768 - 1s
Epoch 25966/50000
discriminator loss: 1.348417 - generator loss: 0.750050 - 1s
Epoch 25967/50000
discriminator loss: 1.345816 - generator loss: 0.748588 - 1s
Epoch 25968/50000
discriminator loss: 1.351004 - generator loss: 0.744868 - 1s
Epoch 25969/50000
discriminator loss: 1.362384 - generator loss: 0.747279 - 1s
Epoch 25970/50000
discriminator loss: 1.349178 - generator loss: 0.753845 - 1s
Epoch 25971/50000
discriminator loss: 1.337645 - generator loss: 0.756434 - 1s
Epoch 25972/50000
discriminator loss: 1.352518 - generator loss: 0.751841 - 1s
Epoch 25973/50000
discriminator loss: 1.357931 - generator loss: 0.739301 - 1s
Epoch 25974/50000
discriminator loss: 1.363829 - generator loss: 0.737885 - 1s
Epoch 25975/50000
discriminator loss: 1.355927 - generator loss: 0.748428 - 1s
Epoch 25976/50000
discriminator loss: 1.344214 - generator loss: 0.750117 - 1s
Epoch 25977/50000
discriminator loss: 1.349146 - generator loss: 0.750163 - 1s
Epoch 25978/50000
discriminator loss: 1.356370 - generator loss: 0.737020 - 1s
Epoch 25979/50000
discriminator loss: 1.350311 - generator loss: 0.750395 - 1s
Epoch 25980/50000
discriminator loss: 1.348061 - generator loss: 0.748170 - 1s
Epoch 25981/50000
discriminator loss: 1.343134 - generator loss: 0.760723 - 1s
Epoch 25982/50000
discriminator loss: 1.345421 - generator loss: 0.756118 - 1s
Epoch 25983/50000
discriminator loss: 1.362693 - generator loss: 0.738987 - 1s
Epoch 25984/50000
discriminator loss: 1.364420 - generator loss: 0.736555 - 1s
Epoch 25985/50000
discriminator loss: 1.353146 - generator loss: 0.741633 - 1s
Epoch 25986/50000
discriminator loss: 1.343067 - generator loss: 0.753574 - 1s
Epoch 25987/50000
discriminator loss: 1.347799 - generator loss: 0.741625 - 1s
Epoch 25988/50000
discriminator loss: 1.357183 - generator loss: 0.752917 - 1s
Epoch 25989/50000
discriminator loss: 1.355806 - generator loss: 0.748558 - 1s
Epoch 25990/50000
discriminator loss: 1.357029 - generator loss: 0.741002 - 1s
Epoch 25991/50000
discriminator loss: 1.346068 - generator loss: 0.755982 - 1s
Epoch 25992/50000
discriminator loss: 1.348943 - generator loss: 0.750513 - 1s
Epoch 25993/50000
discriminator loss: 1.356055 - generator loss: 0.740855 - 1s
Epoch 25994/50000
discriminator loss: 1.354805 - generator loss: 0.744642 - 1s
Epoch 25995/50000
discriminator loss: 1.357501 - generator loss: 0.736454 - 1s
Epoch 25996/50000
discriminator loss: 1.354211 - generator loss: 0.747902 - 1s
Epoch 25997/50000
discriminator loss: 1.340759 - generator loss: 0.753064 - 1s
Epoch 25998/50000
discriminator loss: 1.349580 - generator loss: 0.747194 - 1s
Epoch 25999/50000
discriminator loss: 1.358200 - generator loss: 0.747647 - 1s
Epoch 26000/50000
discriminator loss: 1.344622 - generator loss: 0.755836 - 1s
Epoch 26001/50000
discriminator loss: 1.351684 - generator loss: 0.750413 - 1s

Loss: 

Epoch 26002/50000
discriminator loss: 1.346612 - generator loss: 0.748869 - 1s
Epoch 26003/50000
discriminator loss: 1.357793 - generator loss: 0.741525 - 1s
Epoch 26004/50000
discriminator loss: 1.352485 - generator loss: 0.742202 - 1s
Epoch 26005/50000
discriminator loss: 1.342476 - generator loss: 0.744567 - 1s
Epoch 26006/50000
discriminator loss: 1.339620 - generator loss: 0.753446 - 1s
Epoch 26007/50000
discriminator loss: 1.350068 - generator loss: 0.747624 - 1s
Epoch 26008/50000
discriminator loss: 1.356619 - generator loss: 0.745311 - 1s
Epoch 26009/50000
discriminator loss: 1.346929 - generator loss: 0.754552 - 1s
Epoch 26010/50000
discriminator loss: 1.354863 - generator loss: 0.744375 - 1s
Epoch 26011/50000
discriminator loss: 1.346907 - generator loss: 0.753565 - 1s
Epoch 26012/50000
discriminator loss: 1.348251 - generator loss: 0.746670 - 1s
Epoch 26013/50000
discriminator loss: 1.355361 - generator loss: 0.746687 - 1s
Epoch 26014/50000
discriminator loss: 1.350776 - generator loss: 0.742307 - 1s
Epoch 26015/50000
discriminator loss: 1.345536 - generator loss: 0.753841 - 1s
Epoch 26016/50000
discriminator loss: 1.342991 - generator loss: 0.744969 - 1s
Epoch 26017/50000
discriminator loss: 1.350830 - generator loss: 0.753884 - 1s
Epoch 26018/50000
discriminator loss: 1.356552 - generator loss: 0.741936 - 1s
Epoch 26019/50000
discriminator loss: 1.352009 - generator loss: 0.752974 - 1s
Epoch 26020/50000
discriminator loss: 1.350175 - generator loss: 0.752320 - 1s
Epoch 26021/50000
discriminator loss: 1.345291 - generator loss: 0.749034 - 1s
Epoch 26022/50000
discriminator loss: 1.349316 - generator loss: 0.749521 - 1s
Epoch 26023/50000
discriminator loss: 1.355097 - generator loss: 0.738848 - 1s
Epoch 26024/50000
discriminator loss: 1.349729 - generator loss: 0.749959 - 1s
Epoch 26025/50000
discriminator loss: 1.338228 - generator loss: 0.757393 - 1s
Epoch 26026/50000
discriminator loss: 1.351156 - generator loss: 0.742402 - 1s
Epoch 26027/50000
discriminator loss: 1.358471 - generator loss: 0.740973 - 1s
Epoch 26028/50000
discriminator loss: 1.359803 - generator loss: 0.743236 - 1s
Epoch 26029/50000
discriminator loss: 1.351218 - generator loss: 0.751511 - 1s
Epoch 26030/50000
discriminator loss: 1.348895 - generator loss: 0.750841 - 1s
Epoch 26031/50000
discriminator loss: 1.357463 - generator loss: 0.746397 - 1s
Epoch 26032/50000
discriminator loss: 1.362058 - generator loss: 0.736773 - 1s
Epoch 26033/50000
discriminator loss: 1.357565 - generator loss: 0.739255 - 1s
Epoch 26034/50000
discriminator loss: 1.347151 - generator loss: 0.746190 - 1s
Epoch 26035/50000
discriminator loss: 1.343080 - generator loss: 0.756116 - 1s
Epoch 26036/50000
discriminator loss: 1.361939 - generator loss: 0.738550 - 1s
Epoch 26037/50000
discriminator loss: 1.362060 - generator loss: 0.736748 - 1s
Epoch 26038/50000
discriminator loss: 1.355580 - generator loss: 0.753246 - 1s
Epoch 26039/50000
discriminator loss: 1.351403 - generator loss: 0.751543 - 1s
Epoch 26040/50000
discriminator loss: 1.351796 - generator loss: 0.745795 - 1s
Epoch 26041/50000
discriminator loss: 1.356219 - generator loss: 0.737158 - 1s
Epoch 26042/50000
discriminator loss: 1.364994 - generator loss: 0.736208 - 1s
Epoch 26043/50000
discriminator loss: 1.352130 - generator loss: 0.746664 - 1s
Epoch 26044/50000
discriminator loss: 1.351725 - generator loss: 0.745943 - 1s
Epoch 26045/50000
discriminator loss: 1.345789 - generator loss: 0.754129 - 1s
Epoch 26046/50000
discriminator loss: 1.357283 - generator loss: 0.743249 - 1s
Epoch 26047/50000
discriminator loss: 1.353818 - generator loss: 0.749438 - 1s
Epoch 26048/50000
discriminator loss: 1.348515 - generator loss: 0.743587 - 1s
Epoch 26049/50000
discriminator loss: 1.342988 - generator loss: 0.757139 - 1s
Epoch 26050/50000
discriminator loss: 1.353401 - generator loss: 0.753021 - 1s
Epoch 26051/50000
discriminator loss: 1.351197 - generator loss: 0.749355 - 1s
Epoch 26052/50000
discriminator loss: 1.358072 - generator loss: 0.739631 - 1s
Epoch 26053/50000
discriminator loss: 1.354304 - generator loss: 0.742480 - 1s
Epoch 26054/50000
discriminator loss: 1.345079 - generator loss: 0.748259 - 1s
Epoch 26055/50000
discriminator loss: 1.347878 - generator loss: 0.743648 - 1s
Epoch 26056/50000
discriminator loss: 1.342420 - generator loss: 0.751377 - 1s
Epoch 26057/50000
discriminator loss: 1.355663 - generator loss: 0.746296 - 1s
Epoch 26058/50000
discriminator loss: 1.354630 - generator loss: 0.755906 - 1s
Epoch 26059/50000
discriminator loss: 1.349753 - generator loss: 0.749432 - 1s
Epoch 26060/50000
discriminator loss: 1.351200 - generator loss: 0.747853 - 1s
Epoch 26061/50000
discriminator loss: 1.352289 - generator loss: 0.743786 - 1s
Epoch 26062/50000
discriminator loss: 1.364148 - generator loss: 0.732257 - 1s
Epoch 26063/50000
discriminator loss: 1.352473 - generator loss: 0.747557 - 1s
Epoch 26064/50000
discriminator loss: 1.348327 - generator loss: 0.747642 - 1s
Epoch 26065/50000
discriminator loss: 1.349736 - generator loss: 0.749617 - 1s
Epoch 26066/50000
discriminator loss: 1.354157 - generator loss: 0.750517 - 1s
Epoch 26067/50000
discriminator loss: 1.359961 - generator loss: 0.746575 - 1s
Epoch 26068/50000
discriminator loss: 1.353609 - generator loss: 0.743819 - 1s
Epoch 26069/50000
discriminator loss: 1.342193 - generator loss: 0.760811 - 1s
Epoch 26070/50000
discriminator loss: 1.352475 - generator loss: 0.745204 - 1s
Epoch 26071/50000
discriminator loss: 1.362316 - generator loss: 0.737942 - 1s
Epoch 26072/50000
discriminator loss: 1.356346 - generator loss: 0.746103 - 1s
Epoch 26073/50000
discriminator loss: 1.348358 - generator loss: 0.745468 - 1s
Epoch 26074/50000
discriminator loss: 1.342093 - generator loss: 0.757311 - 1s
Epoch 26075/50000
discriminator loss: 1.353582 - generator loss: 0.746794 - 1s
Epoch 26076/50000
discriminator loss: 1.355288 - generator loss: 0.745283 - 1s
Epoch 26077/50000
discriminator loss: 1.350343 - generator loss: 0.747708 - 1s
Epoch 26078/50000
discriminator loss: 1.355114 - generator loss: 0.752659 - 1s
Epoch 26079/50000
discriminator loss: 1.344739 - generator loss: 0.757276 - 1s
Epoch 26080/50000
discriminator loss: 1.345903 - generator loss: 0.752114 - 1s
Epoch 26081/50000
discriminator loss: 1.349112 - generator loss: 0.746208 - 1s
Epoch 26082/50000
discriminator loss: 1.353057 - generator loss: 0.749873 - 1s
Epoch 26083/50000
discriminator loss: 1.341269 - generator loss: 0.749454 - 1s
Epoch 26084/50000
discriminator loss: 1.340526 - generator loss: 0.750571 - 1s
Epoch 26085/50000
discriminator loss: 1.342302 - generator loss: 0.759794 - 1s
Epoch 26086/50000
discriminator loss: 1.351497 - generator loss: 0.747301 - 1s
Epoch 26087/50000
discriminator loss: 1.357311 - generator loss: 0.743007 - 1s
Epoch 26088/50000
discriminator loss: 1.347914 - generator loss: 0.750656 - 1s
Epoch 26089/50000
discriminator loss: 1.349261 - generator loss: 0.754437 - 1s
Epoch 26090/50000
discriminator loss: 1.343198 - generator loss: 0.750363 - 1s
Epoch 26091/50000
discriminator loss: 1.353310 - generator loss: 0.740861 - 1s
Epoch 26092/50000
discriminator loss: 1.347723 - generator loss: 0.744789 - 1s
Epoch 26093/50000
discriminator loss: 1.349025 - generator loss: 0.751242 - 1s
Epoch 26094/50000
discriminator loss: 1.353574 - generator loss: 0.744567 - 1s
Epoch 26095/50000
discriminator loss: 1.354932 - generator loss: 0.747644 - 1s
Epoch 26096/50000
discriminator loss: 1.359390 - generator loss: 0.742243 - 1s
Epoch 26097/50000
discriminator loss: 1.352312 - generator loss: 0.750173 - 1s
Epoch 26098/50000
discriminator loss: 1.347883 - generator loss: 0.751496 - 1s
Epoch 26099/50000
discriminator loss: 1.345343 - generator loss: 0.753935 - 1s
Epoch 26100/50000
discriminator loss: 1.351624 - generator loss: 0.749435 - 1s
Epoch 26101/50000
discriminator loss: 1.356052 - generator loss: 0.743924 - 1s
Epoch 26102/50000
discriminator loss: 1.349570 - generator loss: 0.743880 - 1s
Epoch 26103/50000
discriminator loss: 1.347458 - generator loss: 0.743082 - 1s
Epoch 26104/50000
discriminator loss: 1.345972 - generator loss: 0.760062 - 1s
Epoch 26105/50000
discriminator loss: 1.340549 - generator loss: 0.754729 - 1s
Epoch 26106/50000
discriminator loss: 1.350418 - generator loss: 0.740309 - 1s
Epoch 26107/50000
discriminator loss: 1.354899 - generator loss: 0.749406 - 1s
Epoch 26108/50000
discriminator loss: 1.345632 - generator loss: 0.754393 - 1s
Epoch 26109/50000
discriminator loss: 1.337666 - generator loss: 0.764786 - 1s
Epoch 26110/50000
discriminator loss: 1.350299 - generator loss: 0.748043 - 1s
Epoch 26111/50000
discriminator loss: 1.350037 - generator loss: 0.743987 - 1s
Epoch 26112/50000
discriminator loss: 1.352261 - generator loss: 0.736814 - 1s
Epoch 26113/50000
discriminator loss: 1.348873 - generator loss: 0.750107 - 1s
Epoch 26114/50000
discriminator loss: 1.345551 - generator loss: 0.748258 - 1s
Epoch 26115/50000
discriminator loss: 1.349379 - generator loss: 0.752436 - 1s
Epoch 26116/50000
discriminator loss: 1.353226 - generator loss: 0.749585 - 1s
Epoch 26117/50000
discriminator loss: 1.358716 - generator loss: 0.744926 - 1s
Epoch 26118/50000
discriminator loss: 1.352634 - generator loss: 0.755710 - 1s
Epoch 26119/50000
discriminator loss: 1.340729 - generator loss: 0.753392 - 1s
Epoch 26120/50000
discriminator loss: 1.351017 - generator loss: 0.751111 - 1s
Epoch 26121/50000
discriminator loss: 1.357210 - generator loss: 0.736809 - 1s
Epoch 26122/50000
discriminator loss: 1.350700 - generator loss: 0.748542 - 1s
Epoch 26123/50000
discriminator loss: 1.347868 - generator loss: 0.747392 - 1s
Epoch 26124/50000
discriminator loss: 1.353132 - generator loss: 0.746128 - 1s
Epoch 26125/50000
discriminator loss: 1.350394 - generator loss: 0.750488 - 1s
Epoch 26126/50000
discriminator loss: 1.351149 - generator loss: 0.751596 - 1s
Epoch 26127/50000
discriminator loss: 1.352011 - generator loss: 0.739695 - 1s
Epoch 26128/50000
discriminator loss: 1.349256 - generator loss: 0.753780 - 1s
Epoch 26129/50000
discriminator loss: 1.353565 - generator loss: 0.754596 - 1s
Epoch 26130/50000
discriminator loss: 1.350478 - generator loss: 0.754025 - 1s
Epoch 26131/50000
discriminator loss: 1.355701 - generator loss: 0.736811 - 1s
Epoch 26132/50000
discriminator loss: 1.353120 - generator loss: 0.740707 - 1s
Epoch 26133/50000
discriminator loss: 1.339724 - generator loss: 0.749691 - 1s
Epoch 26134/50000
discriminator loss: 1.345711 - generator loss: 0.747602 - 1s
Epoch 26135/50000
discriminator loss: 1.340731 - generator loss: 0.754555 - 1s
Epoch 26136/50000
discriminator loss: 1.357956 - generator loss: 0.744650 - 1s
Epoch 26137/50000
discriminator loss: 1.367314 - generator loss: 0.738736 - 1s
Epoch 26138/50000
discriminator loss: 1.355130 - generator loss: 0.750987 - 1s
Epoch 26139/50000
discriminator loss: 1.342677 - generator loss: 0.755830 - 1s
Epoch 26140/50000
discriminator loss: 1.348201 - generator loss: 0.747164 - 1s
Epoch 26141/50000
discriminator loss: 1.349349 - generator loss: 0.749879 - 1s
Epoch 26142/50000
discriminator loss: 1.353768 - generator loss: 0.737250 - 1s
Epoch 26143/50000
discriminator loss: 1.349873 - generator loss: 0.748771 - 1s
Epoch 26144/50000
discriminator loss: 1.354218 - generator loss: 0.747255 - 1s
Epoch 26145/50000
discriminator loss: 1.348416 - generator loss: 0.746366 - 1s
Epoch 26146/50000
discriminator loss: 1.355348 - generator loss: 0.740670 - 1s
Epoch 26147/50000
discriminator loss: 1.361929 - generator loss: 0.744965 - 1s
Epoch 26148/50000
discriminator loss: 1.350438 - generator loss: 0.756039 - 1s
Epoch 26149/50000
discriminator loss: 1.344207 - generator loss: 0.753833 - 1s
Epoch 26150/50000
discriminator loss: 1.345846 - generator loss: 0.752549 - 1s
Epoch 26151/50000
discriminator loss: 1.357826 - generator loss: 0.742658 - 1s
Epoch 26152/50000
discriminator loss: 1.351049 - generator loss: 0.746923 - 1s
Epoch 26153/50000
discriminator loss: 1.345415 - generator loss: 0.749370 - 1s
Epoch 26154/50000
discriminator loss: 1.345057 - generator loss: 0.742045 - 1s
Epoch 26155/50000
discriminator loss: 1.342934 - generator loss: 0.755939 - 1s
Epoch 26156/50000
discriminator loss: 1.356610 - generator loss: 0.748618 - 1s
Epoch 26157/50000
discriminator loss: 1.354079 - generator loss: 0.744807 - 1s
Epoch 26158/50000
discriminator loss: 1.345095 - generator loss: 0.760588 - 1s
Epoch 26159/50000
discriminator loss: 1.346231 - generator loss: 0.750386 - 1s
Epoch 26160/50000
discriminator loss: 1.361279 - generator loss: 0.740923 - 1s
Epoch 26161/50000
discriminator loss: 1.357341 - generator loss: 0.740421 - 1s
Epoch 26162/50000
discriminator loss: 1.359677 - generator loss: 0.739750 - 1s
Epoch 26163/50000
discriminator loss: 1.349712 - generator loss: 0.746936 - 1s
Epoch 26164/50000
discriminator loss: 1.351262 - generator loss: 0.747000 - 1s
Epoch 26165/50000
discriminator loss: 1.360933 - generator loss: 0.738654 - 1s
Epoch 26166/50000
discriminator loss: 1.357008 - generator loss: 0.748323 - 1s
Epoch 26167/50000
discriminator loss: 1.354110 - generator loss: 0.741575 - 1s
Epoch 26168/50000
discriminator loss: 1.357196 - generator loss: 0.746041 - 1s
Epoch 26169/50000
discriminator loss: 1.353373 - generator loss: 0.752076 - 1s
Epoch 26170/50000
discriminator loss: 1.353670 - generator loss: 0.745453 - 1s
Epoch 26171/50000
discriminator loss: 1.353258 - generator loss: 0.745625 - 1s
Epoch 26172/50000
discriminator loss: 1.358889 - generator loss: 0.736840 - 1s
Epoch 26173/50000
discriminator loss: 1.348525 - generator loss: 0.744197 - 1s
Epoch 26174/50000
discriminator loss: 1.341802 - generator loss: 0.749576 - 1s
Epoch 26175/50000
discriminator loss: 1.349062 - generator loss: 0.752504 - 1s
Epoch 26176/50000
discriminator loss: 1.352284 - generator loss: 0.750372 - 1s
Epoch 26177/50000
discriminator loss: 1.355636 - generator loss: 0.742978 - 1s
Epoch 26178/50000
discriminator loss: 1.351321 - generator loss: 0.750025 - 1s
Epoch 26179/50000
discriminator loss: 1.342041 - generator loss: 0.758122 - 1s
Epoch 26180/50000
discriminator loss: 1.354245 - generator loss: 0.743989 - 1s
Epoch 26181/50000
discriminator loss: 1.341705 - generator loss: 0.753899 - 1s
Epoch 26182/50000
discriminator loss: 1.350031 - generator loss: 0.744244 - 1s
Epoch 26183/50000
discriminator loss: 1.343045 - generator loss: 0.752993 - 1s
Epoch 26184/50000
discriminator loss: 1.349344 - generator loss: 0.744648 - 1s
Epoch 26185/50000
discriminator loss: 1.364701 - generator loss: 0.740672 - 1s
Epoch 26186/50000
discriminator loss: 1.359615 - generator loss: 0.739889 - 1s
Epoch 26187/50000
discriminator loss: 1.357033 - generator loss: 0.746123 - 1s
Epoch 26188/50000
discriminator loss: 1.346771 - generator loss: 0.759242 - 1s
Epoch 26189/50000
discriminator loss: 1.346438 - generator loss: 0.749169 - 1s
Epoch 26190/50000
discriminator loss: 1.361569 - generator loss: 0.735180 - 1s
Epoch 26191/50000
discriminator loss: 1.350245 - generator loss: 0.746670 - 1s
Epoch 26192/50000
discriminator loss: 1.355496 - generator loss: 0.739018 - 1s
Epoch 26193/50000
discriminator loss: 1.337988 - generator loss: 0.756459 - 1s
Epoch 26194/50000
discriminator loss: 1.346222 - generator loss: 0.751036 - 1s
Epoch 26195/50000
discriminator loss: 1.352300 - generator loss: 0.747086 - 1s
Epoch 26196/50000
discriminator loss: 1.353380 - generator loss: 0.747640 - 1s
Epoch 26197/50000
discriminator loss: 1.358923 - generator loss: 0.744203 - 1s
Epoch 26198/50000
discriminator loss: 1.352365 - generator loss: 0.749158 - 1s
Epoch 26199/50000
discriminator loss: 1.352251 - generator loss: 0.755457 - 1s
Epoch 26200/50000
discriminator loss: 1.354699 - generator loss: 0.743178 - 1s
Epoch 26201/50000
discriminator loss: 1.363013 - generator loss: 0.738374 - 1s
Epoch 26202/50000
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Epoch 26203/50000
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Epoch 26204/50000
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Epoch 26205/50000
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Epoch 26206/50000
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Epoch 26207/50000
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Epoch 26208/50000
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Epoch 26209/50000
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Epoch 26210/50000
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Epoch 26211/50000
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Epoch 26212/50000
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Epoch 26213/50000
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Epoch 26214/50000
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Epoch 26215/50000
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Epoch 26216/50000
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Epoch 26217/50000
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Epoch 26218/50000
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Epoch 26219/50000
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Epoch 26220/50000
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Epoch 26221/50000
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Epoch 26222/50000
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Epoch 26223/50000
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Epoch 26224/50000
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Epoch 26225/50000
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Epoch 26226/50000
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Epoch 26227/50000
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Epoch 26228/50000
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Epoch 26229/50000
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Epoch 26230/50000
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Epoch 26231/50000
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Epoch 26232/50000
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Epoch 26233/50000
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Epoch 26234/50000
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Epoch 26235/50000
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Epoch 26236/50000
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Epoch 26237/50000
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Epoch 26238/50000
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Epoch 26239/50000
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Epoch 26240/50000
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Epoch 26241/50000
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Epoch 26242/50000
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Epoch 26243/50000
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Epoch 26244/50000
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Epoch 26245/50000
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Epoch 26246/50000
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Epoch 26247/50000
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Epoch 26248/50000
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Epoch 26249/50000
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Epoch 26250/50000
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Epoch 26251/50000
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Epoch 26252/50000
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Epoch 26253/50000
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Epoch 26254/50000
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Epoch 26255/50000
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Epoch 26256/50000
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Epoch 26257/50000
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Epoch 26258/50000
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Epoch 26259/50000
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Epoch 26260/50000
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Epoch 26261/50000
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Epoch 26262/50000
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Epoch 26263/50000
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Epoch 26264/50000
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Epoch 26265/50000
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Epoch 26266/50000
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Epoch 26267/50000
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Epoch 26268/50000
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Epoch 26269/50000
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Epoch 26270/50000
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Epoch 26271/50000
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Epoch 26272/50000
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Epoch 26273/50000
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Epoch 26274/50000
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Epoch 26275/50000
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Epoch 26276/50000
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Epoch 26277/50000
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Epoch 26278/50000
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Epoch 26279/50000
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Epoch 26280/50000
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Epoch 26281/50000
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Epoch 26282/50000
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Epoch 26283/50000
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Epoch 26284/50000
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Epoch 26285/50000
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Epoch 26286/50000
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Epoch 26287/50000
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Epoch 26288/50000
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Epoch 26289/50000
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Epoch 26290/50000
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Epoch 26291/50000
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Epoch 26292/50000
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Epoch 26293/50000
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Epoch 26294/50000
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Epoch 26295/50000
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Epoch 26296/50000
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Epoch 26297/50000
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Epoch 26298/50000
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Epoch 26299/50000
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Epoch 26300/50000
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Epoch 26301/50000
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Epoch 26302/50000
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Epoch 26303/50000
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Epoch 26304/50000
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Epoch 26305/50000
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Epoch 26306/50000
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Epoch 26307/50000
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Epoch 26308/50000
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Epoch 26309/50000
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Epoch 26310/50000
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Epoch 26311/50000
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Epoch 26312/50000
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Epoch 26313/50000
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Epoch 26314/50000
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Epoch 26315/50000
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Epoch 26316/50000
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Epoch 26317/50000
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Epoch 26318/50000
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Epoch 26319/50000
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Epoch 26320/50000
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Epoch 26321/50000
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Epoch 26322/50000
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Epoch 26323/50000
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Epoch 26324/50000
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Epoch 26325/50000
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Epoch 26326/50000
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Epoch 26327/50000
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Epoch 26328/50000
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Epoch 26329/50000
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Epoch 26330/50000
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Epoch 26331/50000
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Epoch 26332/50000
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Epoch 26333/50000
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Epoch 26334/50000
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Epoch 26335/50000
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Epoch 26336/50000
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Epoch 26337/50000
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Epoch 26338/50000
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Epoch 26339/50000
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Epoch 26340/50000
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Epoch 26341/50000
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Epoch 26342/50000
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Epoch 26343/50000
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Epoch 26344/50000
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Epoch 26345/50000
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Epoch 26346/50000
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Epoch 26347/50000
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Epoch 26348/50000
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Epoch 26349/50000
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Epoch 26350/50000
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Epoch 26351/50000
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Epoch 26352/50000
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Epoch 26353/50000
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Epoch 26354/50000
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Epoch 26355/50000
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Epoch 26356/50000
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Epoch 26357/50000
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Epoch 26358/50000
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Epoch 26359/50000
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Epoch 26360/50000
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Epoch 26361/50000
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Epoch 26362/50000
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Epoch 26363/50000
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Epoch 26364/50000
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Epoch 26365/50000
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Epoch 26366/50000
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Epoch 26367/50000
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Epoch 26368/50000
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Epoch 26369/50000
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Epoch 26370/50000
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Epoch 26371/50000
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Epoch 26372/50000
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Epoch 26373/50000
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Epoch 26374/50000
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Epoch 26375/50000
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Epoch 26376/50000
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Epoch 26377/50000
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Epoch 26378/50000
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Epoch 26379/50000
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Epoch 26380/50000
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Epoch 26381/50000
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Epoch 26382/50000
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Epoch 26383/50000
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Epoch 26384/50000
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Epoch 26385/50000
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Epoch 26386/50000
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Epoch 26387/50000
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Epoch 26388/50000
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Epoch 26389/50000
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Epoch 26390/50000
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Epoch 26391/50000
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Epoch 26392/50000
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Epoch 26393/50000
discriminator loss: 1.343151 - generator loss: 0.749275 - 1s
Epoch 26394/50000
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Epoch 26395/50000
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Epoch 26396/50000
discriminator loss: 1.351846 - generator loss: 0.748725 - 1s
Epoch 26397/50000
discriminator loss: 1.344902 - generator loss: 0.750344 - 1s
Epoch 26398/50000
discriminator loss: 1.343801 - generator loss: 0.758925 - 1s
Epoch 26399/50000
discriminator loss: 1.352234 - generator loss: 0.744647 - 1s
Epoch 26400/50000
discriminator loss: 1.352298 - generator loss: 0.750415 - 1s
Epoch 26401/50000
discriminator loss: 1.361808 - generator loss: 0.742240 - 1s
Epoch 26402/50000
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Epoch 26403/50000
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Epoch 26404/50000
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Epoch 26405/50000
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Epoch 26406/50000
discriminator loss: 1.356818 - generator loss: 0.752384 - 1s
Epoch 26407/50000
discriminator loss: 1.345963 - generator loss: 0.752773 - 1s
Epoch 26408/50000
discriminator loss: 1.348676 - generator loss: 0.752477 - 1s
Epoch 26409/50000
discriminator loss: 1.347351 - generator loss: 0.745219 - 1s
Epoch 26410/50000
discriminator loss: 1.350576 - generator loss: 0.746155 - 1s
Epoch 26411/50000
discriminator loss: 1.354841 - generator loss: 0.743241 - 1s
Epoch 26412/50000
discriminator loss: 1.347780 - generator loss: 0.750391 - 1s
Epoch 26413/50000
discriminator loss: 1.346377 - generator loss: 0.750688 - 1s
Epoch 26414/50000
discriminator loss: 1.345716 - generator loss: 0.754582 - 1s
Epoch 26415/50000
discriminator loss: 1.353144 - generator loss: 0.743166 - 1s
Epoch 26416/50000
discriminator loss: 1.353922 - generator loss: 0.749888 - 1s
Epoch 26417/50000
discriminator loss: 1.346287 - generator loss: 0.757796 - 1s
Epoch 26418/50000
discriminator loss: 1.348612 - generator loss: 0.746436 - 1s
Epoch 26419/50000
discriminator loss: 1.364938 - generator loss: 0.738539 - 1s
Epoch 26420/50000
discriminator loss: 1.351457 - generator loss: 0.742542 - 1s
Epoch 26421/50000
discriminator loss: 1.352191 - generator loss: 0.741710 - 1s
Epoch 26422/50000
discriminator loss: 1.342957 - generator loss: 0.755025 - 1s
Epoch 26423/50000
discriminator loss: 1.349070 - generator loss: 0.744165 - 1s
Epoch 26424/50000
discriminator loss: 1.356817 - generator loss: 0.744769 - 1s
Epoch 26425/50000
discriminator loss: 1.362130 - generator loss: 0.744225 - 1s
Epoch 26426/50000
discriminator loss: 1.346863 - generator loss: 0.756948 - 1s
Epoch 26427/50000
discriminator loss: 1.349356 - generator loss: 0.758523 - 1s
Epoch 26428/50000
discriminator loss: 1.347517 - generator loss: 0.750158 - 1s
Epoch 26429/50000
discriminator loss: 1.347803 - generator loss: 0.744287 - 1s
Epoch 26430/50000
discriminator loss: 1.353581 - generator loss: 0.744370 - 1s
Epoch 26431/50000
discriminator loss: 1.350216 - generator loss: 0.745491 - 1s
Epoch 26432/50000
discriminator loss: 1.350394 - generator loss: 0.741527 - 1s
Epoch 26433/50000
discriminator loss: 1.340514 - generator loss: 0.755586 - 1s
Epoch 26434/50000
discriminator loss: 1.353073 - generator loss: 0.748401 - 1s
Epoch 26435/50000
discriminator loss: 1.358567 - generator loss: 0.746690 - 1s
Epoch 26436/50000
discriminator loss: 1.353123 - generator loss: 0.751290 - 1s
Epoch 26437/50000
discriminator loss: 1.339886 - generator loss: 0.755259 - 1s
Epoch 26438/50000
discriminator loss: 1.341757 - generator loss: 0.753382 - 1s
Epoch 26439/50000
discriminator loss: 1.350445 - generator loss: 0.745518 - 1s
Epoch 26440/50000
discriminator loss: 1.345615 - generator loss: 0.741349 - 1s
Epoch 26441/50000
discriminator loss: 1.354021 - generator loss: 0.749955 - 1s
Epoch 26442/50000
discriminator loss: 1.352008 - generator loss: 0.748687 - 1s
Epoch 26443/50000
discriminator loss: 1.344078 - generator loss: 0.754874 - 1s
Epoch 26444/50000
discriminator loss: 1.356309 - generator loss: 0.743133 - 1s
Epoch 26445/50000
discriminator loss: 1.354671 - generator loss: 0.747193 - 1s
Epoch 26446/50000
discriminator loss: 1.347203 - generator loss: 0.746587 - 1s
Epoch 26447/50000
discriminator loss: 1.350806 - generator loss: 0.749380 - 1s
Epoch 26448/50000
discriminator loss: 1.354698 - generator loss: 0.742927 - 1s
Epoch 26449/50000
discriminator loss: 1.348724 - generator loss: 0.754680 - 1s
Epoch 26450/50000
discriminator loss: 1.345968 - generator loss: 0.748218 - 1s
Epoch 26451/50000
discriminator loss: 1.351415 - generator loss: 0.745776 - 1s
Epoch 26452/50000
discriminator loss: 1.345623 - generator loss: 0.754060 - 1s
Epoch 26453/50000
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Epoch 26454/50000
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Epoch 26455/50000
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Epoch 26456/50000
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Epoch 26457/50000
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Epoch 26458/50000
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Epoch 26459/50000
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Epoch 26460/50000
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Epoch 26461/50000
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Epoch 26462/50000
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Epoch 26463/50000
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Epoch 26464/50000
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Epoch 26465/50000
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Epoch 26466/50000
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Epoch 26467/50000
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Epoch 26468/50000
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Epoch 26469/50000
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Epoch 26470/50000
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Epoch 26471/50000
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Epoch 26472/50000
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Epoch 26473/50000
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Epoch 26474/50000
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Epoch 26475/50000
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Epoch 26476/50000
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Epoch 26477/50000
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Epoch 26478/50000
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Epoch 26479/50000
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Epoch 26480/50000
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Epoch 26481/50000
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Epoch 26482/50000
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Epoch 26483/50000
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Epoch 26484/50000
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Epoch 26485/50000
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Epoch 26486/50000
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Epoch 26487/50000
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Epoch 26488/50000
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Epoch 26489/50000
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Epoch 26490/50000
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Epoch 26491/50000
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Epoch 26492/50000
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Epoch 26493/50000
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Epoch 26494/50000
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Epoch 26495/50000
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Epoch 26496/50000
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Epoch 26497/50000
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Epoch 26498/50000
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Epoch 26499/50000
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Epoch 26500/50000
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Epoch 26501/50000
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Epoch 26502/50000
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Epoch 26503/50000
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Epoch 26504/50000
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Epoch 26505/50000
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Epoch 26506/50000
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Epoch 26507/50000
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Epoch 26508/50000
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Epoch 26509/50000
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Epoch 26510/50000
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Epoch 26511/50000
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Epoch 26512/50000
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Epoch 26513/50000
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Epoch 26514/50000
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Epoch 26515/50000
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Epoch 26516/50000
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Epoch 26517/50000
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Epoch 26518/50000
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Epoch 26519/50000
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Epoch 26520/50000
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Epoch 26521/50000
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Epoch 26522/50000
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Epoch 26523/50000
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Epoch 26524/50000
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Epoch 26525/50000
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Epoch 26526/50000
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Epoch 26527/50000
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Epoch 26528/50000
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Epoch 26529/50000
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Epoch 26530/50000
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Epoch 26531/50000
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Epoch 26532/50000
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Epoch 26533/50000
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Epoch 26534/50000
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Epoch 26535/50000
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Epoch 26536/50000
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Epoch 26537/50000
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Epoch 26538/50000
discriminator loss: 1.348657 - generator loss: 0.753909 - 1s
Epoch 26539/50000
discriminator loss: 1.355460 - generator loss: 0.740273 - 1s
Epoch 26540/50000
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Epoch 26541/50000
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Epoch 26542/50000
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Epoch 26543/50000
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Epoch 26544/50000
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Epoch 26545/50000
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Epoch 26546/50000
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Epoch 26547/50000
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Epoch 26548/50000
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Epoch 26549/50000
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Epoch 26550/50000
discriminator loss: 1.351580 - generator loss: 0.744396 - 1s
Epoch 26551/50000
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Epoch 26552/50000
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Epoch 26553/50000
discriminator loss: 1.344686 - generator loss: 0.750222 - 1s
Epoch 26554/50000
discriminator loss: 1.347243 - generator loss: 0.747392 - 1s
Epoch 26555/50000
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Epoch 26556/50000
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Epoch 26557/50000
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Epoch 26558/50000
discriminator loss: 1.349207 - generator loss: 0.747842 - 1s
Epoch 26559/50000
discriminator loss: 1.357209 - generator loss: 0.751008 - 1s
Epoch 26560/50000
discriminator loss: 1.353079 - generator loss: 0.741476 - 1s
Epoch 26561/50000
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Epoch 26562/50000
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Epoch 26563/50000
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Epoch 26564/50000
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Epoch 26565/50000
discriminator loss: 1.359207 - generator loss: 0.745875 - 1s
Epoch 26566/50000
discriminator loss: 1.356676 - generator loss: 0.744572 - 1s
Epoch 26567/50000
discriminator loss: 1.351988 - generator loss: 0.759597 - 1s
Epoch 26568/50000
discriminator loss: 1.352422 - generator loss: 0.744897 - 1s
Epoch 26569/50000
discriminator loss: 1.345683 - generator loss: 0.746154 - 1s
Epoch 26570/50000
discriminator loss: 1.355780 - generator loss: 0.739406 - 1s
Epoch 26571/50000
discriminator loss: 1.348539 - generator loss: 0.744896 - 1s
Epoch 26572/50000
discriminator loss: 1.348966 - generator loss: 0.752327 - 1s
Epoch 26573/50000
discriminator loss: 1.345437 - generator loss: 0.750890 - 1s
Epoch 26574/50000
discriminator loss: 1.343929 - generator loss: 0.751552 - 1s
Epoch 26575/50000
discriminator loss: 1.361849 - generator loss: 0.739153 - 1s
Epoch 26576/50000
discriminator loss: 1.342033 - generator loss: 0.753364 - 1s
Epoch 26577/50000
discriminator loss: 1.342966 - generator loss: 0.758409 - 1s
Epoch 26578/50000
discriminator loss: 1.346136 - generator loss: 0.750522 - 1s
Epoch 26579/50000
discriminator loss: 1.350860 - generator loss: 0.749993 - 1s
Epoch 26580/50000
discriminator loss: 1.352689 - generator loss: 0.742939 - 1s
Epoch 26581/50000
discriminator loss: 1.352806 - generator loss: 0.740124 - 1s
Epoch 26582/50000
discriminator loss: 1.357976 - generator loss: 0.742539 - 1s
Epoch 26583/50000
discriminator loss: 1.354113 - generator loss: 0.747185 - 1s
Epoch 26584/50000
discriminator loss: 1.345695 - generator loss: 0.747032 - 1s
Epoch 26585/50000
discriminator loss: 1.355649 - generator loss: 0.748244 - 1s
Epoch 26586/50000
discriminator loss: 1.352084 - generator loss: 0.750175 - 1s
Epoch 26587/50000
discriminator loss: 1.345836 - generator loss: 0.760176 - 1s
Epoch 26588/50000
discriminator loss: 1.357123 - generator loss: 0.743874 - 1s
Epoch 26589/50000
discriminator loss: 1.349479 - generator loss: 0.745824 - 1s
Epoch 26590/50000
discriminator loss: 1.353566 - generator loss: 0.743140 - 1s
Epoch 26591/50000
discriminator loss: 1.346140 - generator loss: 0.742143 - 1s
Epoch 26592/50000
discriminator loss: 1.348649 - generator loss: 0.752215 - 1s
Epoch 26593/50000
discriminator loss: 1.349092 - generator loss: 0.747992 - 1s
Epoch 26594/50000
discriminator loss: 1.349182 - generator loss: 0.755947 - 1s
Epoch 26595/50000
discriminator loss: 1.352356 - generator loss: 0.750469 - 1s
Epoch 26596/50000
discriminator loss: 1.352396 - generator loss: 0.744511 - 1s
Epoch 26597/50000
discriminator loss: 1.351804 - generator loss: 0.752191 - 1s
Epoch 26598/50000
discriminator loss: 1.348760 - generator loss: 0.743421 - 1s
Epoch 26599/50000
discriminator loss: 1.349007 - generator loss: 0.748110 - 1s
Epoch 26600/50000
discriminator loss: 1.351288 - generator loss: 0.745275 - 1s
Epoch 26601/50000
discriminator loss: 1.351744 - generator loss: 0.753760 - 1s
Epoch 26602/50000
discriminator loss: 1.347253 - generator loss: 0.743116 - 1s
Epoch 26603/50000
discriminator loss: 1.346556 - generator loss: 0.750756 - 1s
Epoch 26604/50000
discriminator loss: 1.351968 - generator loss: 0.743392 - 1s
Epoch 26605/50000
discriminator loss: 1.342382 - generator loss: 0.755784 - 1s
Epoch 26606/50000
discriminator loss: 1.352511 - generator loss: 0.751677 - 1s
Epoch 26607/50000
discriminator loss: 1.352837 - generator loss: 0.748154 - 1s
Epoch 26608/50000
discriminator loss: 1.346973 - generator loss: 0.747788 - 1s
Epoch 26609/50000
discriminator loss: 1.352133 - generator loss: 0.746297 - 1s
Epoch 26610/50000
discriminator loss: 1.341521 - generator loss: 0.746623 - 1s
Epoch 26611/50000
discriminator loss: 1.349213 - generator loss: 0.744085 - 1s
Epoch 26612/50000
discriminator loss: 1.354008 - generator loss: 0.747680 - 1s
Epoch 26613/50000
discriminator loss: 1.355497 - generator loss: 0.741932 - 1s
Epoch 26614/50000
discriminator loss: 1.348760 - generator loss: 0.749763 - 1s
Epoch 26615/50000
discriminator loss: 1.346935 - generator loss: 0.756735 - 1s
Epoch 26616/50000
discriminator loss: 1.347584 - generator loss: 0.752257 - 1s
Epoch 26617/50000
discriminator loss: 1.341218 - generator loss: 0.750719 - 1s
Epoch 26618/50000
discriminator loss: 1.355927 - generator loss: 0.742621 - 1s
Epoch 26619/50000
discriminator loss: 1.355203 - generator loss: 0.746920 - 1s
Epoch 26620/50000
discriminator loss: 1.352491 - generator loss: 0.740177 - 1s
Epoch 26621/50000
discriminator loss: 1.345706 - generator loss: 0.751679 - 1s
Epoch 26622/50000
discriminator loss: 1.357444 - generator loss: 0.748725 - 1s
Epoch 26623/50000
discriminator loss: 1.343868 - generator loss: 0.756970 - 1s
Epoch 26624/50000
discriminator loss: 1.343310 - generator loss: 0.753755 - 1s
Epoch 26625/50000
discriminator loss: 1.341625 - generator loss: 0.745414 - 1s
Epoch 26626/50000
discriminator loss: 1.345889 - generator loss: 0.750001 - 1s
Epoch 26627/50000
discriminator loss: 1.351091 - generator loss: 0.753289 - 1s
Epoch 26628/50000
discriminator loss: 1.360077 - generator loss: 0.744785 - 1s
Epoch 26629/50000
discriminator loss: 1.352392 - generator loss: 0.751098 - 1s
Epoch 26630/50000
discriminator loss: 1.354049 - generator loss: 0.737046 - 1s
Epoch 26631/50000
discriminator loss: 1.349672 - generator loss: 0.742117 - 1s
Epoch 26632/50000
discriminator loss: 1.346766 - generator loss: 0.746886 - 1s
Epoch 26633/50000
discriminator loss: 1.355206 - generator loss: 0.747845 - 1s
Epoch 26634/50000
discriminator loss: 1.354641 - generator loss: 0.746457 - 1s
Epoch 26635/50000
discriminator loss: 1.346946 - generator loss: 0.755651 - 1s
Epoch 26636/50000
discriminator loss: 1.341361 - generator loss: 0.759381 - 1s
Epoch 26637/50000
discriminator loss: 1.339363 - generator loss: 0.748774 - 1s
Epoch 26638/50000
discriminator loss: 1.347191 - generator loss: 0.748782 - 1s
Epoch 26639/50000
discriminator loss: 1.355199 - generator loss: 0.739013 - 1s
Epoch 26640/50000
discriminator loss: 1.352126 - generator loss: 0.749482 - 1s
Epoch 26641/50000
discriminator loss: 1.345944 - generator loss: 0.750135 - 1s
Epoch 26642/50000
discriminator loss: 1.347308 - generator loss: 0.752709 - 1s
Epoch 26643/50000
discriminator loss: 1.356490 - generator loss: 0.746607 - 1s
Epoch 26644/50000
discriminator loss: 1.356369 - generator loss: 0.745949 - 1s
Epoch 26645/50000
discriminator loss: 1.351741 - generator loss: 0.748497 - 1s
Epoch 26646/50000
discriminator loss: 1.343661 - generator loss: 0.759196 - 1s
Epoch 26647/50000
discriminator loss: 1.356584 - generator loss: 0.742638 - 1s
Epoch 26648/50000
discriminator loss: 1.360945 - generator loss: 0.740374 - 1s
Epoch 26649/50000
discriminator loss: 1.355384 - generator loss: 0.742762 - 1s
Epoch 26650/50000
discriminator loss: 1.342543 - generator loss: 0.751849 - 1s
Epoch 26651/50000
discriminator loss: 1.353927 - generator loss: 0.746659 - 1s
Epoch 26652/50000
discriminator loss: 1.353042 - generator loss: 0.743234 - 1s
Epoch 26653/50000
discriminator loss: 1.355245 - generator loss: 0.750201 - 1s
Epoch 26654/50000
discriminator loss: 1.355338 - generator loss: 0.749600 - 1s
Epoch 26655/50000
discriminator loss: 1.349923 - generator loss: 0.756461 - 1s
Epoch 26656/50000
discriminator loss: 1.342430 - generator loss: 0.744973 - 1s
Epoch 26657/50000
discriminator loss: 1.355301 - generator loss: 0.751273 - 1s
Epoch 26658/50000
discriminator loss: 1.355442 - generator loss: 0.737487 - 1s
Epoch 26659/50000
discriminator loss: 1.351544 - generator loss: 0.744392 - 1s
Epoch 26660/50000
discriminator loss: 1.348297 - generator loss: 0.743436 - 1s
Epoch 26661/50000
discriminator loss: 1.343365 - generator loss: 0.757052 - 1s
Epoch 26662/50000
discriminator loss: 1.354680 - generator loss: 0.749761 - 1s
Epoch 26663/50000
discriminator loss: 1.347479 - generator loss: 0.746896 - 1s
Epoch 26664/50000
discriminator loss: 1.354392 - generator loss: 0.747392 - 1s
Epoch 26665/50000
discriminator loss: 1.349487 - generator loss: 0.758076 - 1s
Epoch 26666/50000
discriminator loss: 1.344522 - generator loss: 0.755561 - 1s
Epoch 26667/50000
discriminator loss: 1.351344 - generator loss: 0.740021 - 1s
Epoch 26668/50000
discriminator loss: 1.352350 - generator loss: 0.750402 - 1s
Epoch 26669/50000
discriminator loss: 1.341288 - generator loss: 0.752790 - 1s
Epoch 26670/50000
discriminator loss: 1.332695 - generator loss: 0.755837 - 1s
Epoch 26671/50000
discriminator loss: 1.351388 - generator loss: 0.745687 - 1s
Epoch 26672/50000
discriminator loss: 1.354890 - generator loss: 0.746182 - 1s
Epoch 26673/50000
discriminator loss: 1.356255 - generator loss: 0.756722 - 1s
Epoch 26674/50000
discriminator loss: 1.347664 - generator loss: 0.751601 - 1s
Epoch 26675/50000
discriminator loss: 1.343893 - generator loss: 0.757577 - 1s
Epoch 26676/50000
discriminator loss: 1.344256 - generator loss: 0.751901 - 1s
Epoch 26677/50000
discriminator loss: 1.355077 - generator loss: 0.745281 - 1s
Epoch 26678/50000
discriminator loss: 1.364561 - generator loss: 0.731774 - 1s
Epoch 26679/50000
discriminator loss: 1.352764 - generator loss: 0.749027 - 1s
Epoch 26680/50000
discriminator loss: 1.352641 - generator loss: 0.750710 - 1s
Epoch 26681/50000
discriminator loss: 1.339512 - generator loss: 0.749493 - 1s
Epoch 26682/50000
discriminator loss: 1.347404 - generator loss: 0.743984 - 1s
Epoch 26683/50000
discriminator loss: 1.355081 - generator loss: 0.743685 - 1s
Epoch 26684/50000
discriminator loss: 1.351169 - generator loss: 0.754321 - 1s
Epoch 26685/50000
discriminator loss: 1.351700 - generator loss: 0.752063 - 1s
Epoch 26686/50000
discriminator loss: 1.350147 - generator loss: 0.753437 - 1s
Epoch 26687/50000
discriminator loss: 1.358936 - generator loss: 0.736393 - 1s
Epoch 26688/50000
discriminator loss: 1.361125 - generator loss: 0.743917 - 1s
Epoch 26689/50000
discriminator loss: 1.353848 - generator loss: 0.746377 - 1s
Epoch 26690/50000
discriminator loss: 1.340396 - generator loss: 0.749132 - 1s
Epoch 26691/50000
discriminator loss: 1.354387 - generator loss: 0.747988 - 1s
Epoch 26692/50000
discriminator loss: 1.346629 - generator loss: 0.751621 - 1s
Epoch 26693/50000
discriminator loss: 1.350308 - generator loss: 0.749863 - 1s
Epoch 26694/50000
discriminator loss: 1.355745 - generator loss: 0.747674 - 1s
Epoch 26695/50000
discriminator loss: 1.341360 - generator loss: 0.755003 - 1s
Epoch 26696/50000
discriminator loss: 1.349566 - generator loss: 0.744566 - 1s
Epoch 26697/50000
discriminator loss: 1.354182 - generator loss: 0.746730 - 1s
Epoch 26698/50000
discriminator loss: 1.348006 - generator loss: 0.743261 - 1s
Epoch 26699/50000
discriminator loss: 1.350467 - generator loss: 0.755008 - 1s
Epoch 26700/50000
discriminator loss: 1.343251 - generator loss: 0.756420 - 1s
Epoch 26701/50000
discriminator loss: 1.351087 - generator loss: 0.745151 - 1s
Epoch 26702/50000
discriminator loss: 1.352423 - generator loss: 0.749721 - 1s
Epoch 26703/50000
discriminator loss: 1.354061 - generator loss: 0.740506 - 1s
Epoch 26704/50000
discriminator loss: 1.347103 - generator loss: 0.756649 - 1s
Epoch 26705/50000
discriminator loss: 1.336492 - generator loss: 0.762220 - 1s
Epoch 26706/50000
discriminator loss: 1.355454 - generator loss: 0.748176 - 1s
Epoch 26707/50000
discriminator loss: 1.363792 - generator loss: 0.742932 - 1s
Epoch 26708/50000
discriminator loss: 1.348391 - generator loss: 0.746355 - 1s
Epoch 26709/50000
discriminator loss: 1.352286 - generator loss: 0.738824 - 1s
Epoch 26710/50000
discriminator loss: 1.351577 - generator loss: 0.754083 - 1s
Epoch 26711/50000
discriminator loss: 1.340655 - generator loss: 0.753167 - 1s
Epoch 26712/50000
discriminator loss: 1.352974 - generator loss: 0.746165 - 1s
Epoch 26713/50000
discriminator loss: 1.349704 - generator loss: 0.755242 - 1s
Epoch 26714/50000
discriminator loss: 1.339980 - generator loss: 0.764278 - 1s
Epoch 26715/50000
discriminator loss: 1.339853 - generator loss: 0.759746 - 1s
Epoch 26716/50000
discriminator loss: 1.343393 - generator loss: 0.754601 - 1s
Epoch 26717/50000
discriminator loss: 1.361210 - generator loss: 0.738029 - 1s
Epoch 26718/50000
discriminator loss: 1.354673 - generator loss: 0.742013 - 1s
Epoch 26719/50000
discriminator loss: 1.344015 - generator loss: 0.744379 - 1s
Epoch 26720/50000
discriminator loss: 1.341192 - generator loss: 0.748167 - 1s
Epoch 26721/50000
discriminator loss: 1.354636 - generator loss: 0.746950 - 1s
Epoch 26722/50000
discriminator loss: 1.356396 - generator loss: 0.754037 - 1s
Epoch 26723/50000
discriminator loss: 1.345020 - generator loss: 0.760804 - 1s
Epoch 26724/50000
discriminator loss: 1.346728 - generator loss: 0.753771 - 1s
Epoch 26725/50000
discriminator loss: 1.344643 - generator loss: 0.753629 - 1s
Epoch 26726/50000
discriminator loss: 1.357267 - generator loss: 0.735912 - 1s
Epoch 26727/50000
discriminator loss: 1.360735 - generator loss: 0.743148 - 1s
Epoch 26728/50000
discriminator loss: 1.358287 - generator loss: 0.739910 - 1s
Epoch 26729/50000
discriminator loss: 1.350018 - generator loss: 0.756557 - 1s
Epoch 26730/50000
discriminator loss: 1.350569 - generator loss: 0.742597 - 1s
Epoch 26731/50000
discriminator loss: 1.355105 - generator loss: 0.750062 - 1s
Epoch 26732/50000
discriminator loss: 1.363707 - generator loss: 0.737931 - 1s
Epoch 26733/50000
discriminator loss: 1.353183 - generator loss: 0.752233 - 1s
Epoch 26734/50000
discriminator loss: 1.351879 - generator loss: 0.749273 - 1s
Epoch 26735/50000
discriminator loss: 1.348406 - generator loss: 0.755775 - 1s
Epoch 26736/50000
discriminator loss: 1.351728 - generator loss: 0.751749 - 1s
Epoch 26737/50000
discriminator loss: 1.355416 - generator loss: 0.743019 - 1s
Epoch 26738/50000
discriminator loss: 1.363964 - generator loss: 0.740116 - 1s
Epoch 26739/50000
discriminator loss: 1.341448 - generator loss: 0.750529 - 1s
Epoch 26740/50000
discriminator loss: 1.334049 - generator loss: 0.758288 - 1s
Epoch 26741/50000
discriminator loss: 1.352482 - generator loss: 0.740474 - 1s
Epoch 26742/50000
discriminator loss: 1.356001 - generator loss: 0.739780 - 1s
Epoch 26743/50000
discriminator loss: 1.358443 - generator loss: 0.752238 - 1s
Epoch 26744/50000
discriminator loss: 1.342802 - generator loss: 0.759383 - 1s
Epoch 26745/50000
discriminator loss: 1.344857 - generator loss: 0.751831 - 1s
Epoch 26746/50000
discriminator loss: 1.348511 - generator loss: 0.752998 - 1s
Epoch 26747/50000
discriminator loss: 1.349591 - generator loss: 0.743195 - 1s
Epoch 26748/50000
discriminator loss: 1.343337 - generator loss: 0.749949 - 1s
Epoch 26749/50000
discriminator loss: 1.345256 - generator loss: 0.748596 - 1s
Epoch 26750/50000
discriminator loss: 1.343044 - generator loss: 0.758388 - 1s
Epoch 26751/50000
discriminator loss: 1.356079 - generator loss: 0.746099 - 1s
Epoch 26752/50000
discriminator loss: 1.351932 - generator loss: 0.743823 - 1s
Epoch 26753/50000
discriminator loss: 1.358036 - generator loss: 0.740341 - 1s
Epoch 26754/50000
discriminator loss: 1.352324 - generator loss: 0.753701 - 1s
Epoch 26755/50000
discriminator loss: 1.354557 - generator loss: 0.749620 - 1s
Epoch 26756/50000
discriminator loss: 1.349733 - generator loss: 0.746603 - 1s
Epoch 26757/50000
discriminator loss: 1.353279 - generator loss: 0.751519 - 1s
Epoch 26758/50000
discriminator loss: 1.353691 - generator loss: 0.743160 - 1s
Epoch 26759/50000
discriminator loss: 1.351895 - generator loss: 0.743457 - 1s
Epoch 26760/50000
discriminator loss: 1.329359 - generator loss: 0.763566 - 1s
Epoch 26761/50000
discriminator loss: 1.339147 - generator loss: 0.755116 - 1s
Epoch 26762/50000
discriminator loss: 1.348342 - generator loss: 0.745987 - 1s
Epoch 26763/50000
discriminator loss: 1.352829 - generator loss: 0.745656 - 1s
Epoch 26764/50000
discriminator loss: 1.345262 - generator loss: 0.748053 - 1s
Epoch 26765/50000
discriminator loss: 1.349657 - generator loss: 0.762304 - 1s
Epoch 26766/50000
discriminator loss: 1.350659 - generator loss: 0.747796 - 1s
Epoch 26767/50000
discriminator loss: 1.351238 - generator loss: 0.743814 - 1s
Epoch 26768/50000
discriminator loss: 1.357138 - generator loss: 0.739304 - 1s
Epoch 26769/50000
discriminator loss: 1.343169 - generator loss: 0.752327 - 1s
Epoch 26770/50000
discriminator loss: 1.348699 - generator loss: 0.744210 - 1s
Epoch 26771/50000
discriminator loss: 1.345143 - generator loss: 0.752966 - 1s
Epoch 26772/50000
discriminator loss: 1.345853 - generator loss: 0.748562 - 1s
Epoch 26773/50000
discriminator loss: 1.354268 - generator loss: 0.751369 - 1s
Epoch 26774/50000
discriminator loss: 1.340606 - generator loss: 0.756800 - 1s
Epoch 26775/50000
discriminator loss: 1.349126 - generator loss: 0.753320 - 1s
Epoch 26776/50000
discriminator loss: 1.345308 - generator loss: 0.756346 - 1s
Epoch 26777/50000
discriminator loss: 1.350464 - generator loss: 0.749459 - 1s
Epoch 26778/50000
discriminator loss: 1.351852 - generator loss: 0.739959 - 1s
Epoch 26779/50000
discriminator loss: 1.351899 - generator loss: 0.746117 - 1s
Epoch 26780/50000
discriminator loss: 1.352169 - generator loss: 0.740112 - 1s
Epoch 26781/50000
discriminator loss: 1.348143 - generator loss: 0.752221 - 1s
Epoch 26782/50000
discriminator loss: 1.349220 - generator loss: 0.752006 - 1s
Epoch 26783/50000
discriminator loss: 1.360313 - generator loss: 0.745268 - 1s
Epoch 26784/50000
discriminator loss: 1.355595 - generator loss: 0.745460 - 1s
Epoch 26785/50000
discriminator loss: 1.354445 - generator loss: 0.745384 - 1s
Epoch 26786/50000
discriminator loss: 1.344040 - generator loss: 0.756389 - 1s
Epoch 26787/50000
discriminator loss: 1.361151 - generator loss: 0.744317 - 1s
Epoch 26788/50000
discriminator loss: 1.358806 - generator loss: 0.744071 - 1s
Epoch 26789/50000
discriminator loss: 1.343167 - generator loss: 0.752127 - 1s
Epoch 26790/50000
discriminator loss: 1.344573 - generator loss: 0.749655 - 1s
Epoch 26791/50000
discriminator loss: 1.340357 - generator loss: 0.753291 - 1s
Epoch 26792/50000
discriminator loss: 1.358356 - generator loss: 0.729827 - 1s
Epoch 26793/50000
discriminator loss: 1.353686 - generator loss: 0.755723 - 1s
Epoch 26794/50000
discriminator loss: 1.351238 - generator loss: 0.749096 - 1s
Epoch 26795/50000
discriminator loss: 1.353067 - generator loss: 0.755844 - 1s
Epoch 26796/50000
discriminator loss: 1.343155 - generator loss: 0.754312 - 1s
Epoch 26797/50000
discriminator loss: 1.349432 - generator loss: 0.749027 - 1s
Epoch 26798/50000
discriminator loss: 1.362297 - generator loss: 0.736351 - 1s
Epoch 26799/50000
discriminator loss: 1.354853 - generator loss: 0.744204 - 1s
Epoch 26800/50000
discriminator loss: 1.353701 - generator loss: 0.738503 - 1s
Epoch 26801/50000
discriminator loss: 1.351644 - generator loss: 0.753001 - 1s
Epoch 26802/50000
discriminator loss: 1.354402 - generator loss: 0.747005 - 1s
Epoch 26803/50000
discriminator loss: 1.354848 - generator loss: 0.749098 - 1s
Epoch 26804/50000
discriminator loss: 1.356916 - generator loss: 0.751986 - 1s
Epoch 26805/50000
discriminator loss: 1.342206 - generator loss: 0.760016 - 1s
Epoch 26806/50000
discriminator loss: 1.340371 - generator loss: 0.749057 - 1s
Epoch 26807/50000
discriminator loss: 1.347643 - generator loss: 0.754868 - 1s
Epoch 26808/50000
discriminator loss: 1.348900 - generator loss: 0.745665 - 1s
Epoch 26809/50000
discriminator loss: 1.350882 - generator loss: 0.743645 - 1s
Epoch 26810/50000
discriminator loss: 1.353955 - generator loss: 0.749299 - 1s
Epoch 26811/50000
discriminator loss: 1.350738 - generator loss: 0.748502 - 1s
Epoch 26812/50000
discriminator loss: 1.349090 - generator loss: 0.746443 - 1s
Epoch 26813/50000
discriminator loss: 1.366950 - generator loss: 0.736264 - 1s
Epoch 26814/50000
discriminator loss: 1.358820 - generator loss: 0.743356 - 1s
Epoch 26815/50000
discriminator loss: 1.348859 - generator loss: 0.750026 - 1s
Epoch 26816/50000
discriminator loss: 1.343797 - generator loss: 0.759542 - 1s
Epoch 26817/50000
discriminator loss: 1.358369 - generator loss: 0.751138 - 1s
Epoch 26818/50000
discriminator loss: 1.349567 - generator loss: 0.746274 - 1s
Epoch 26819/50000
discriminator loss: 1.346181 - generator loss: 0.740695 - 1s
Epoch 26820/50000
discriminator loss: 1.347974 - generator loss: 0.751218 - 1s
Epoch 26821/50000
discriminator loss: 1.347833 - generator loss: 0.746580 - 1s
Epoch 26822/50000
discriminator loss: 1.347552 - generator loss: 0.749429 - 1s
Epoch 26823/50000
discriminator loss: 1.349760 - generator loss: 0.756284 - 1s
Epoch 26824/50000
discriminator loss: 1.359067 - generator loss: 0.740616 - 1s
Epoch 26825/50000
discriminator loss: 1.355574 - generator loss: 0.744817 - 1s
Epoch 26826/50000
discriminator loss: 1.352963 - generator loss: 0.751148 - 1s
Epoch 26827/50000
discriminator loss: 1.354471 - generator loss: 0.747743 - 1s
Epoch 26828/50000
discriminator loss: 1.347275 - generator loss: 0.745353 - 1s
Epoch 26829/50000
discriminator loss: 1.350803 - generator loss: 0.745845 - 1s
Epoch 26830/50000
discriminator loss: 1.343051 - generator loss: 0.745125 - 1s
Epoch 26831/50000
discriminator loss: 1.352978 - generator loss: 0.743910 - 1s
Epoch 26832/50000
discriminator loss: 1.342140 - generator loss: 0.760311 - 1s
Epoch 26833/50000
discriminator loss: 1.352341 - generator loss: 0.743103 - 1s
Epoch 26834/50000
discriminator loss: 1.365377 - generator loss: 0.738082 - 1s
Epoch 26835/50000
discriminator loss: 1.351795 - generator loss: 0.750214 - 1s
Epoch 26836/50000
discriminator loss: 1.348501 - generator loss: 0.748602 - 1s
Epoch 26837/50000
discriminator loss: 1.348436 - generator loss: 0.755505 - 1s
Epoch 26838/50000
discriminator loss: 1.357922 - generator loss: 0.746651 - 1s
Epoch 26839/50000
discriminator loss: 1.348598 - generator loss: 0.750608 - 1s
Epoch 26840/50000
discriminator loss: 1.354392 - generator loss: 0.736686 - 1s
Epoch 26841/50000
discriminator loss: 1.354122 - generator loss: 0.749066 - 1s
Epoch 26842/50000
discriminator loss: 1.352726 - generator loss: 0.745173 - 1s
Epoch 26843/50000
discriminator loss: 1.351397 - generator loss: 0.745932 - 1s
Epoch 26844/50000
discriminator loss: 1.360011 - generator loss: 0.738979 - 1s
Epoch 26845/50000
discriminator loss: 1.358121 - generator loss: 0.747979 - 1s
Epoch 26846/50000
discriminator loss: 1.353827 - generator loss: 0.752284 - 1s
Epoch 26847/50000
discriminator loss: 1.346251 - generator loss: 0.752951 - 1s
Epoch 26848/50000
discriminator loss: 1.353684 - generator loss: 0.746047 - 1s
Epoch 26849/50000
discriminator loss: 1.351690 - generator loss: 0.753571 - 1s
Epoch 26850/50000
discriminator loss: 1.358230 - generator loss: 0.739022 - 1s
Epoch 26851/50000
discriminator loss: 1.342305 - generator loss: 0.743804 - 1s
Epoch 26852/50000
discriminator loss: 1.351980 - generator loss: 0.745763 - 1s
Epoch 26853/50000
discriminator loss: 1.340975 - generator loss: 0.752816 - 1s
Epoch 26854/50000
discriminator loss: 1.348095 - generator loss: 0.752115 - 1s
Epoch 26855/50000
discriminator loss: 1.353688 - generator loss: 0.747416 - 1s
Epoch 26856/50000
discriminator loss: 1.353980 - generator loss: 0.753816 - 1s
Epoch 26857/50000
discriminator loss: 1.345092 - generator loss: 0.760160 - 1s
Epoch 26858/50000
discriminator loss: 1.352605 - generator loss: 0.745997 - 1s
Epoch 26859/50000
discriminator loss: 1.347886 - generator loss: 0.744333 - 1s
Epoch 26860/50000
discriminator loss: 1.353816 - generator loss: 0.746500 - 1s
Epoch 26861/50000
discriminator loss: 1.350315 - generator loss: 0.743833 - 1s
Epoch 26862/50000
discriminator loss: 1.353468 - generator loss: 0.743605 - 1s
Epoch 26863/50000
discriminator loss: 1.350808 - generator loss: 0.752058 - 1s
Epoch 26864/50000
discriminator loss: 1.354881 - generator loss: 0.747120 - 1s
Epoch 26865/50000
discriminator loss: 1.360202 - generator loss: 0.737573 - 1s
Epoch 26866/50000
discriminator loss: 1.354522 - generator loss: 0.748658 - 1s
Epoch 26867/50000
discriminator loss: 1.348277 - generator loss: 0.749956 - 1s
Epoch 26868/50000
discriminator loss: 1.347692 - generator loss: 0.753818 - 1s
Epoch 26869/50000
discriminator loss: 1.350254 - generator loss: 0.748507 - 1s
Epoch 26870/50000
discriminator loss: 1.353644 - generator loss: 0.748349 - 1s
Epoch 26871/50000
discriminator loss: 1.350764 - generator loss: 0.739287 - 1s
Epoch 26872/50000
discriminator loss: 1.350386 - generator loss: 0.751101 - 1s
Epoch 26873/50000
discriminator loss: 1.352325 - generator loss: 0.743316 - 1s
Epoch 26874/50000
discriminator loss: 1.354625 - generator loss: 0.740899 - 1s
Epoch 26875/50000
discriminator loss: 1.356890 - generator loss: 0.747169 - 1s
Epoch 26876/50000
discriminator loss: 1.350230 - generator loss: 0.745706 - 1s
Epoch 26877/50000
discriminator loss: 1.357264 - generator loss: 0.748444 - 1s
Epoch 26878/50000
discriminator loss: 1.346375 - generator loss: 0.752067 - 1s
Epoch 26879/50000
discriminator loss: 1.353179 - generator loss: 0.745691 - 1s
Epoch 26880/50000
discriminator loss: 1.349564 - generator loss: 0.746151 - 1s
Epoch 26881/50000
discriminator loss: 1.346579 - generator loss: 0.745432 - 1s
Epoch 26882/50000
discriminator loss: 1.346991 - generator loss: 0.754031 - 1s
Epoch 26883/50000
discriminator loss: 1.353140 - generator loss: 0.749925 - 1s
Epoch 26884/50000
discriminator loss: 1.350222 - generator loss: 0.747312 - 1s
Epoch 26885/50000
discriminator loss: 1.349316 - generator loss: 0.749587 - 1s
Epoch 26886/50000
discriminator loss: 1.362951 - generator loss: 0.738224 - 1s
Epoch 26887/50000
discriminator loss: 1.350540 - generator loss: 0.753675 - 1s
Epoch 26888/50000
discriminator loss: 1.350888 - generator loss: 0.748240 - 1s
Epoch 26889/50000
discriminator loss: 1.353341 - generator loss: 0.750055 - 1s
Epoch 26890/50000
discriminator loss: 1.353080 - generator loss: 0.741472 - 1s
Epoch 26891/50000
discriminator loss: 1.354568 - generator loss: 0.747877 - 1s
Epoch 26892/50000
discriminator loss: 1.348210 - generator loss: 0.742059 - 1s
Epoch 26893/50000
discriminator loss: 1.348821 - generator loss: 0.745882 - 1s
Epoch 26894/50000
discriminator loss: 1.349739 - generator loss: 0.749814 - 1s
Epoch 26895/50000
discriminator loss: 1.352597 - generator loss: 0.744649 - 1s
Epoch 26896/50000
discriminator loss: 1.350893 - generator loss: 0.748657 - 1s
Epoch 26897/50000
discriminator loss: 1.343208 - generator loss: 0.759020 - 1s
Epoch 26898/50000
discriminator loss: 1.338292 - generator loss: 0.761073 - 1s
Epoch 26899/50000
discriminator loss: 1.352257 - generator loss: 0.747311 - 1s
Epoch 26900/50000
discriminator loss: 1.356320 - generator loss: 0.739582 - 1s
Epoch 26901/50000
discriminator loss: 1.350200 - generator loss: 0.744560 - 1s
Epoch 26902/50000
discriminator loss: 1.349625 - generator loss: 0.747760 - 1s
Epoch 26903/50000
discriminator loss: 1.345594 - generator loss: 0.750359 - 1s
Epoch 26904/50000
discriminator loss: 1.344293 - generator loss: 0.751262 - 1s
Epoch 26905/50000
discriminator loss: 1.350236 - generator loss: 0.753659 - 1s
Epoch 26906/50000
discriminator loss: 1.353257 - generator loss: 0.742588 - 1s
Epoch 26907/50000
discriminator loss: 1.343381 - generator loss: 0.757196 - 1s
Epoch 26908/50000
discriminator loss: 1.340537 - generator loss: 0.755494 - 1s
Epoch 26909/50000
discriminator loss: 1.346323 - generator loss: 0.751493 - 1s
Epoch 26910/50000
discriminator loss: 1.351302 - generator loss: 0.746130 - 1s
Epoch 26911/50000
discriminator loss: 1.358343 - generator loss: 0.739724 - 1s
Epoch 26912/50000
discriminator loss: 1.348873 - generator loss: 0.745073 - 1s
Epoch 26913/50000
discriminator loss: 1.350323 - generator loss: 0.749140 - 1s
Epoch 26914/50000
discriminator loss: 1.346116 - generator loss: 0.749322 - 1s
Epoch 26915/50000
discriminator loss: 1.346894 - generator loss: 0.749713 - 1s
Epoch 26916/50000
discriminator loss: 1.355223 - generator loss: 0.743403 - 1s
Epoch 26917/50000
discriminator loss: 1.352931 - generator loss: 0.751938 - 1s
Epoch 26918/50000
discriminator loss: 1.351994 - generator loss: 0.750278 - 1s
Epoch 26919/50000
discriminator loss: 1.344576 - generator loss: 0.758965 - 1s
Epoch 26920/50000
discriminator loss: 1.345640 - generator loss: 0.753986 - 1s
Epoch 26921/50000
discriminator loss: 1.349128 - generator loss: 0.742942 - 1s
Epoch 26922/50000
discriminator loss: 1.355814 - generator loss: 0.745276 - 1s
Epoch 26923/50000
discriminator loss: 1.340706 - generator loss: 0.745620 - 1s
Epoch 26924/50000
discriminator loss: 1.351982 - generator loss: 0.741120 - 1s
Epoch 26925/50000
discriminator loss: 1.351533 - generator loss: 0.751411 - 1s
Epoch 26926/50000
discriminator loss: 1.345538 - generator loss: 0.754305 - 1s
Epoch 26927/50000
discriminator loss: 1.354509 - generator loss: 0.746193 - 1s
Epoch 26928/50000
discriminator loss: 1.351115 - generator loss: 0.751610 - 1s
Epoch 26929/50000
discriminator loss: 1.347664 - generator loss: 0.748198 - 1s
Epoch 26930/50000
discriminator loss: 1.353859 - generator loss: 0.738758 - 1s
Epoch 26931/50000
discriminator loss: 1.355397 - generator loss: 0.743142 - 1s
Epoch 26932/50000
discriminator loss: 1.359600 - generator loss: 0.741892 - 1s
Epoch 26933/50000
discriminator loss: 1.342974 - generator loss: 0.750806 - 1s
Epoch 26934/50000
discriminator loss: 1.343171 - generator loss: 0.756776 - 1s
Epoch 26935/50000
discriminator loss: 1.346195 - generator loss: 0.744204 - 1s
Epoch 26936/50000
discriminator loss: 1.360094 - generator loss: 0.739236 - 1s
Epoch 26937/50000
discriminator loss: 1.359624 - generator loss: 0.746367 - 1s
Epoch 26938/50000
discriminator loss: 1.331501 - generator loss: 0.769217 - 1s
Epoch 26939/50000
discriminator loss: 1.340510 - generator loss: 0.755809 - 1s
Epoch 26940/50000
discriminator loss: 1.346361 - generator loss: 0.752393 - 1s
Epoch 26941/50000
discriminator loss: 1.354162 - generator loss: 0.748590 - 1s
Epoch 26942/50000
discriminator loss: 1.352544 - generator loss: 0.737862 - 1s
Epoch 26943/50000
discriminator loss: 1.344363 - generator loss: 0.747466 - 1s
Epoch 26944/50000
discriminator loss: 1.344038 - generator loss: 0.750198 - 1s
Epoch 26945/50000
discriminator loss: 1.346271 - generator loss: 0.749619 - 1s
Epoch 26946/50000
discriminator loss: 1.359592 - generator loss: 0.742019 - 1s
Epoch 26947/50000
discriminator loss: 1.363420 - generator loss: 0.742045 - 1s
Epoch 26948/50000
discriminator loss: 1.351007 - generator loss: 0.753102 - 1s
Epoch 26949/50000
discriminator loss: 1.348348 - generator loss: 0.751821 - 1s
Epoch 26950/50000
discriminator loss: 1.348612 - generator loss: 0.748583 - 1s
Epoch 26951/50000
discriminator loss: 1.353454 - generator loss: 0.738072 - 1s
Epoch 26952/50000
discriminator loss: 1.350941 - generator loss: 0.746803 - 1s
Epoch 26953/50000
discriminator loss: 1.337588 - generator loss: 0.750705 - 1s
Epoch 26954/50000
discriminator loss: 1.336946 - generator loss: 0.757419 - 1s
Epoch 26955/50000
discriminator loss: 1.353243 - generator loss: 0.746643 - 1s
Epoch 26956/50000
discriminator loss: 1.344425 - generator loss: 0.755435 - 1s
Epoch 26957/50000
discriminator loss: 1.358572 - generator loss: 0.743010 - 1s
Epoch 26958/50000
discriminator loss: 1.346846 - generator loss: 0.752208 - 1s
Epoch 26959/50000
discriminator loss: 1.342845 - generator loss: 0.754282 - 1s
Epoch 26960/50000
discriminator loss: 1.355896 - generator loss: 0.742638 - 1s
Epoch 26961/50000
discriminator loss: 1.355785 - generator loss: 0.737948 - 1s
Epoch 26962/50000
discriminator loss: 1.353006 - generator loss: 0.747108 - 1s
Epoch 26963/50000
discriminator loss: 1.350434 - generator loss: 0.749737 - 1s
Epoch 26964/50000
discriminator loss: 1.341736 - generator loss: 0.759720 - 1s
Epoch 26965/50000
discriminator loss: 1.346552 - generator loss: 0.745111 - 1s
Epoch 26966/50000
discriminator loss: 1.351571 - generator loss: 0.749776 - 1s
Epoch 26967/50000
discriminator loss: 1.351892 - generator loss: 0.748466 - 1s
Epoch 26968/50000
discriminator loss: 1.348123 - generator loss: 0.747808 - 1s
Epoch 26969/50000
discriminator loss: 1.344411 - generator loss: 0.763573 - 1s
Epoch 26970/50000
discriminator loss: 1.345738 - generator loss: 0.757602 - 1s
Epoch 26971/50000
discriminator loss: 1.353265 - generator loss: 0.749439 - 1s
Epoch 26972/50000
discriminator loss: 1.341974 - generator loss: 0.747874 - 1s
Epoch 26973/50000
discriminator loss: 1.346451 - generator loss: 0.740713 - 1s
Epoch 26974/50000
discriminator loss: 1.344307 - generator loss: 0.755588 - 1s
Epoch 26975/50000
discriminator loss: 1.353738 - generator loss: 0.743918 - 1s
Epoch 26976/50000
discriminator loss: 1.356348 - generator loss: 0.743592 - 1s
Epoch 26977/50000
discriminator loss: 1.346310 - generator loss: 0.756833 - 1s
Epoch 26978/50000
discriminator loss: 1.350702 - generator loss: 0.758531 - 1s
Epoch 26979/50000
discriminator loss: 1.342294 - generator loss: 0.754212 - 1s
Epoch 26980/50000
discriminator loss: 1.349609 - generator loss: 0.745462 - 1s
Epoch 26981/50000
discriminator loss: 1.353842 - generator loss: 0.744181 - 1s
Epoch 26982/50000
discriminator loss: 1.348070 - generator loss: 0.756106 - 1s
Epoch 26983/50000
discriminator loss: 1.343023 - generator loss: 0.748712 - 1s
Epoch 26984/50000
discriminator loss: 1.332600 - generator loss: 0.750516 - 1s
Epoch 26985/50000
discriminator loss: 1.348255 - generator loss: 0.755687 - 1s
Epoch 26986/50000
discriminator loss: 1.365208 - generator loss: 0.737853 - 1s
Epoch 26987/50000
discriminator loss: 1.355481 - generator loss: 0.744113 - 1s
Epoch 26988/50000
discriminator loss: 1.341731 - generator loss: 0.759044 - 1s
Epoch 26989/50000
discriminator loss: 1.340795 - generator loss: 0.765053 - 1s
Epoch 26990/50000
discriminator loss: 1.335817 - generator loss: 0.757063 - 1s
Epoch 26991/50000
discriminator loss: 1.352418 - generator loss: 0.745238 - 1s
Epoch 26992/50000
discriminator loss: 1.353702 - generator loss: 0.739781 - 1s
Epoch 26993/50000
discriminator loss: 1.339080 - generator loss: 0.752451 - 1s
Epoch 26994/50000
discriminator loss: 1.343110 - generator loss: 0.752689 - 1s
Epoch 26995/50000
discriminator loss: 1.344485 - generator loss: 0.748906 - 1s
Epoch 26996/50000
discriminator loss: 1.348187 - generator loss: 0.751409 - 1s
Epoch 26997/50000
discriminator loss: 1.355678 - generator loss: 0.751312 - 1s
Epoch 26998/50000
discriminator loss: 1.353849 - generator loss: 0.750507 - 1s
Epoch 26999/50000
discriminator loss: 1.341671 - generator loss: 0.755282 - 1s
Epoch 27000/50000
discriminator loss: 1.348229 - generator loss: 0.752745 - 1s
Epoch 27001/50000
discriminator loss: 1.351115 - generator loss: 0.744812 - 1s

Loss: 

Epoch 27002/50000
discriminator loss: 1.346435 - generator loss: 0.751877 - 1s
Epoch 27003/50000
discriminator loss: 1.346369 - generator loss: 0.742190 - 1s
Epoch 27004/50000
discriminator loss: 1.331858 - generator loss: 0.755541 - 1s
Epoch 27005/50000
discriminator loss: 1.342253 - generator loss: 0.760588 - 1s
Epoch 27006/50000
discriminator loss: 1.350600 - generator loss: 0.741491 - 1s
Epoch 27007/50000
discriminator loss: 1.365191 - generator loss: 0.738433 - 1s
Epoch 27008/50000
discriminator loss: 1.342553 - generator loss: 0.762118 - 1s
Epoch 27009/50000
discriminator loss: 1.330333 - generator loss: 0.766245 - 1s
Epoch 27010/50000
discriminator loss: 1.346426 - generator loss: 0.753750 - 1s
Epoch 27011/50000
discriminator loss: 1.349114 - generator loss: 0.749705 - 1s
Epoch 27012/50000
discriminator loss: 1.358084 - generator loss: 0.744343 - 1s
Epoch 27013/50000
discriminator loss: 1.351612 - generator loss: 0.739962 - 1s
Epoch 27014/50000
discriminator loss: 1.344627 - generator loss: 0.753850 - 1s
Epoch 27015/50000
discriminator loss: 1.340617 - generator loss: 0.752138 - 1s
Epoch 27016/50000
discriminator loss: 1.349765 - generator loss: 0.750273 - 1s
Epoch 27017/50000
discriminator loss: 1.360828 - generator loss: 0.741865 - 1s
Epoch 27018/50000
discriminator loss: 1.355867 - generator loss: 0.745710 - 1s
Epoch 27019/50000
discriminator loss: 1.343323 - generator loss: 0.757542 - 1s
Epoch 27020/50000
discriminator loss: 1.350632 - generator loss: 0.757838 - 1s
Epoch 27021/50000
discriminator loss: 1.345257 - generator loss: 0.755040 - 1s
Epoch 27022/50000
discriminator loss: 1.363733 - generator loss: 0.729524 - 1s
Epoch 27023/50000
discriminator loss: 1.353433 - generator loss: 0.744544 - 1s
Epoch 27024/50000
discriminator loss: 1.347296 - generator loss: 0.754060 - 1s
Epoch 27025/50000
discriminator loss: 1.335709 - generator loss: 0.754949 - 1s
Epoch 27026/50000
discriminator loss: 1.349466 - generator loss: 0.748771 - 1s
Epoch 27027/50000
discriminator loss: 1.364417 - generator loss: 0.736779 - 1s
Epoch 27028/50000
discriminator loss: 1.363415 - generator loss: 0.743722 - 1s
Epoch 27029/50000
discriminator loss: 1.347302 - generator loss: 0.753451 - 1s
Epoch 27030/50000
discriminator loss: 1.350377 - generator loss: 0.756761 - 1s
Epoch 27031/50000
discriminator loss: 1.348342 - generator loss: 0.757288 - 1s
Epoch 27032/50000
discriminator loss: 1.360341 - generator loss: 0.741262 - 1s
Epoch 27033/50000
discriminator loss: 1.355187 - generator loss: 0.741932 - 1s
Epoch 27034/50000
discriminator loss: 1.356745 - generator loss: 0.737357 - 1s
Epoch 27035/50000
discriminator loss: 1.348419 - generator loss: 0.752441 - 1s
Epoch 27036/50000
discriminator loss: 1.347617 - generator loss: 0.756483 - 1s
Epoch 27037/50000
discriminator loss: 1.352319 - generator loss: 0.746040 - 1s
Epoch 27038/50000
discriminator loss: 1.354753 - generator loss: 0.750883 - 1s
Epoch 27039/50000
discriminator loss: 1.347991 - generator loss: 0.749438 - 1s
Epoch 27040/50000
discriminator loss: 1.348922 - generator loss: 0.754665 - 1s
Epoch 27041/50000
discriminator loss: 1.355243 - generator loss: 0.746729 - 1s
Epoch 27042/50000
discriminator loss: 1.351915 - generator loss: 0.746516 - 1s
Epoch 27043/50000
discriminator loss: 1.354191 - generator loss: 0.747533 - 1s
Epoch 27044/50000
discriminator loss: 1.355084 - generator loss: 0.740222 - 1s
Epoch 27045/50000
discriminator loss: 1.338541 - generator loss: 0.752527 - 1s
Epoch 27046/50000
discriminator loss: 1.347243 - generator loss: 0.754802 - 1s
Epoch 27047/50000
discriminator loss: 1.351552 - generator loss: 0.744541 - 1s
Epoch 27048/50000
discriminator loss: 1.357234 - generator loss: 0.746079 - 1s
Epoch 27049/50000
discriminator loss: 1.342340 - generator loss: 0.755776 - 1s
Epoch 27050/50000
discriminator loss: 1.343336 - generator loss: 0.755192 - 1s
Epoch 27051/50000
discriminator loss: 1.343958 - generator loss: 0.760091 - 1s
Epoch 27052/50000
discriminator loss: 1.361481 - generator loss: 0.738967 - 1s
Epoch 27053/50000
discriminator loss: 1.354162 - generator loss: 0.750196 - 1s
Epoch 27054/50000
discriminator loss: 1.350899 - generator loss: 0.743943 - 1s
Epoch 27055/50000
discriminator loss: 1.342350 - generator loss: 0.755869 - 1s
Epoch 27056/50000
discriminator loss: 1.345948 - generator loss: 0.745814 - 1s
Epoch 27057/50000
discriminator loss: 1.358434 - generator loss: 0.738696 - 1s
Epoch 27058/50000
discriminator loss: 1.358620 - generator loss: 0.748558 - 1s
Epoch 27059/50000
discriminator loss: 1.340429 - generator loss: 0.765706 - 1s
Epoch 27060/50000
discriminator loss: 1.344448 - generator loss: 0.751188 - 1s
Epoch 27061/50000
discriminator loss: 1.355051 - generator loss: 0.745582 - 1s
Epoch 27062/50000
discriminator loss: 1.347110 - generator loss: 0.749212 - 1s
Epoch 27063/50000
discriminator loss: 1.356560 - generator loss: 0.743523 - 1s
Epoch 27064/50000
discriminator loss: 1.358435 - generator loss: 0.735509 - 1s
Epoch 27065/50000
discriminator loss: 1.350177 - generator loss: 0.754100 - 1s
Epoch 27066/50000
discriminator loss: 1.350446 - generator loss: 0.750403 - 1s
Epoch 27067/50000
discriminator loss: 1.351638 - generator loss: 0.738772 - 1s
Epoch 27068/50000
discriminator loss: 1.354033 - generator loss: 0.746302 - 1s
Epoch 27069/50000
discriminator loss: 1.350736 - generator loss: 0.745899 - 1s
Epoch 27070/50000
discriminator loss: 1.340995 - generator loss: 0.760704 - 1s
Epoch 27071/50000
discriminator loss: 1.350235 - generator loss: 0.750484 - 1s
Epoch 27072/50000
discriminator loss: 1.346614 - generator loss: 0.748194 - 1s
Epoch 27073/50000
discriminator loss: 1.356458 - generator loss: 0.739932 - 1s
Epoch 27074/50000
discriminator loss: 1.354638 - generator loss: 0.744376 - 1s
Epoch 27075/50000
discriminator loss: 1.351591 - generator loss: 0.746188 - 1s
Epoch 27076/50000
discriminator loss: 1.348894 - generator loss: 0.750004 - 1s
Epoch 27077/50000
discriminator loss: 1.355116 - generator loss: 0.742230 - 1s
Epoch 27078/50000
discriminator loss: 1.350942 - generator loss: 0.750747 - 1s
Epoch 27079/50000
discriminator loss: 1.345701 - generator loss: 0.753609 - 1s
Epoch 27080/50000
discriminator loss: 1.347322 - generator loss: 0.750090 - 1s
Epoch 27081/50000
discriminator loss: 1.345631 - generator loss: 0.756486 - 1s
Epoch 27082/50000
discriminator loss: 1.344256 - generator loss: 0.751046 - 1s
Epoch 27083/50000
discriminator loss: 1.355014 - generator loss: 0.746942 - 1s
Epoch 27084/50000
discriminator loss: 1.356851 - generator loss: 0.741029 - 1s
Epoch 27085/50000
discriminator loss: 1.351734 - generator loss: 0.746279 - 1s
Epoch 27086/50000
discriminator loss: 1.353366 - generator loss: 0.744466 - 1s
Epoch 27087/50000
discriminator loss: 1.349901 - generator loss: 0.750648 - 1s
Epoch 27088/50000
discriminator loss: 1.353311 - generator loss: 0.743859 - 1s
Epoch 27089/50000
discriminator loss: 1.347392 - generator loss: 0.755845 - 1s
Epoch 27090/50000
discriminator loss: 1.354815 - generator loss: 0.745456 - 1s
Epoch 27091/50000
discriminator loss: 1.350957 - generator loss: 0.749050 - 1s
Epoch 27092/50000
discriminator loss: 1.348297 - generator loss: 0.755503 - 1s
Epoch 27093/50000
discriminator loss: 1.348719 - generator loss: 0.749994 - 1s
Epoch 27094/50000
discriminator loss: 1.354932 - generator loss: 0.743320 - 1s
Epoch 27095/50000
discriminator loss: 1.352661 - generator loss: 0.739859 - 1s
Epoch 27096/50000
discriminator loss: 1.344467 - generator loss: 0.749155 - 1s
Epoch 27097/50000
discriminator loss: 1.345926 - generator loss: 0.747566 - 1s
Epoch 27098/50000
discriminator loss: 1.354501 - generator loss: 0.748127 - 1s
Epoch 27099/50000
discriminator loss: 1.359148 - generator loss: 0.745623 - 1s
Epoch 27100/50000
discriminator loss: 1.353749 - generator loss: 0.746805 - 1s
Epoch 27101/50000
discriminator loss: 1.353426 - generator loss: 0.758253 - 1s
Epoch 27102/50000
discriminator loss: 1.346703 - generator loss: 0.745991 - 1s
Epoch 27103/50000
discriminator loss: 1.348694 - generator loss: 0.751030 - 1s
Epoch 27104/50000
discriminator loss: 1.353103 - generator loss: 0.747963 - 1s
Epoch 27105/50000
discriminator loss: 1.362693 - generator loss: 0.737667 - 1s
Epoch 27106/50000
discriminator loss: 1.342495 - generator loss: 0.753656 - 1s
Epoch 27107/50000
discriminator loss: 1.348308 - generator loss: 0.750638 - 1s
Epoch 27108/50000
discriminator loss: 1.351330 - generator loss: 0.746828 - 1s
Epoch 27109/50000
discriminator loss: 1.341694 - generator loss: 0.756919 - 1s
Epoch 27110/50000
discriminator loss: 1.356430 - generator loss: 0.745966 - 1s
Epoch 27111/50000
discriminator loss: 1.353045 - generator loss: 0.749050 - 1s
Epoch 27112/50000
discriminator loss: 1.343634 - generator loss: 0.752914 - 1s
Epoch 27113/50000
discriminator loss: 1.348987 - generator loss: 0.748695 - 1s
Epoch 27114/50000
discriminator loss: 1.362561 - generator loss: 0.742641 - 1s
Epoch 27115/50000
discriminator loss: 1.349510 - generator loss: 0.750596 - 1s
Epoch 27116/50000
discriminator loss: 1.353066 - generator loss: 0.743148 - 1s
Epoch 27117/50000
discriminator loss: 1.341374 - generator loss: 0.749696 - 1s
Epoch 27118/50000
discriminator loss: 1.359311 - generator loss: 0.746480 - 1s
Epoch 27119/50000
discriminator loss: 1.351832 - generator loss: 0.749534 - 1s
Epoch 27120/50000
discriminator loss: 1.347097 - generator loss: 0.757899 - 1s
Epoch 27121/50000
discriminator loss: 1.351403 - generator loss: 0.748169 - 1s
Epoch 27122/50000
discriminator loss: 1.351608 - generator loss: 0.750480 - 1s
Epoch 27123/50000
discriminator loss: 1.360980 - generator loss: 0.741592 - 1s
Epoch 27124/50000
discriminator loss: 1.353870 - generator loss: 0.745274 - 1s
Epoch 27125/50000
discriminator loss: 1.350563 - generator loss: 0.744805 - 1s
Epoch 27126/50000
discriminator loss: 1.347921 - generator loss: 0.751525 - 1s
Epoch 27127/50000
discriminator loss: 1.342411 - generator loss: 0.760658 - 1s
Epoch 27128/50000
discriminator loss: 1.355767 - generator loss: 0.739075 - 1s
Epoch 27129/50000
discriminator loss: 1.350413 - generator loss: 0.747331 - 1s
Epoch 27130/50000
discriminator loss: 1.358584 - generator loss: 0.747190 - 1s
Epoch 27131/50000
discriminator loss: 1.350626 - generator loss: 0.746730 - 1s
Epoch 27132/50000
discriminator loss: 1.343667 - generator loss: 0.756333 - 1s
Epoch 27133/50000
discriminator loss: 1.349600 - generator loss: 0.752501 - 1s
Epoch 27134/50000
discriminator loss: 1.350124 - generator loss: 0.746248 - 1s
Epoch 27135/50000
discriminator loss: 1.349978 - generator loss: 0.741345 - 1s
Epoch 27136/50000
discriminator loss: 1.343485 - generator loss: 0.752228 - 1s
Epoch 27137/50000
discriminator loss: 1.341468 - generator loss: 0.748937 - 1s
Epoch 27138/50000
discriminator loss: 1.346996 - generator loss: 0.751352 - 1s
Epoch 27139/50000
discriminator loss: 1.350276 - generator loss: 0.753319 - 1s
Epoch 27140/50000
discriminator loss: 1.354264 - generator loss: 0.750863 - 1s
Epoch 27141/50000
discriminator loss: 1.347386 - generator loss: 0.753682 - 1s
Epoch 27142/50000
discriminator loss: 1.341531 - generator loss: 0.756039 - 1s
Epoch 27143/50000
discriminator loss: 1.351137 - generator loss: 0.744453 - 1s
Epoch 27144/50000
discriminator loss: 1.351115 - generator loss: 0.747634 - 1s
Epoch 27145/50000
discriminator loss: 1.353694 - generator loss: 0.746488 - 1s
Epoch 27146/50000
discriminator loss: 1.338222 - generator loss: 0.760961 - 1s
Epoch 27147/50000
discriminator loss: 1.347784 - generator loss: 0.753067 - 1s
Epoch 27148/50000
discriminator loss: 1.344398 - generator loss: 0.752053 - 1s
Epoch 27149/50000
discriminator loss: 1.346088 - generator loss: 0.747903 - 1s
Epoch 27150/50000
discriminator loss: 1.361753 - generator loss: 0.743522 - 1s
Epoch 27151/50000
discriminator loss: 1.355070 - generator loss: 0.747493 - 1s
Epoch 27152/50000
discriminator loss: 1.343908 - generator loss: 0.758683 - 1s
Epoch 27153/50000
discriminator loss: 1.349588 - generator loss: 0.753227 - 1s
Epoch 27154/50000
discriminator loss: 1.359070 - generator loss: 0.743200 - 1s
Epoch 27155/50000
discriminator loss: 1.349087 - generator loss: 0.744113 - 1s
Epoch 27156/50000
discriminator loss: 1.358503 - generator loss: 0.738304 - 1s
Epoch 27157/50000
discriminator loss: 1.353616 - generator loss: 0.745875 - 1s
Epoch 27158/50000
discriminator loss: 1.348940 - generator loss: 0.743774 - 1s
Epoch 27159/50000
discriminator loss: 1.354246 - generator loss: 0.744903 - 1s
Epoch 27160/50000
discriminator loss: 1.351466 - generator loss: 0.755427 - 1s
Epoch 27161/50000
discriminator loss: 1.355538 - generator loss: 0.753861 - 1s
Epoch 27162/50000
discriminator loss: 1.341024 - generator loss: 0.757449 - 1s
Epoch 27163/50000
discriminator loss: 1.360591 - generator loss: 0.737159 - 1s
Epoch 27164/50000
discriminator loss: 1.361017 - generator loss: 0.738437 - 1s
Epoch 27165/50000
discriminator loss: 1.352377 - generator loss: 0.744569 - 1s
Epoch 27166/50000
discriminator loss: 1.349596 - generator loss: 0.745313 - 1s
Epoch 27167/50000
discriminator loss: 1.347394 - generator loss: 0.751572 - 1s
Epoch 27168/50000
discriminator loss: 1.348826 - generator loss: 0.753586 - 1s
Epoch 27169/50000
discriminator loss: 1.357237 - generator loss: 0.748994 - 1s
Epoch 27170/50000
discriminator loss: 1.349795 - generator loss: 0.747665 - 1s
Epoch 27171/50000
discriminator loss: 1.344546 - generator loss: 0.753873 - 1s
Epoch 27172/50000
discriminator loss: 1.344852 - generator loss: 0.750243 - 1s
Epoch 27173/50000
discriminator loss: 1.357788 - generator loss: 0.745419 - 1s
Epoch 27174/50000
discriminator loss: 1.354097 - generator loss: 0.746132 - 1s
Epoch 27175/50000
discriminator loss: 1.346941 - generator loss: 0.747924 - 1s
Epoch 27176/50000
discriminator loss: 1.344651 - generator loss: 0.750876 - 1s
Epoch 27177/50000
discriminator loss: 1.346820 - generator loss: 0.742448 - 1s
Epoch 27178/50000
discriminator loss: 1.347368 - generator loss: 0.755979 - 1s
Epoch 27179/50000
discriminator loss: 1.352907 - generator loss: 0.746650 - 1s
Epoch 27180/50000
discriminator loss: 1.349913 - generator loss: 0.755632 - 1s
Epoch 27181/50000
discriminator loss: 1.340681 - generator loss: 0.758760 - 1s
Epoch 27182/50000
discriminator loss: 1.342451 - generator loss: 0.759030 - 1s
Epoch 27183/50000
discriminator loss: 1.356955 - generator loss: 0.744932 - 1s
Epoch 27184/50000
discriminator loss: 1.351229 - generator loss: 0.740133 - 1s
Epoch 27185/50000
discriminator loss: 1.351005 - generator loss: 0.744166 - 1s
Epoch 27186/50000
discriminator loss: 1.344535 - generator loss: 0.758784 - 1s
Epoch 27187/50000
discriminator loss: 1.346353 - generator loss: 0.750339 - 1s
Epoch 27188/50000
discriminator loss: 1.355743 - generator loss: 0.743728 - 1s
Epoch 27189/50000
discriminator loss: 1.359830 - generator loss: 0.743549 - 1s
Epoch 27190/50000
discriminator loss: 1.352665 - generator loss: 0.750549 - 1s
Epoch 27191/50000
discriminator loss: 1.342830 - generator loss: 0.758161 - 1s
Epoch 27192/50000
discriminator loss: 1.342958 - generator loss: 0.755649 - 1s
Epoch 27193/50000
discriminator loss: 1.347826 - generator loss: 0.746717 - 1s
Epoch 27194/50000
discriminator loss: 1.362202 - generator loss: 0.735663 - 1s
Epoch 27195/50000
discriminator loss: 1.349737 - generator loss: 0.748383 - 1s
Epoch 27196/50000
discriminator loss: 1.345214 - generator loss: 0.753267 - 1s
Epoch 27197/50000
discriminator loss: 1.334306 - generator loss: 0.757992 - 1s
Epoch 27198/50000
discriminator loss: 1.360345 - generator loss: 0.742632 - 1s
Epoch 27199/50000
discriminator loss: 1.360432 - generator loss: 0.741295 - 1s
Epoch 27200/50000
discriminator loss: 1.355586 - generator loss: 0.739948 - 1s
Epoch 27201/50000
discriminator loss: 1.350106 - generator loss: 0.750200 - 1s
Epoch 27202/50000
discriminator loss: 1.348880 - generator loss: 0.760447 - 1s
Epoch 27203/50000
discriminator loss: 1.350593 - generator loss: 0.746136 - 1s
Epoch 27204/50000
discriminator loss: 1.359538 - generator loss: 0.742973 - 1s
Epoch 27205/50000
discriminator loss: 1.350672 - generator loss: 0.747267 - 1s
Epoch 27206/50000
discriminator loss: 1.346733 - generator loss: 0.741783 - 1s
Epoch 27207/50000
discriminator loss: 1.343280 - generator loss: 0.758288 - 1s
Epoch 27208/50000
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Epoch 27209/50000
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Epoch 27210/50000
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Epoch 27211/50000
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Epoch 27212/50000
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Epoch 27213/50000
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Epoch 27214/50000
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Epoch 27215/50000
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Epoch 27216/50000
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Epoch 27217/50000
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Epoch 27218/50000
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Epoch 27219/50000
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Epoch 27220/50000
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Epoch 27221/50000
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Epoch 27222/50000
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Epoch 27223/50000
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Epoch 27224/50000
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Epoch 27225/50000
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Epoch 27226/50000
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Epoch 27227/50000
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Epoch 27228/50000
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Epoch 27229/50000
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Epoch 27230/50000
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Epoch 27231/50000
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Epoch 27232/50000
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Epoch 27233/50000
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Epoch 27234/50000
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Epoch 27235/50000
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Epoch 27236/50000
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Epoch 27237/50000
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Epoch 27238/50000
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Epoch 27239/50000
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Epoch 27240/50000
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Epoch 27241/50000
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Epoch 27242/50000
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Epoch 27243/50000
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Epoch 27244/50000
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Epoch 27245/50000
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Epoch 27246/50000
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Epoch 27247/50000
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Epoch 27248/50000
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Epoch 27249/50000
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Epoch 27250/50000
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Epoch 27251/50000
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Epoch 27252/50000
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Epoch 27253/50000
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Epoch 27254/50000
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Epoch 27255/50000
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Epoch 27256/50000
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Epoch 27257/50000
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Epoch 27258/50000
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Epoch 27259/50000
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Epoch 27260/50000
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Epoch 27261/50000
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Epoch 27262/50000
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Epoch 27263/50000
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Epoch 27264/50000
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Epoch 27265/50000
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Epoch 27266/50000
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Epoch 27267/50000
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Epoch 27268/50000
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Epoch 27269/50000
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Epoch 27270/50000
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Epoch 27271/50000
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Epoch 27272/50000
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Epoch 27273/50000
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Epoch 27274/50000
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Epoch 27275/50000
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Epoch 27276/50000
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Epoch 27277/50000
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Epoch 27278/50000
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Epoch 27279/50000
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Epoch 27280/50000
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Epoch 27281/50000
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Epoch 27282/50000
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Epoch 27283/50000
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Epoch 27284/50000
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Epoch 27285/50000
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Epoch 27286/50000
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Epoch 27287/50000
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Epoch 27288/50000
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Epoch 27289/50000
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Epoch 27290/50000
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Epoch 27291/50000
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Epoch 27292/50000
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Epoch 27293/50000
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Epoch 27294/50000
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Epoch 27295/50000
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Epoch 27296/50000
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Epoch 27297/50000
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Epoch 27298/50000
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Epoch 27299/50000
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Epoch 27300/50000
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Epoch 27301/50000
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Epoch 27302/50000
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Epoch 27303/50000
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Epoch 27304/50000
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Epoch 27305/50000
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Epoch 27306/50000
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Epoch 27307/50000
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Epoch 27308/50000
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Epoch 27309/50000
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Epoch 27310/50000
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Epoch 27311/50000
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Epoch 27312/50000
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Epoch 27313/50000
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Epoch 27314/50000
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Epoch 27315/50000
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Epoch 27316/50000
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Epoch 27317/50000
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Epoch 27318/50000
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Epoch 27319/50000
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Epoch 27320/50000
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Epoch 27321/50000
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Epoch 27322/50000
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Epoch 27323/50000
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Epoch 27324/50000
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Epoch 27325/50000
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Epoch 27326/50000
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Epoch 27327/50000
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Epoch 27328/50000
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Epoch 27329/50000
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Epoch 27330/50000
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Epoch 27331/50000
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Epoch 27332/50000
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Epoch 27333/50000
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Epoch 27334/50000
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Epoch 27335/50000
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Epoch 27336/50000
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Epoch 27337/50000
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Epoch 27338/50000
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Epoch 27339/50000
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Epoch 27340/50000
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Epoch 27341/50000
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Epoch 27342/50000
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Epoch 27343/50000
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Epoch 27344/50000
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Epoch 27345/50000
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Epoch 27346/50000
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Epoch 27347/50000
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Epoch 27348/50000
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Epoch 27349/50000
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Epoch 27350/50000
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Epoch 27351/50000
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Epoch 27352/50000
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Epoch 27353/50000
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Epoch 27354/50000
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Epoch 27355/50000
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Epoch 27356/50000
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Epoch 27357/50000
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Epoch 27358/50000
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Epoch 27359/50000
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Epoch 27360/50000
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Epoch 27361/50000
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Epoch 27362/50000
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Epoch 27363/50000
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Epoch 27364/50000
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Epoch 27365/50000
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Epoch 27366/50000
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Epoch 27367/50000
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Epoch 27368/50000
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Epoch 27369/50000
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Epoch 27370/50000
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Epoch 27371/50000
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Epoch 27372/50000
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Epoch 27373/50000
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Epoch 27374/50000
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Epoch 27375/50000
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Epoch 27376/50000
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Epoch 27377/50000
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Epoch 27378/50000
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Epoch 27379/50000
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Epoch 27380/50000
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Epoch 27381/50000
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Epoch 27382/50000
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Epoch 27383/50000
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Epoch 27384/50000
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Epoch 27385/50000
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Epoch 27386/50000
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Epoch 27387/50000
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Epoch 27388/50000
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Epoch 27389/50000
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Epoch 27390/50000
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Epoch 27391/50000
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Epoch 27392/50000
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Epoch 27393/50000
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Epoch 27394/50000
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Epoch 27395/50000
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Epoch 27396/50000
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Epoch 27397/50000
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Epoch 27398/50000
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Epoch 27399/50000
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Epoch 27400/50000
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Epoch 27401/50000
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Epoch 27402/50000
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Epoch 27403/50000
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Epoch 27404/50000
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Epoch 27405/50000
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Epoch 27406/50000
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Epoch 27407/50000
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Epoch 27408/50000
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Epoch 27409/50000
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Epoch 27410/50000
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Epoch 27411/50000
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Epoch 27412/50000
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Epoch 27413/50000
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Epoch 27414/50000
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Epoch 27415/50000
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Epoch 27416/50000
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Epoch 27417/50000
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Epoch 27418/50000
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Epoch 27419/50000
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Epoch 27420/50000
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Epoch 27421/50000
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Epoch 27422/50000
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Epoch 27423/50000
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Epoch 27424/50000
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Epoch 27425/50000
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Epoch 27426/50000
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Epoch 27427/50000
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Epoch 27428/50000
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Epoch 27429/50000
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Epoch 27430/50000
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Epoch 27431/50000
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Epoch 27432/50000
discriminator loss: 1.354485 - generator loss: 0.751324 - 1s
Epoch 27433/50000
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Epoch 27434/50000
discriminator loss: 1.347996 - generator loss: 0.752301 - 1s
Epoch 27435/50000
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Epoch 27436/50000
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Epoch 27437/50000
discriminator loss: 1.357249 - generator loss: 0.741175 - 1s
Epoch 27438/50000
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Epoch 27439/50000
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Epoch 27440/50000
discriminator loss: 1.357465 - generator loss: 0.740949 - 1s
Epoch 27441/50000
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Epoch 27442/50000
discriminator loss: 1.356802 - generator loss: 0.742098 - 1s
Epoch 27443/50000
discriminator loss: 1.345488 - generator loss: 0.757164 - 1s
Epoch 27444/50000
discriminator loss: 1.338934 - generator loss: 0.765349 - 1s
Epoch 27445/50000
discriminator loss: 1.346930 - generator loss: 0.745402 - 1s
Epoch 27446/50000
discriminator loss: 1.349532 - generator loss: 0.740503 - 1s
Epoch 27447/50000
discriminator loss: 1.338997 - generator loss: 0.751697 - 1s
Epoch 27448/50000
discriminator loss: 1.354018 - generator loss: 0.741725 - 1s
Epoch 27449/50000
discriminator loss: 1.339957 - generator loss: 0.760576 - 1s
Epoch 27450/50000
discriminator loss: 1.342948 - generator loss: 0.751378 - 1s
Epoch 27451/50000
discriminator loss: 1.350644 - generator loss: 0.749326 - 1s
Epoch 27452/50000
discriminator loss: 1.346434 - generator loss: 0.756146 - 1s
Epoch 27453/50000
discriminator loss: 1.348804 - generator loss: 0.746479 - 1s
Epoch 27454/50000
discriminator loss: 1.349212 - generator loss: 0.757373 - 1s
Epoch 27455/50000
discriminator loss: 1.353737 - generator loss: 0.747266 - 1s
Epoch 27456/50000
discriminator loss: 1.363600 - generator loss: 0.740605 - 1s
Epoch 27457/50000
discriminator loss: 1.353225 - generator loss: 0.744186 - 1s
Epoch 27458/50000
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Epoch 27459/50000
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Epoch 27460/50000
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Epoch 27461/50000
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Epoch 27462/50000
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Epoch 27463/50000
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Epoch 27464/50000
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Epoch 27465/50000
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Epoch 27466/50000
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Epoch 27467/50000
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Epoch 27468/50000
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Epoch 27469/50000
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Epoch 27470/50000
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Epoch 27471/50000
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Epoch 27472/50000
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Epoch 27473/50000
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Epoch 27474/50000
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Epoch 27475/50000
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Epoch 27476/50000
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Epoch 27477/50000
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Epoch 27478/50000
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Epoch 27479/50000
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Epoch 27480/50000
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Epoch 27481/50000
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Epoch 27482/50000
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Epoch 27483/50000
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Epoch 27484/50000
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Epoch 27485/50000
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Epoch 27486/50000
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Epoch 27487/50000
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Epoch 27488/50000
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Epoch 27489/50000
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Epoch 27490/50000
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Epoch 27491/50000
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Epoch 27492/50000
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Epoch 27493/50000
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Epoch 27494/50000
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Epoch 27495/50000
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Epoch 27496/50000
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Epoch 27497/50000
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Epoch 27498/50000
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Epoch 27499/50000
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Epoch 27500/50000
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Epoch 27501/50000
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Epoch 27502/50000
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Epoch 27503/50000
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Epoch 27504/50000
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Epoch 27505/50000
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Epoch 27506/50000
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Epoch 27507/50000
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Epoch 27508/50000
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Epoch 27509/50000
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Epoch 27510/50000
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Epoch 27511/50000
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Epoch 27512/50000
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Epoch 27513/50000
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Epoch 27514/50000
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Epoch 27515/50000
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Epoch 27516/50000
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Epoch 27517/50000
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Epoch 27518/50000
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Epoch 27519/50000
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Epoch 27520/50000
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Epoch 27521/50000
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Epoch 27522/50000
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Epoch 27523/50000
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Epoch 27524/50000
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Epoch 27525/50000
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Epoch 27526/50000
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Epoch 27527/50000
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Epoch 27528/50000
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Epoch 27529/50000
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Epoch 27530/50000
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Epoch 27531/50000
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Epoch 27532/50000
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Epoch 27533/50000
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Epoch 27534/50000
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Epoch 27535/50000
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Epoch 27536/50000
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Epoch 27537/50000
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Epoch 27538/50000
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Epoch 27539/50000
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Epoch 27540/50000
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Epoch 27541/50000
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Epoch 27542/50000
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Epoch 27543/50000
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Epoch 27544/50000
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Epoch 27545/50000
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Epoch 27546/50000
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Epoch 27547/50000
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Epoch 27548/50000
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Epoch 27549/50000
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Epoch 27550/50000
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Epoch 27551/50000
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Epoch 27552/50000
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Epoch 27553/50000
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Epoch 27554/50000
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Epoch 27555/50000
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Epoch 27556/50000
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Epoch 27557/50000
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Epoch 27558/50000
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Epoch 27559/50000
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Epoch 27560/50000
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Epoch 27561/50000
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Epoch 27562/50000
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Epoch 27563/50000
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Epoch 27564/50000
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Epoch 27565/50000
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Epoch 27566/50000
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Epoch 27567/50000
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Epoch 27568/50000
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Epoch 27569/50000
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Epoch 27570/50000
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Epoch 27571/50000
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Epoch 27572/50000
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Epoch 27573/50000
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Epoch 27574/50000
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Epoch 27575/50000
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Epoch 27576/50000
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Epoch 27577/50000
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Epoch 27578/50000
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Epoch 27579/50000
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Epoch 27580/50000
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Epoch 27581/50000
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Epoch 27582/50000
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Epoch 27583/50000
discriminator loss: 1.347370 - generator loss: 0.750825 - 1s
Epoch 27584/50000
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Epoch 27585/50000
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Epoch 27586/50000
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Epoch 27587/50000
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Epoch 27588/50000
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Epoch 27589/50000
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Epoch 27590/50000
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Epoch 27591/50000
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Epoch 27592/50000
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Epoch 27593/50000
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Epoch 27594/50000
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Epoch 27595/50000
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Epoch 27596/50000
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Epoch 27597/50000
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Epoch 27598/50000
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Epoch 27599/50000
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Epoch 27600/50000
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Epoch 27601/50000
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Epoch 27602/50000
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Epoch 27603/50000
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Epoch 27604/50000
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Epoch 27605/50000
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Epoch 27606/50000
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Epoch 27607/50000
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Epoch 27608/50000
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Epoch 27609/50000
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Epoch 27610/50000
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Epoch 27611/50000
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Epoch 27612/50000
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Epoch 27613/50000
discriminator loss: 1.347081 - generator loss: 0.750677 - 1s
Epoch 27614/50000
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Epoch 27615/50000
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Epoch 27616/50000
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Epoch 27617/50000
discriminator loss: 1.346311 - generator loss: 0.754991 - 1s
Epoch 27618/50000
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Epoch 27619/50000
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Epoch 27620/50000
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Epoch 27621/50000
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Epoch 27622/50000
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Epoch 27623/50000
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Epoch 27624/50000
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Epoch 27625/50000
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Epoch 27626/50000
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Epoch 27627/50000
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Epoch 27628/50000
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Epoch 27629/50000
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Epoch 27630/50000
discriminator loss: 1.353595 - generator loss: 0.735486 - 1s
Epoch 27631/50000
discriminator loss: 1.358576 - generator loss: 0.744876 - 1s
Epoch 27632/50000
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Epoch 27633/50000
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Epoch 27634/50000
discriminator loss: 1.356550 - generator loss: 0.739875 - 1s
Epoch 27635/50000
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Epoch 27636/50000
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Epoch 27637/50000
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Epoch 27638/50000
discriminator loss: 1.354810 - generator loss: 0.747085 - 1s
Epoch 27639/50000
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Epoch 27640/50000
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Epoch 27641/50000
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Epoch 27642/50000
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Epoch 27643/50000
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Epoch 27644/50000
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Epoch 27645/50000
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Epoch 27646/50000
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Epoch 27647/50000
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Epoch 27648/50000
discriminator loss: 1.337817 - generator loss: 0.762133 - 1s
Epoch 27649/50000
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Epoch 27650/50000
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Epoch 27651/50000
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Epoch 27652/50000
discriminator loss: 1.355049 - generator loss: 0.744191 - 1s
Epoch 27653/50000
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Epoch 27654/50000
discriminator loss: 1.351410 - generator loss: 0.749346 - 1s
Epoch 27655/50000
discriminator loss: 1.352440 - generator loss: 0.743079 - 1s
Epoch 27656/50000
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Epoch 27657/50000
discriminator loss: 1.352266 - generator loss: 0.744077 - 1s
Epoch 27658/50000
discriminator loss: 1.344133 - generator loss: 0.760607 - 1s
Epoch 27659/50000
discriminator loss: 1.343128 - generator loss: 0.757542 - 1s
Epoch 27660/50000
discriminator loss: 1.356596 - generator loss: 0.739784 - 1s
Epoch 27661/50000
discriminator loss: 1.356356 - generator loss: 0.742584 - 1s
Epoch 27662/50000
discriminator loss: 1.348051 - generator loss: 0.744002 - 1s
Epoch 27663/50000
discriminator loss: 1.347464 - generator loss: 0.751789 - 1s
Epoch 27664/50000
discriminator loss: 1.343266 - generator loss: 0.759732 - 1s
Epoch 27665/50000
discriminator loss: 1.346995 - generator loss: 0.746847 - 1s
Epoch 27666/50000
discriminator loss: 1.361166 - generator loss: 0.743542 - 1s
Epoch 27667/50000
discriminator loss: 1.353899 - generator loss: 0.745816 - 1s
Epoch 27668/50000
discriminator loss: 1.355185 - generator loss: 0.744952 - 1s
Epoch 27669/50000
discriminator loss: 1.347354 - generator loss: 0.756859 - 1s
Epoch 27670/50000
discriminator loss: 1.354731 - generator loss: 0.746444 - 1s
Epoch 27671/50000
discriminator loss: 1.359493 - generator loss: 0.745687 - 1s
Epoch 27672/50000
discriminator loss: 1.352849 - generator loss: 0.737096 - 1s
Epoch 27673/50000
discriminator loss: 1.343809 - generator loss: 0.754872 - 1s
Epoch 27674/50000
discriminator loss: 1.353223 - generator loss: 0.750457 - 1s
Epoch 27675/50000
discriminator loss: 1.348568 - generator loss: 0.749992 - 1s
Epoch 27676/50000
discriminator loss: 1.358250 - generator loss: 0.738606 - 1s
Epoch 27677/50000
discriminator loss: 1.356190 - generator loss: 0.754534 - 1s
Epoch 27678/50000
discriminator loss: 1.353170 - generator loss: 0.753809 - 1s
Epoch 27679/50000
discriminator loss: 1.350169 - generator loss: 0.753670 - 1s
Epoch 27680/50000
discriminator loss: 1.349290 - generator loss: 0.752939 - 1s
Epoch 27681/50000
discriminator loss: 1.352209 - generator loss: 0.736999 - 1s
Epoch 27682/50000
discriminator loss: 1.359466 - generator loss: 0.742987 - 1s
Epoch 27683/50000
discriminator loss: 1.346936 - generator loss: 0.748902 - 1s
Epoch 27684/50000
discriminator loss: 1.350120 - generator loss: 0.744658 - 1s
Epoch 27685/50000
discriminator loss: 1.344277 - generator loss: 0.756988 - 1s
Epoch 27686/50000
discriminator loss: 1.348348 - generator loss: 0.757666 - 1s
Epoch 27687/50000
discriminator loss: 1.347521 - generator loss: 0.749384 - 1s
Epoch 27688/50000
discriminator loss: 1.353994 - generator loss: 0.743026 - 1s
Epoch 27689/50000
discriminator loss: 1.344820 - generator loss: 0.753287 - 1s
Epoch 27690/50000
discriminator loss: 1.361844 - generator loss: 0.741178 - 1s
Epoch 27691/50000
discriminator loss: 1.347982 - generator loss: 0.746857 - 1s
Epoch 27692/50000
discriminator loss: 1.355262 - generator loss: 0.747946 - 1s
Epoch 27693/50000
discriminator loss: 1.351671 - generator loss: 0.744982 - 1s
Epoch 27694/50000
discriminator loss: 1.348067 - generator loss: 0.750679 - 1s
Epoch 27695/50000
discriminator loss: 1.350648 - generator loss: 0.740401 - 1s
Epoch 27696/50000
discriminator loss: 1.348196 - generator loss: 0.747903 - 1s
Epoch 27697/50000
discriminator loss: 1.346893 - generator loss: 0.754130 - 1s
Epoch 27698/50000
discriminator loss: 1.340116 - generator loss: 0.755755 - 1s
Epoch 27699/50000
discriminator loss: 1.349674 - generator loss: 0.755111 - 1s
Epoch 27700/50000
discriminator loss: 1.350957 - generator loss: 0.749117 - 1s
Epoch 27701/50000
discriminator loss: 1.352175 - generator loss: 0.746064 - 1s
Epoch 27702/50000
discriminator loss: 1.356061 - generator loss: 0.740967 - 1s
Epoch 27703/50000
discriminator loss: 1.347313 - generator loss: 0.745878 - 1s
Epoch 27704/50000
discriminator loss: 1.345562 - generator loss: 0.752732 - 1s
Epoch 27705/50000
discriminator loss: 1.348958 - generator loss: 0.745485 - 1s
Epoch 27706/50000
discriminator loss: 1.355879 - generator loss: 0.747440 - 1s
Epoch 27707/50000
discriminator loss: 1.353425 - generator loss: 0.747833 - 1s
Epoch 27708/50000
discriminator loss: 1.349863 - generator loss: 0.751852 - 1s
Epoch 27709/50000
discriminator loss: 1.343366 - generator loss: 0.756496 - 1s
Epoch 27710/50000
discriminator loss: 1.341808 - generator loss: 0.751176 - 1s
Epoch 27711/50000
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Epoch 27712/50000
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Epoch 27713/50000
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Epoch 27714/50000
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Epoch 27715/50000
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Epoch 27716/50000
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Epoch 27717/50000
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Epoch 27718/50000
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Epoch 27719/50000
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Epoch 27720/50000
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Epoch 27721/50000
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Epoch 27722/50000
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Epoch 27723/50000
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Epoch 27724/50000
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Epoch 27725/50000
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Epoch 27726/50000
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Epoch 27727/50000
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Epoch 27728/50000
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Epoch 27729/50000
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Epoch 27730/50000
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Epoch 27731/50000
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Epoch 27732/50000
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Epoch 27733/50000
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Epoch 27734/50000
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Epoch 27735/50000
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Epoch 27736/50000
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Epoch 27737/50000
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Epoch 27738/50000
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Epoch 27739/50000
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Epoch 27740/50000
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Epoch 27741/50000
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Epoch 27742/50000
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Epoch 27743/50000
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Epoch 27744/50000
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Epoch 27745/50000
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Epoch 27746/50000
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Epoch 27747/50000
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Epoch 27748/50000
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Epoch 27749/50000
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Epoch 27750/50000
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Epoch 27751/50000
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Epoch 27752/50000
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Epoch 27753/50000
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Epoch 27754/50000
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Epoch 27755/50000
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Epoch 27756/50000
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Epoch 27757/50000
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Epoch 27758/50000
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Epoch 27759/50000
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Epoch 27760/50000
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Epoch 27761/50000
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Epoch 27762/50000
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Epoch 27763/50000
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Epoch 27764/50000
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Epoch 27765/50000
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Epoch 27766/50000
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Epoch 27767/50000
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Epoch 27768/50000
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Epoch 27769/50000
discriminator loss: 1.350021 - generator loss: 0.746793 - 1s
Epoch 27770/50000
discriminator loss: 1.353382 - generator loss: 0.752358 - 1s
Epoch 27771/50000
discriminator loss: 1.349069 - generator loss: 0.745372 - 1s
Epoch 27772/50000
discriminator loss: 1.350475 - generator loss: 0.755367 - 1s
Epoch 27773/50000
discriminator loss: 1.356877 - generator loss: 0.748279 - 1s
Epoch 27774/50000
discriminator loss: 1.348241 - generator loss: 0.740170 - 1s
Epoch 27775/50000
discriminator loss: 1.339186 - generator loss: 0.744279 - 1s
Epoch 27776/50000
discriminator loss: 1.351377 - generator loss: 0.751409 - 1s
Epoch 27777/50000
discriminator loss: 1.351957 - generator loss: 0.750579 - 1s
Epoch 27778/50000
discriminator loss: 1.348955 - generator loss: 0.755241 - 1s
Epoch 27779/50000
discriminator loss: 1.339067 - generator loss: 0.758556 - 1s
Epoch 27780/50000
discriminator loss: 1.345429 - generator loss: 0.743061 - 1s
Epoch 27781/50000
discriminator loss: 1.347117 - generator loss: 0.757457 - 1s
Epoch 27782/50000
discriminator loss: 1.351822 - generator loss: 0.749657 - 1s
Epoch 27783/50000
discriminator loss: 1.353656 - generator loss: 0.746271 - 1s
Epoch 27784/50000
discriminator loss: 1.353664 - generator loss: 0.746809 - 1s
Epoch 27785/50000
discriminator loss: 1.339258 - generator loss: 0.754863 - 1s
Epoch 27786/50000
discriminator loss: 1.346438 - generator loss: 0.745517 - 1s
Epoch 27787/50000
discriminator loss: 1.351983 - generator loss: 0.748549 - 1s
Epoch 27788/50000
discriminator loss: 1.357185 - generator loss: 0.750054 - 1s
Epoch 27789/50000
discriminator loss: 1.356186 - generator loss: 0.744082 - 1s
Epoch 27790/50000
discriminator loss: 1.348158 - generator loss: 0.755104 - 1s
Epoch 27791/50000
discriminator loss: 1.345138 - generator loss: 0.754054 - 1s
Epoch 27792/50000
discriminator loss: 1.350942 - generator loss: 0.747226 - 1s
Epoch 27793/50000
discriminator loss: 1.349946 - generator loss: 0.748953 - 1s
Epoch 27794/50000
discriminator loss: 1.348917 - generator loss: 0.744000 - 1s
Epoch 27795/50000
discriminator loss: 1.338388 - generator loss: 0.762110 - 1s
Epoch 27796/50000
discriminator loss: 1.345917 - generator loss: 0.745034 - 1s
Epoch 27797/50000
discriminator loss: 1.349204 - generator loss: 0.748236 - 1s
Epoch 27798/50000
discriminator loss: 1.353706 - generator loss: 0.740581 - 1s
Epoch 27799/50000
discriminator loss: 1.349645 - generator loss: 0.753442 - 1s
Epoch 27800/50000
discriminator loss: 1.347136 - generator loss: 0.759678 - 1s
Epoch 27801/50000
discriminator loss: 1.341624 - generator loss: 0.759062 - 1s
Epoch 27802/50000
discriminator loss: 1.343487 - generator loss: 0.753545 - 1s
Epoch 27803/50000
discriminator loss: 1.354652 - generator loss: 0.739765 - 1s
Epoch 27804/50000
discriminator loss: 1.357983 - generator loss: 0.738654 - 1s
Epoch 27805/50000
discriminator loss: 1.350052 - generator loss: 0.749625 - 1s
Epoch 27806/50000
discriminator loss: 1.341483 - generator loss: 0.750942 - 1s
Epoch 27807/50000
discriminator loss: 1.350985 - generator loss: 0.748075 - 1s
Epoch 27808/50000
discriminator loss: 1.356244 - generator loss: 0.749341 - 1s
Epoch 27809/50000
discriminator loss: 1.357597 - generator loss: 0.744220 - 1s
Epoch 27810/50000
discriminator loss: 1.348651 - generator loss: 0.750694 - 1s
Epoch 27811/50000
discriminator loss: 1.340572 - generator loss: 0.755133 - 1s
Epoch 27812/50000
discriminator loss: 1.343058 - generator loss: 0.757390 - 1s
Epoch 27813/50000
discriminator loss: 1.353416 - generator loss: 0.743728 - 1s
Epoch 27814/50000
discriminator loss: 1.352832 - generator loss: 0.749445 - 1s
Epoch 27815/50000
discriminator loss: 1.351353 - generator loss: 0.742732 - 1s
Epoch 27816/50000
discriminator loss: 1.347661 - generator loss: 0.756485 - 1s
Epoch 27817/50000
discriminator loss: 1.346389 - generator loss: 0.751658 - 1s
Epoch 27818/50000
discriminator loss: 1.351714 - generator loss: 0.745220 - 1s
Epoch 27819/50000
discriminator loss: 1.364369 - generator loss: 0.737211 - 1s
Epoch 27820/50000
discriminator loss: 1.348739 - generator loss: 0.749609 - 1s
Epoch 27821/50000
discriminator loss: 1.355020 - generator loss: 0.756501 - 1s
Epoch 27822/50000
discriminator loss: 1.349493 - generator loss: 0.754510 - 1s
Epoch 27823/50000
discriminator loss: 1.348900 - generator loss: 0.750587 - 1s
Epoch 27824/50000
discriminator loss: 1.353182 - generator loss: 0.746136 - 1s
Epoch 27825/50000
discriminator loss: 1.357373 - generator loss: 0.743761 - 1s
Epoch 27826/50000
discriminator loss: 1.353205 - generator loss: 0.740786 - 1s
Epoch 27827/50000
discriminator loss: 1.338626 - generator loss: 0.756715 - 1s
Epoch 27828/50000
discriminator loss: 1.350548 - generator loss: 0.751490 - 1s
Epoch 27829/50000
discriminator loss: 1.354000 - generator loss: 0.744144 - 1s
Epoch 27830/50000
discriminator loss: 1.360931 - generator loss: 0.742530 - 1s
Epoch 27831/50000
discriminator loss: 1.347919 - generator loss: 0.759439 - 1s
Epoch 27832/50000
discriminator loss: 1.346627 - generator loss: 0.756364 - 1s
Epoch 27833/50000
discriminator loss: 1.343700 - generator loss: 0.758308 - 1s
Epoch 27834/50000
discriminator loss: 1.352046 - generator loss: 0.738491 - 1s
Epoch 27835/50000
discriminator loss: 1.344541 - generator loss: 0.751856 - 1s
Epoch 27836/50000
discriminator loss: 1.344298 - generator loss: 0.754887 - 1s
Epoch 27837/50000
discriminator loss: 1.344349 - generator loss: 0.752917 - 1s
Epoch 27838/50000
discriminator loss: 1.348491 - generator loss: 0.743086 - 1s
Epoch 27839/50000
discriminator loss: 1.342921 - generator loss: 0.759498 - 1s
Epoch 27840/50000
discriminator loss: 1.349479 - generator loss: 0.749397 - 1s
Epoch 27841/50000
discriminator loss: 1.340422 - generator loss: 0.758964 - 1s
Epoch 27842/50000
discriminator loss: 1.349749 - generator loss: 0.744599 - 1s
Epoch 27843/50000
discriminator loss: 1.350810 - generator loss: 0.752851 - 1s
Epoch 27844/50000
discriminator loss: 1.348441 - generator loss: 0.746118 - 1s
Epoch 27845/50000
discriminator loss: 1.349670 - generator loss: 0.753941 - 1s
Epoch 27846/50000
discriminator loss: 1.346845 - generator loss: 0.745596 - 1s
Epoch 27847/50000
discriminator loss: 1.344777 - generator loss: 0.750109 - 1s
Epoch 27848/50000
discriminator loss: 1.348633 - generator loss: 0.753643 - 1s
Epoch 27849/50000
discriminator loss: 1.357478 - generator loss: 0.739201 - 1s
Epoch 27850/50000
discriminator loss: 1.353954 - generator loss: 0.748513 - 1s
Epoch 27851/50000
discriminator loss: 1.346740 - generator loss: 0.750399 - 1s
Epoch 27852/50000
discriminator loss: 1.337519 - generator loss: 0.761370 - 1s
Epoch 27853/50000
discriminator loss: 1.350956 - generator loss: 0.748276 - 1s
Epoch 27854/50000
discriminator loss: 1.347805 - generator loss: 0.751392 - 1s
Epoch 27855/50000
discriminator loss: 1.348421 - generator loss: 0.743908 - 1s
Epoch 27856/50000
discriminator loss: 1.352020 - generator loss: 0.751051 - 1s
Epoch 27857/50000
discriminator loss: 1.342929 - generator loss: 0.743159 - 1s
Epoch 27858/50000
discriminator loss: 1.352872 - generator loss: 0.749424 - 1s
Epoch 27859/50000
discriminator loss: 1.354024 - generator loss: 0.746625 - 1s
Epoch 27860/50000
discriminator loss: 1.344630 - generator loss: 0.759051 - 1s
Epoch 27861/50000
discriminator loss: 1.355408 - generator loss: 0.749616 - 1s
Epoch 27862/50000
discriminator loss: 1.341930 - generator loss: 0.752589 - 1s
Epoch 27863/50000
discriminator loss: 1.348697 - generator loss: 0.751471 - 1s
Epoch 27864/50000
discriminator loss: 1.352759 - generator loss: 0.743906 - 1s
Epoch 27865/50000
discriminator loss: 1.356731 - generator loss: 0.742788 - 1s
Epoch 27866/50000
discriminator loss: 1.353103 - generator loss: 0.744085 - 1s
Epoch 27867/50000
discriminator loss: 1.347544 - generator loss: 0.752367 - 1s
Epoch 27868/50000
discriminator loss: 1.341348 - generator loss: 0.756364 - 1s
Epoch 27869/50000
discriminator loss: 1.347306 - generator loss: 0.751180 - 1s
Epoch 27870/50000
discriminator loss: 1.341133 - generator loss: 0.749314 - 1s
Epoch 27871/50000
discriminator loss: 1.349042 - generator loss: 0.754105 - 1s
Epoch 27872/50000
discriminator loss: 1.337342 - generator loss: 0.765129 - 1s
Epoch 27873/50000
discriminator loss: 1.344730 - generator loss: 0.750771 - 1s
Epoch 27874/50000
discriminator loss: 1.355013 - generator loss: 0.747926 - 1s
Epoch 27875/50000
discriminator loss: 1.353136 - generator loss: 0.739119 - 1s
Epoch 27876/50000
discriminator loss: 1.346065 - generator loss: 0.749800 - 1s
Epoch 27877/50000
discriminator loss: 1.342338 - generator loss: 0.751056 - 1s
Epoch 27878/50000
discriminator loss: 1.342250 - generator loss: 0.762311 - 1s
Epoch 27879/50000
discriminator loss: 1.351514 - generator loss: 0.742214 - 1s
Epoch 27880/50000
discriminator loss: 1.357563 - generator loss: 0.741536 - 1s
Epoch 27881/50000
discriminator loss: 1.349520 - generator loss: 0.752373 - 1s
Epoch 27882/50000
discriminator loss: 1.344023 - generator loss: 0.755548 - 1s
Epoch 27883/50000
discriminator loss: 1.345579 - generator loss: 0.757655 - 1s
Epoch 27884/50000
discriminator loss: 1.344846 - generator loss: 0.749060 - 1s
Epoch 27885/50000
discriminator loss: 1.350264 - generator loss: 0.748725 - 1s
Epoch 27886/50000
discriminator loss: 1.340420 - generator loss: 0.753339 - 1s
Epoch 27887/50000
discriminator loss: 1.350385 - generator loss: 0.747431 - 1s
Epoch 27888/50000
discriminator loss: 1.354130 - generator loss: 0.742230 - 1s
Epoch 27889/50000
discriminator loss: 1.356886 - generator loss: 0.743808 - 1s
Epoch 27890/50000
discriminator loss: 1.365321 - generator loss: 0.745326 - 1s
Epoch 27891/50000
discriminator loss: 1.345291 - generator loss: 0.752891 - 1s
Epoch 27892/50000
discriminator loss: 1.350170 - generator loss: 0.746100 - 1s
Epoch 27893/50000
discriminator loss: 1.350213 - generator loss: 0.757820 - 1s
Epoch 27894/50000
discriminator loss: 1.354611 - generator loss: 0.741048 - 1s
Epoch 27895/50000
discriminator loss: 1.365055 - generator loss: 0.740843 - 1s
Epoch 27896/50000
discriminator loss: 1.348426 - generator loss: 0.748094 - 1s
Epoch 27897/50000
discriminator loss: 1.341043 - generator loss: 0.749752 - 1s
Epoch 27898/50000
discriminator loss: 1.347558 - generator loss: 0.747898 - 1s
Epoch 27899/50000
discriminator loss: 1.347068 - generator loss: 0.751642 - 1s
Epoch 27900/50000
discriminator loss: 1.357314 - generator loss: 0.742707 - 1s
Epoch 27901/50000
discriminator loss: 1.358580 - generator loss: 0.749686 - 1s
Epoch 27902/50000
discriminator loss: 1.347976 - generator loss: 0.751173 - 1s
Epoch 27903/50000
discriminator loss: 1.348737 - generator loss: 0.754915 - 1s
Epoch 27904/50000
discriminator loss: 1.345669 - generator loss: 0.755360 - 1s
Epoch 27905/50000
discriminator loss: 1.356367 - generator loss: 0.740838 - 1s
Epoch 27906/50000
discriminator loss: 1.359069 - generator loss: 0.748461 - 1s
Epoch 27907/50000
discriminator loss: 1.350958 - generator loss: 0.745750 - 1s
Epoch 27908/50000
discriminator loss: 1.345409 - generator loss: 0.759913 - 1s
Epoch 27909/50000
discriminator loss: 1.335783 - generator loss: 0.760253 - 1s
Epoch 27910/50000
discriminator loss: 1.349728 - generator loss: 0.747346 - 1s
Epoch 27911/50000
discriminator loss: 1.357662 - generator loss: 0.742326 - 1s
Epoch 27912/50000
discriminator loss: 1.354325 - generator loss: 0.750227 - 1s
Epoch 27913/50000
discriminator loss: 1.350081 - generator loss: 0.754803 - 1s
Epoch 27914/50000
discriminator loss: 1.352697 - generator loss: 0.748109 - 1s
Epoch 27915/50000
discriminator loss: 1.355328 - generator loss: 0.748469 - 1s
Epoch 27916/50000
discriminator loss: 1.358665 - generator loss: 0.745300 - 1s
Epoch 27917/50000
discriminator loss: 1.354021 - generator loss: 0.743864 - 1s
Epoch 27918/50000
discriminator loss: 1.346166 - generator loss: 0.751778 - 1s
Epoch 27919/50000
discriminator loss: 1.343662 - generator loss: 0.755042 - 1s
Epoch 27920/50000
discriminator loss: 1.349283 - generator loss: 0.743905 - 1s
Epoch 27921/50000
discriminator loss: 1.357134 - generator loss: 0.740707 - 1s
Epoch 27922/50000
discriminator loss: 1.344907 - generator loss: 0.764756 - 1s
Epoch 27923/50000
discriminator loss: 1.337134 - generator loss: 0.761907 - 1s
Epoch 27924/50000
discriminator loss: 1.343284 - generator loss: 0.750961 - 1s
Epoch 27925/50000
discriminator loss: 1.342314 - generator loss: 0.748790 - 1s
Epoch 27926/50000
discriminator loss: 1.357393 - generator loss: 0.741776 - 1s
Epoch 27927/50000
discriminator loss: 1.353998 - generator loss: 0.744819 - 1s
Epoch 27928/50000
discriminator loss: 1.342916 - generator loss: 0.755088 - 1s
Epoch 27929/50000
discriminator loss: 1.342407 - generator loss: 0.753030 - 1s
Epoch 27930/50000
discriminator loss: 1.344373 - generator loss: 0.756435 - 1s
Epoch 27931/50000
discriminator loss: 1.356566 - generator loss: 0.743257 - 1s
Epoch 27932/50000
discriminator loss: 1.343749 - generator loss: 0.747833 - 1s
Epoch 27933/50000
discriminator loss: 1.352169 - generator loss: 0.748248 - 1s
Epoch 27934/50000
discriminator loss: 1.343997 - generator loss: 0.757612 - 1s
Epoch 27935/50000
discriminator loss: 1.332780 - generator loss: 0.760204 - 1s
Epoch 27936/50000
discriminator loss: 1.340432 - generator loss: 0.755709 - 1s
Epoch 27937/50000
discriminator loss: 1.346565 - generator loss: 0.754185 - 1s
Epoch 27938/50000
discriminator loss: 1.349920 - generator loss: 0.744863 - 1s
Epoch 27939/50000
discriminator loss: 1.346143 - generator loss: 0.750138 - 1s
Epoch 27940/50000
discriminator loss: 1.351673 - generator loss: 0.748583 - 1s
Epoch 27941/50000
discriminator loss: 1.348763 - generator loss: 0.746825 - 1s
Epoch 27942/50000
discriminator loss: 1.344050 - generator loss: 0.756652 - 1s
Epoch 27943/50000
discriminator loss: 1.356335 - generator loss: 0.746559 - 1s
Epoch 27944/50000
discriminator loss: 1.356409 - generator loss: 0.746105 - 1s
Epoch 27945/50000
discriminator loss: 1.351992 - generator loss: 0.748193 - 1s
Epoch 27946/50000
discriminator loss: 1.352209 - generator loss: 0.744343 - 1s
Epoch 27947/50000
discriminator loss: 1.354178 - generator loss: 0.743849 - 1s
Epoch 27948/50000
discriminator loss: 1.347759 - generator loss: 0.748124 - 1s
Epoch 27949/50000
discriminator loss: 1.342301 - generator loss: 0.758476 - 1s
Epoch 27950/50000
discriminator loss: 1.354951 - generator loss: 0.743304 - 1s
Epoch 27951/50000
discriminator loss: 1.354193 - generator loss: 0.748818 - 1s
Epoch 27952/50000
discriminator loss: 1.350132 - generator loss: 0.754803 - 1s
Epoch 27953/50000
discriminator loss: 1.345000 - generator loss: 0.750729 - 1s
Epoch 27954/50000
discriminator loss: 1.349991 - generator loss: 0.753970 - 1s
Epoch 27955/50000
discriminator loss: 1.346987 - generator loss: 0.755591 - 1s
Epoch 27956/50000
discriminator loss: 1.356076 - generator loss: 0.740730 - 1s
Epoch 27957/50000
discriminator loss: 1.351087 - generator loss: 0.742456 - 1s
Epoch 27958/50000
discriminator loss: 1.351127 - generator loss: 0.751518 - 1s
Epoch 27959/50000
discriminator loss: 1.348928 - generator loss: 0.757217 - 1s
Epoch 27960/50000
discriminator loss: 1.354977 - generator loss: 0.747616 - 1s
Epoch 27961/50000
discriminator loss: 1.347243 - generator loss: 0.744422 - 1s
Epoch 27962/50000
discriminator loss: 1.341816 - generator loss: 0.759262 - 1s
Epoch 27963/50000
discriminator loss: 1.351101 - generator loss: 0.749561 - 1s
Epoch 27964/50000
discriminator loss: 1.348449 - generator loss: 0.752151 - 1s
Epoch 27965/50000
discriminator loss: 1.346470 - generator loss: 0.750635 - 1s
Epoch 27966/50000
discriminator loss: 1.352653 - generator loss: 0.744722 - 1s
Epoch 27967/50000
discriminator loss: 1.354435 - generator loss: 0.742382 - 1s
Epoch 27968/50000
discriminator loss: 1.357081 - generator loss: 0.741001 - 1s
Epoch 27969/50000
discriminator loss: 1.348557 - generator loss: 0.752757 - 1s
Epoch 27970/50000
discriminator loss: 1.346394 - generator loss: 0.753849 - 1s
Epoch 27971/50000
discriminator loss: 1.347229 - generator loss: 0.751485 - 1s
Epoch 27972/50000
discriminator loss: 1.341248 - generator loss: 0.756759 - 1s
Epoch 27973/50000
discriminator loss: 1.347488 - generator loss: 0.751133 - 1s
Epoch 27974/50000
discriminator loss: 1.355585 - generator loss: 0.743482 - 1s
Epoch 27975/50000
discriminator loss: 1.352669 - generator loss: 0.751538 - 1s
Epoch 27976/50000
discriminator loss: 1.352825 - generator loss: 0.740680 - 1s
Epoch 27977/50000
discriminator loss: 1.352241 - generator loss: 0.748016 - 1s
Epoch 27978/50000
discriminator loss: 1.343263 - generator loss: 0.750449 - 1s
Epoch 27979/50000
discriminator loss: 1.344741 - generator loss: 0.754159 - 1s
Epoch 27980/50000
discriminator loss: 1.347792 - generator loss: 0.742710 - 1s
Epoch 27981/50000
discriminator loss: 1.356772 - generator loss: 0.749830 - 1s
Epoch 27982/50000
discriminator loss: 1.352007 - generator loss: 0.753393 - 1s
Epoch 27983/50000
discriminator loss: 1.351549 - generator loss: 0.747817 - 1s
Epoch 27984/50000
discriminator loss: 1.347718 - generator loss: 0.744735 - 1s
Epoch 27985/50000
discriminator loss: 1.355361 - generator loss: 0.749192 - 1s
Epoch 27986/50000
discriminator loss: 1.344879 - generator loss: 0.749532 - 1s
Epoch 27987/50000
discriminator loss: 1.345855 - generator loss: 0.751668 - 1s
Epoch 27988/50000
discriminator loss: 1.350589 - generator loss: 0.751689 - 1s
Epoch 27989/50000
discriminator loss: 1.344100 - generator loss: 0.748140 - 1s
Epoch 27990/50000
discriminator loss: 1.354677 - generator loss: 0.746093 - 1s
Epoch 27991/50000
discriminator loss: 1.351634 - generator loss: 0.747075 - 1s
Epoch 27992/50000
discriminator loss: 1.353067 - generator loss: 0.746169 - 1s
Epoch 27993/50000
discriminator loss: 1.347821 - generator loss: 0.748915 - 1s
Epoch 27994/50000
discriminator loss: 1.350162 - generator loss: 0.754134 - 1s
Epoch 27995/50000
discriminator loss: 1.352243 - generator loss: 0.745442 - 1s
Epoch 27996/50000
discriminator loss: 1.347033 - generator loss: 0.753374 - 1s
Epoch 27997/50000
discriminator loss: 1.346870 - generator loss: 0.743498 - 1s
Epoch 27998/50000
discriminator loss: 1.349739 - generator loss: 0.748362 - 1s
Epoch 27999/50000
discriminator loss: 1.353851 - generator loss: 0.747326 - 1s
Epoch 28000/50000
discriminator loss: 1.356109 - generator loss: 0.739458 - 1s
Epoch 28001/50000
discriminator loss: 1.356264 - generator loss: 0.746418 - 1s

Loss: 

Epoch 28002/50000
discriminator loss: 1.354794 - generator loss: 0.752732 - 1s
Epoch 28003/50000
discriminator loss: 1.354541 - generator loss: 0.749221 - 1s
Epoch 28004/50000
discriminator loss: 1.354183 - generator loss: 0.744927 - 1s
Epoch 28005/50000
discriminator loss: 1.349838 - generator loss: 0.749153 - 1s
Epoch 28006/50000
discriminator loss: 1.355270 - generator loss: 0.743030 - 1s
Epoch 28007/50000
discriminator loss: 1.341482 - generator loss: 0.756625 - 1s
Epoch 28008/50000
discriminator loss: 1.340827 - generator loss: 0.753236 - 1s
Epoch 28009/50000
discriminator loss: 1.344232 - generator loss: 0.748497 - 1s
Epoch 28010/50000
discriminator loss: 1.351562 - generator loss: 0.751169 - 1s
Epoch 28011/50000
discriminator loss: 1.346492 - generator loss: 0.750238 - 1s
Epoch 28012/50000
discriminator loss: 1.354030 - generator loss: 0.748613 - 1s
Epoch 28013/50000
discriminator loss: 1.348107 - generator loss: 0.753451 - 1s
Epoch 28014/50000
discriminator loss: 1.360576 - generator loss: 0.740985 - 1s
Epoch 28015/50000
discriminator loss: 1.354254 - generator loss: 0.749874 - 1s
Epoch 28016/50000
discriminator loss: 1.357175 - generator loss: 0.738481 - 1s
Epoch 28017/50000
discriminator loss: 1.352605 - generator loss: 0.747012 - 1s
Epoch 28018/50000
discriminator loss: 1.348133 - generator loss: 0.753900 - 1s
Epoch 28019/50000
discriminator loss: 1.345263 - generator loss: 0.750916 - 1s
Epoch 28020/50000
discriminator loss: 1.352222 - generator loss: 0.748208 - 1s
Epoch 28021/50000
discriminator loss: 1.343198 - generator loss: 0.749763 - 1s
Epoch 28022/50000
discriminator loss: 1.342744 - generator loss: 0.757408 - 1s
Epoch 28023/50000
discriminator loss: 1.341096 - generator loss: 0.763043 - 1s
Epoch 28024/50000
discriminator loss: 1.351250 - generator loss: 0.751586 - 1s
Epoch 28025/50000
discriminator loss: 1.351314 - generator loss: 0.738932 - 1s
Epoch 28026/50000
discriminator loss: 1.346222 - generator loss: 0.750434 - 1s
Epoch 28027/50000
discriminator loss: 1.351120 - generator loss: 0.737169 - 1s
Epoch 28028/50000
discriminator loss: 1.337061 - generator loss: 0.760329 - 1s
Epoch 28029/50000
discriminator loss: 1.344893 - generator loss: 0.750116 - 1s
Epoch 28030/50000
discriminator loss: 1.355348 - generator loss: 0.746116 - 1s
Epoch 28031/50000
discriminator loss: 1.352548 - generator loss: 0.758275 - 1s
Epoch 28032/50000
discriminator loss: 1.348614 - generator loss: 0.754681 - 1s
Epoch 28033/50000
discriminator loss: 1.346352 - generator loss: 0.749327 - 1s
Epoch 28034/50000
discriminator loss: 1.346185 - generator loss: 0.755662 - 1s
Epoch 28035/50000
discriminator loss: 1.346438 - generator loss: 0.750895 - 1s
Epoch 28036/50000
discriminator loss: 1.352833 - generator loss: 0.744027 - 1s
Epoch 28037/50000
discriminator loss: 1.347210 - generator loss: 0.746269 - 1s
Epoch 28038/50000
discriminator loss: 1.336510 - generator loss: 0.758390 - 1s
Epoch 28039/50000
discriminator loss: 1.347865 - generator loss: 0.748817 - 1s
Epoch 28040/50000
discriminator loss: 1.350838 - generator loss: 0.742096 - 1s
Epoch 28041/50000
discriminator loss: 1.353372 - generator loss: 0.750660 - 1s
Epoch 28042/50000
discriminator loss: 1.348255 - generator loss: 0.760137 - 1s
Epoch 28043/50000
discriminator loss: 1.344989 - generator loss: 0.759492 - 1s
Epoch 28044/50000
discriminator loss: 1.339470 - generator loss: 0.756537 - 1s
Epoch 28045/50000
discriminator loss: 1.350256 - generator loss: 0.752746 - 1s
Epoch 28046/50000
discriminator loss: 1.356335 - generator loss: 0.739007 - 1s
Epoch 28047/50000
discriminator loss: 1.337803 - generator loss: 0.756530 - 1s
Epoch 28048/50000
discriminator loss: 1.340990 - generator loss: 0.752367 - 1s
Epoch 28049/50000
discriminator loss: 1.338807 - generator loss: 0.755410 - 1s
Epoch 28050/50000
discriminator loss: 1.348386 - generator loss: 0.763091 - 1s
Epoch 28051/50000
discriminator loss: 1.353896 - generator loss: 0.737424 - 1s
Epoch 28052/50000
discriminator loss: 1.353918 - generator loss: 0.757086 - 1s
Epoch 28053/50000
discriminator loss: 1.348446 - generator loss: 0.752781 - 1s
Epoch 28054/50000
discriminator loss: 1.345435 - generator loss: 0.756438 - 1s
Epoch 28055/50000
discriminator loss: 1.358368 - generator loss: 0.740159 - 1s
Epoch 28056/50000
discriminator loss: 1.351920 - generator loss: 0.747946 - 1s
Epoch 28057/50000
discriminator loss: 1.353385 - generator loss: 0.748829 - 1s
Epoch 28058/50000
discriminator loss: 1.351732 - generator loss: 0.740995 - 1s
Epoch 28059/50000
discriminator loss: 1.343694 - generator loss: 0.754953 - 1s
Epoch 28060/50000
discriminator loss: 1.356033 - generator loss: 0.742333 - 1s
Epoch 28061/50000
discriminator loss: 1.351176 - generator loss: 0.748842 - 1s
Epoch 28062/50000
discriminator loss: 1.350694 - generator loss: 0.756404 - 1s
Epoch 28063/50000
discriminator loss: 1.348765 - generator loss: 0.754766 - 1s
Epoch 28064/50000
discriminator loss: 1.349720 - generator loss: 0.752221 - 1s
Epoch 28065/50000
discriminator loss: 1.351342 - generator loss: 0.752441 - 1s
Epoch 28066/50000
discriminator loss: 1.367913 - generator loss: 0.731452 - 1s
Epoch 28067/50000
discriminator loss: 1.355952 - generator loss: 0.745087 - 1s
Epoch 28068/50000
discriminator loss: 1.342707 - generator loss: 0.752717 - 1s
Epoch 28069/50000
discriminator loss: 1.349175 - generator loss: 0.752793 - 1s
Epoch 28070/50000
discriminator loss: 1.351744 - generator loss: 0.742820 - 1s
Epoch 28071/50000
discriminator loss: 1.359853 - generator loss: 0.749045 - 1s
Epoch 28072/50000
discriminator loss: 1.355270 - generator loss: 0.745256 - 1s
Epoch 28073/50000
discriminator loss: 1.347711 - generator loss: 0.752296 - 1s
Epoch 28074/50000
discriminator loss: 1.346846 - generator loss: 0.749790 - 1s
Epoch 28075/50000
discriminator loss: 1.344535 - generator loss: 0.757467 - 1s
Epoch 28076/50000
discriminator loss: 1.356859 - generator loss: 0.736249 - 1s
Epoch 28077/50000
discriminator loss: 1.351558 - generator loss: 0.750393 - 1s
Epoch 28078/50000
discriminator loss: 1.342396 - generator loss: 0.752503 - 1s
Epoch 28079/50000
discriminator loss: 1.341439 - generator loss: 0.759056 - 1s
Epoch 28080/50000
discriminator loss: 1.340305 - generator loss: 0.749024 - 1s
Epoch 28081/50000
discriminator loss: 1.361463 - generator loss: 0.737865 - 1s
Epoch 28082/50000
discriminator loss: 1.358633 - generator loss: 0.742252 - 1s
Epoch 28083/50000
discriminator loss: 1.352329 - generator loss: 0.755503 - 1s
Epoch 28084/50000
discriminator loss: 1.343995 - generator loss: 0.753933 - 1s
Epoch 28085/50000
discriminator loss: 1.349732 - generator loss: 0.752419 - 1s
Epoch 28086/50000
discriminator loss: 1.348151 - generator loss: 0.751033 - 1s
Epoch 28087/50000
discriminator loss: 1.352897 - generator loss: 0.742285 - 1s
Epoch 28088/50000
discriminator loss: 1.353080 - generator loss: 0.743592 - 1s
Epoch 28089/50000
discriminator loss: 1.342861 - generator loss: 0.756163 - 1s
Epoch 28090/50000
discriminator loss: 1.342346 - generator loss: 0.749704 - 1s
Epoch 28091/50000
discriminator loss: 1.345645 - generator loss: 0.755832 - 1s
Epoch 28092/50000
discriminator loss: 1.348232 - generator loss: 0.748949 - 1s
Epoch 28093/50000
discriminator loss: 1.345258 - generator loss: 0.758491 - 1s
Epoch 28094/50000
discriminator loss: 1.342077 - generator loss: 0.753184 - 1s
Epoch 28095/50000
discriminator loss: 1.344166 - generator loss: 0.753638 - 1s
Epoch 28096/50000
discriminator loss: 1.351929 - generator loss: 0.753015 - 1s
Epoch 28097/50000
discriminator loss: 1.346342 - generator loss: 0.748817 - 1s
Epoch 28098/50000
discriminator loss: 1.349664 - generator loss: 0.742363 - 1s
Epoch 28099/50000
discriminator loss: 1.348935 - generator loss: 0.746501 - 1s
Epoch 28100/50000
discriminator loss: 1.340640 - generator loss: 0.756502 - 1s
Epoch 28101/50000
discriminator loss: 1.345185 - generator loss: 0.747240 - 1s
Epoch 28102/50000
discriminator loss: 1.352571 - generator loss: 0.753686 - 1s
Epoch 28103/50000
discriminator loss: 1.347660 - generator loss: 0.750924 - 1s
Epoch 28104/50000
discriminator loss: 1.349649 - generator loss: 0.753163 - 1s
Epoch 28105/50000
discriminator loss: 1.347727 - generator loss: 0.755046 - 1s
Epoch 28106/50000
discriminator loss: 1.351233 - generator loss: 0.754637 - 1s
Epoch 28107/50000
discriminator loss: 1.345697 - generator loss: 0.743328 - 1s
Epoch 28108/50000
discriminator loss: 1.349998 - generator loss: 0.742731 - 1s
Epoch 28109/50000
discriminator loss: 1.345259 - generator loss: 0.749341 - 1s
Epoch 28110/50000
discriminator loss: 1.350009 - generator loss: 0.748366 - 1s
Epoch 28111/50000
discriminator loss: 1.352587 - generator loss: 0.745346 - 1s
Epoch 28112/50000
discriminator loss: 1.356785 - generator loss: 0.743019 - 1s
Epoch 28113/50000
discriminator loss: 1.351729 - generator loss: 0.757709 - 1s
Epoch 28114/50000
discriminator loss: 1.349761 - generator loss: 0.749778 - 1s
Epoch 28115/50000
discriminator loss: 1.346598 - generator loss: 0.752278 - 1s
Epoch 28116/50000
discriminator loss: 1.339314 - generator loss: 0.758182 - 1s
Epoch 28117/50000
discriminator loss: 1.351008 - generator loss: 0.747738 - 1s
Epoch 28118/50000
discriminator loss: 1.356686 - generator loss: 0.739837 - 1s
Epoch 28119/50000
discriminator loss: 1.347654 - generator loss: 0.747895 - 1s
Epoch 28120/50000
discriminator loss: 1.344879 - generator loss: 0.755325 - 1s
Epoch 28121/50000
discriminator loss: 1.347890 - generator loss: 0.750524 - 1s
Epoch 28122/50000
discriminator loss: 1.356314 - generator loss: 0.743836 - 1s
Epoch 28123/50000
discriminator loss: 1.351462 - generator loss: 0.740775 - 1s
Epoch 28124/50000
discriminator loss: 1.343560 - generator loss: 0.765562 - 1s
Epoch 28125/50000
discriminator loss: 1.342197 - generator loss: 0.755229 - 1s
Epoch 28126/50000
discriminator loss: 1.347378 - generator loss: 0.750008 - 1s
Epoch 28127/50000
discriminator loss: 1.356650 - generator loss: 0.746468 - 1s
Epoch 28128/50000
discriminator loss: 1.350878 - generator loss: 0.746929 - 1s
Epoch 28129/50000
discriminator loss: 1.347206 - generator loss: 0.745584 - 1s
Epoch 28130/50000
discriminator loss: 1.341352 - generator loss: 0.757064 - 1s
Epoch 28131/50000
discriminator loss: 1.350685 - generator loss: 0.754678 - 1s
Epoch 28132/50000
discriminator loss: 1.353887 - generator loss: 0.748774 - 1s
Epoch 28133/50000
discriminator loss: 1.350149 - generator loss: 0.748358 - 1s
Epoch 28134/50000
discriminator loss: 1.364543 - generator loss: 0.741868 - 1s
Epoch 28135/50000
discriminator loss: 1.355006 - generator loss: 0.751945 - 1s
Epoch 28136/50000
discriminator loss: 1.348093 - generator loss: 0.755034 - 1s
Epoch 28137/50000
discriminator loss: 1.348261 - generator loss: 0.745037 - 1s
Epoch 28138/50000
discriminator loss: 1.346632 - generator loss: 0.750360 - 1s
Epoch 28139/50000
discriminator loss: 1.338899 - generator loss: 0.750463 - 1s
Epoch 28140/50000
discriminator loss: 1.339459 - generator loss: 0.750978 - 1s
Epoch 28141/50000
discriminator loss: 1.350137 - generator loss: 0.750944 - 1s
Epoch 28142/50000
discriminator loss: 1.354617 - generator loss: 0.740580 - 1s
Epoch 28143/50000
discriminator loss: 1.352736 - generator loss: 0.752793 - 1s
Epoch 28144/50000
discriminator loss: 1.343939 - generator loss: 0.755723 - 1s
Epoch 28145/50000
discriminator loss: 1.344461 - generator loss: 0.754321 - 1s
Epoch 28146/50000
discriminator loss: 1.338240 - generator loss: 0.754245 - 1s
Epoch 28147/50000
discriminator loss: 1.352082 - generator loss: 0.749415 - 1s
Epoch 28148/50000
discriminator loss: 1.358785 - generator loss: 0.736327 - 1s
Epoch 28149/50000
discriminator loss: 1.354685 - generator loss: 0.744917 - 1s
Epoch 28150/50000
discriminator loss: 1.346159 - generator loss: 0.749351 - 1s
Epoch 28151/50000
discriminator loss: 1.347586 - generator loss: 0.753304 - 1s
Epoch 28152/50000
discriminator loss: 1.347464 - generator loss: 0.751740 - 1s
Epoch 28153/50000
discriminator loss: 1.352343 - generator loss: 0.747755 - 1s
Epoch 28154/50000
discriminator loss: 1.344778 - generator loss: 0.757858 - 1s
Epoch 28155/50000
discriminator loss: 1.341771 - generator loss: 0.758405 - 1s
Epoch 28156/50000
discriminator loss: 1.341076 - generator loss: 0.751061 - 1s
Epoch 28157/50000
discriminator loss: 1.348938 - generator loss: 0.748623 - 1s
Epoch 28158/50000
discriminator loss: 1.344436 - generator loss: 0.752612 - 1s
Epoch 28159/50000
discriminator loss: 1.340958 - generator loss: 0.752004 - 1s
Epoch 28160/50000
discriminator loss: 1.336981 - generator loss: 0.754747 - 1s
Epoch 28161/50000
discriminator loss: 1.349938 - generator loss: 0.745767 - 1s
Epoch 28162/50000
discriminator loss: 1.353132 - generator loss: 0.746899 - 1s
Epoch 28163/50000
discriminator loss: 1.355312 - generator loss: 0.749814 - 1s
Epoch 28164/50000
discriminator loss: 1.341531 - generator loss: 0.759487 - 1s
Epoch 28165/50000
discriminator loss: 1.351400 - generator loss: 0.750598 - 1s
Epoch 28166/50000
discriminator loss: 1.348598 - generator loss: 0.746718 - 1s
Epoch 28167/50000
discriminator loss: 1.348759 - generator loss: 0.751388 - 1s
Epoch 28168/50000
discriminator loss: 1.356821 - generator loss: 0.732226 - 1s
Epoch 28169/50000
discriminator loss: 1.347498 - generator loss: 0.755799 - 1s
Epoch 28170/50000
discriminator loss: 1.350903 - generator loss: 0.750207 - 1s
Epoch 28171/50000
discriminator loss: 1.343400 - generator loss: 0.754768 - 1s
Epoch 28172/50000
discriminator loss: 1.355953 - generator loss: 0.749702 - 1s
Epoch 28173/50000
discriminator loss: 1.351792 - generator loss: 0.752908 - 1s
Epoch 28174/50000
discriminator loss: 1.350746 - generator loss: 0.748997 - 1s
Epoch 28175/50000
discriminator loss: 1.342157 - generator loss: 0.755466 - 1s
Epoch 28176/50000
discriminator loss: 1.347867 - generator loss: 0.748398 - 1s
Epoch 28177/50000
discriminator loss: 1.362711 - generator loss: 0.740717 - 1s
Epoch 28178/50000
discriminator loss: 1.351915 - generator loss: 0.747266 - 1s
Epoch 28179/50000
discriminator loss: 1.356488 - generator loss: 0.744278 - 1s
Epoch 28180/50000
discriminator loss: 1.337129 - generator loss: 0.754084 - 1s
Epoch 28181/50000
discriminator loss: 1.348495 - generator loss: 0.753916 - 1s
Epoch 28182/50000
discriminator loss: 1.350645 - generator loss: 0.749539 - 1s
Epoch 28183/50000
discriminator loss: 1.356284 - generator loss: 0.744742 - 1s
Epoch 28184/50000
discriminator loss: 1.348532 - generator loss: 0.751025 - 1s
Epoch 28185/50000
discriminator loss: 1.341819 - generator loss: 0.767024 - 1s
Epoch 28186/50000
discriminator loss: 1.346921 - generator loss: 0.757026 - 1s
Epoch 28187/50000
discriminator loss: 1.352483 - generator loss: 0.741755 - 1s
Epoch 28188/50000
discriminator loss: 1.357004 - generator loss: 0.736764 - 1s
Epoch 28189/50000
discriminator loss: 1.350696 - generator loss: 0.748407 - 1s
Epoch 28190/50000
discriminator loss: 1.353889 - generator loss: 0.748829 - 1s
Epoch 28191/50000
discriminator loss: 1.350354 - generator loss: 0.748008 - 1s
Epoch 28192/50000
discriminator loss: 1.341259 - generator loss: 0.755302 - 1s
Epoch 28193/50000
discriminator loss: 1.359259 - generator loss: 0.746725 - 1s
Epoch 28194/50000
discriminator loss: 1.351588 - generator loss: 0.752708 - 1s
Epoch 28195/50000
discriminator loss: 1.351120 - generator loss: 0.745769 - 1s
Epoch 28196/50000
discriminator loss: 1.333409 - generator loss: 0.768596 - 1s
Epoch 28197/50000
discriminator loss: 1.343018 - generator loss: 0.754265 - 1s
Epoch 28198/50000
discriminator loss: 1.354637 - generator loss: 0.738753 - 1s
Epoch 28199/50000
discriminator loss: 1.355734 - generator loss: 0.743455 - 1s
Epoch 28200/50000
discriminator loss: 1.349226 - generator loss: 0.749678 - 1s
Epoch 28201/50000
discriminator loss: 1.342111 - generator loss: 0.750825 - 1s
Epoch 28202/50000
discriminator loss: 1.346381 - generator loss: 0.756283 - 1s
Epoch 28203/50000
discriminator loss: 1.353287 - generator loss: 0.741288 - 1s
Epoch 28204/50000
discriminator loss: 1.348212 - generator loss: 0.758103 - 1s
Epoch 28205/50000
discriminator loss: 1.345195 - generator loss: 0.744677 - 1s
Epoch 28206/50000
discriminator loss: 1.350257 - generator loss: 0.751485 - 1s
Epoch 28207/50000
discriminator loss: 1.351036 - generator loss: 0.745817 - 1s
Epoch 28208/50000
discriminator loss: 1.342725 - generator loss: 0.755029 - 1s
Epoch 28209/50000
discriminator loss: 1.342016 - generator loss: 0.753270 - 1s
Epoch 28210/50000
discriminator loss: 1.342921 - generator loss: 0.756358 - 1s
Epoch 28211/50000
discriminator loss: 1.342865 - generator loss: 0.748623 - 1s
Epoch 28212/50000
discriminator loss: 1.342078 - generator loss: 0.751571 - 1s
Epoch 28213/50000
discriminator loss: 1.352206 - generator loss: 0.746574 - 1s
Epoch 28214/50000
discriminator loss: 1.356047 - generator loss: 0.745103 - 1s
Epoch 28215/50000
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Epoch 28216/50000
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Epoch 28217/50000
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Epoch 28218/50000
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Epoch 28219/50000
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Epoch 28220/50000
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Epoch 28221/50000
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Epoch 28222/50000
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Epoch 28223/50000
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Epoch 28224/50000
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Epoch 28225/50000
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Epoch 28226/50000
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Epoch 28227/50000
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Epoch 28228/50000
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Epoch 28229/50000
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Epoch 28230/50000
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Epoch 28231/50000
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Epoch 28232/50000
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Epoch 28233/50000
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Epoch 28234/50000
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Epoch 28235/50000
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Epoch 28236/50000
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Epoch 28237/50000
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Epoch 28238/50000
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Epoch 28239/50000
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Epoch 28240/50000
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Epoch 28241/50000
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Epoch 28242/50000
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Epoch 28243/50000
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Epoch 28244/50000
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Epoch 28245/50000
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Epoch 28246/50000
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Epoch 28247/50000
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Epoch 28248/50000
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Epoch 28249/50000
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Epoch 28250/50000
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Epoch 28251/50000
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Epoch 28252/50000
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Epoch 28253/50000
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Epoch 28254/50000
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Epoch 28255/50000
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Epoch 28256/50000
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Epoch 28257/50000
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Epoch 28258/50000
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Epoch 28259/50000
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Epoch 28260/50000
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Epoch 28261/50000
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Epoch 28262/50000
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Epoch 28263/50000
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Epoch 28264/50000
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Epoch 28265/50000
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Epoch 28266/50000
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Epoch 28267/50000
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Epoch 28268/50000
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Epoch 28269/50000
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Epoch 28270/50000
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Epoch 28271/50000
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Epoch 28272/50000
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Epoch 28273/50000
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Epoch 28274/50000
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Epoch 28275/50000
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Epoch 28276/50000
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Epoch 28277/50000
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Epoch 28278/50000
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Epoch 28279/50000
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Epoch 28280/50000
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Epoch 28281/50000
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Epoch 28282/50000
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Epoch 28283/50000
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Epoch 28284/50000
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Epoch 28285/50000
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Epoch 28286/50000
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Epoch 28287/50000
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Epoch 28288/50000
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Epoch 28289/50000
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Epoch 28290/50000
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Epoch 28291/50000
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Epoch 28292/50000
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Epoch 28293/50000
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Epoch 28294/50000
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Epoch 28295/50000
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Epoch 28296/50000
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Epoch 28297/50000
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Epoch 28298/50000
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Epoch 28299/50000
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Epoch 28300/50000
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Epoch 28301/50000
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Epoch 28302/50000
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Epoch 28303/50000
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Epoch 28304/50000
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Epoch 28305/50000
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Epoch 28306/50000
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Epoch 28307/50000
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Epoch 28308/50000
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Epoch 28309/50000
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Epoch 28310/50000
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Epoch 28311/50000
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Epoch 28312/50000
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Epoch 28313/50000
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Epoch 28314/50000
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Epoch 28315/50000
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Epoch 28316/50000
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Epoch 28317/50000
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Epoch 28318/50000
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Epoch 28319/50000
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Epoch 28320/50000
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Epoch 28321/50000
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Epoch 28322/50000
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Epoch 28323/50000
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Epoch 28324/50000
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Epoch 28325/50000
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Epoch 28326/50000
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Epoch 28327/50000
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Epoch 28328/50000
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Epoch 28329/50000
discriminator loss: 1.348418 - generator loss: 0.745104 - 1s
Epoch 28330/50000
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Epoch 28331/50000
discriminator loss: 1.348898 - generator loss: 0.751500 - 1s
Epoch 28332/50000
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Epoch 28333/50000
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Epoch 28334/50000
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Epoch 28335/50000
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Epoch 28336/50000
discriminator loss: 1.354310 - generator loss: 0.741716 - 1s
Epoch 28337/50000
discriminator loss: 1.347965 - generator loss: 0.752130 - 1s
Epoch 28338/50000
discriminator loss: 1.350145 - generator loss: 0.751848 - 1s
Epoch 28339/50000
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Epoch 28340/50000
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Epoch 28341/50000
discriminator loss: 1.348729 - generator loss: 0.750939 - 1s
Epoch 28342/50000
discriminator loss: 1.345661 - generator loss: 0.748124 - 1s
Epoch 28343/50000
discriminator loss: 1.349144 - generator loss: 0.748620 - 1s
Epoch 28344/50000
discriminator loss: 1.350011 - generator loss: 0.749360 - 1s
Epoch 28345/50000
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Epoch 28346/50000
discriminator loss: 1.353091 - generator loss: 0.746194 - 1s
Epoch 28347/50000
discriminator loss: 1.349222 - generator loss: 0.753674 - 1s
Epoch 28348/50000
discriminator loss: 1.356907 - generator loss: 0.740126 - 1s
Epoch 28349/50000
discriminator loss: 1.347321 - generator loss: 0.749884 - 1s
Epoch 28350/50000
discriminator loss: 1.348927 - generator loss: 0.750324 - 1s
Epoch 28351/50000
discriminator loss: 1.346534 - generator loss: 0.750431 - 1s
Epoch 28352/50000
discriminator loss: 1.349205 - generator loss: 0.744868 - 1s
Epoch 28353/50000
discriminator loss: 1.353628 - generator loss: 0.745891 - 1s
Epoch 28354/50000
discriminator loss: 1.345817 - generator loss: 0.755525 - 1s
Epoch 28355/50000
discriminator loss: 1.346448 - generator loss: 0.755468 - 1s
Epoch 28356/50000
discriminator loss: 1.353127 - generator loss: 0.752573 - 1s
Epoch 28357/50000
discriminator loss: 1.350366 - generator loss: 0.749027 - 1s
Epoch 28358/50000
discriminator loss: 1.354735 - generator loss: 0.742659 - 1s
Epoch 28359/50000
discriminator loss: 1.350177 - generator loss: 0.753940 - 1s
Epoch 28360/50000
discriminator loss: 1.347229 - generator loss: 0.754676 - 1s
Epoch 28361/50000
discriminator loss: 1.350938 - generator loss: 0.747429 - 1s
Epoch 28362/50000
discriminator loss: 1.346837 - generator loss: 0.749336 - 1s
Epoch 28363/50000
discriminator loss: 1.358837 - generator loss: 0.745778 - 1s
Epoch 28364/50000
discriminator loss: 1.347645 - generator loss: 0.751699 - 1s
Epoch 28365/50000
discriminator loss: 1.353556 - generator loss: 0.750580 - 1s
Epoch 28366/50000
discriminator loss: 1.340608 - generator loss: 0.753683 - 1s
Epoch 28367/50000
discriminator loss: 1.351782 - generator loss: 0.748040 - 1s
Epoch 28368/50000
discriminator loss: 1.342698 - generator loss: 0.754650 - 1s
Epoch 28369/50000
discriminator loss: 1.344339 - generator loss: 0.744857 - 1s
Epoch 28370/50000
discriminator loss: 1.350379 - generator loss: 0.750967 - 1s
Epoch 28371/50000
discriminator loss: 1.350077 - generator loss: 0.748381 - 1s
Epoch 28372/50000
discriminator loss: 1.353304 - generator loss: 0.745971 - 1s
Epoch 28373/50000
discriminator loss: 1.343258 - generator loss: 0.758694 - 1s
Epoch 28374/50000
discriminator loss: 1.344606 - generator loss: 0.758860 - 1s
Epoch 28375/50000
discriminator loss: 1.350495 - generator loss: 0.746599 - 1s
Epoch 28376/50000
discriminator loss: 1.356038 - generator loss: 0.744606 - 1s
Epoch 28377/50000
discriminator loss: 1.352155 - generator loss: 0.746264 - 1s
Epoch 28378/50000
discriminator loss: 1.341747 - generator loss: 0.749926 - 1s
Epoch 28379/50000
discriminator loss: 1.342144 - generator loss: 0.755306 - 1s
Epoch 28380/50000
discriminator loss: 1.350963 - generator loss: 0.748829 - 1s
Epoch 28381/50000
discriminator loss: 1.351952 - generator loss: 0.751773 - 1s
Epoch 28382/50000
discriminator loss: 1.349379 - generator loss: 0.747635 - 1s
Epoch 28383/50000
discriminator loss: 1.339743 - generator loss: 0.770230 - 1s
Epoch 28384/50000
discriminator loss: 1.337399 - generator loss: 0.752404 - 1s
Epoch 28385/50000
discriminator loss: 1.342515 - generator loss: 0.759324 - 1s
Epoch 28386/50000
discriminator loss: 1.351587 - generator loss: 0.741592 - 1s
Epoch 28387/50000
discriminator loss: 1.359194 - generator loss: 0.741123 - 1s
Epoch 28388/50000
discriminator loss: 1.345948 - generator loss: 0.746964 - 1s
Epoch 28389/50000
discriminator loss: 1.335081 - generator loss: 0.760362 - 1s
Epoch 28390/50000
discriminator loss: 1.345064 - generator loss: 0.755177 - 1s
Epoch 28391/50000
discriminator loss: 1.356268 - generator loss: 0.745169 - 1s
Epoch 28392/50000
discriminator loss: 1.359304 - generator loss: 0.740668 - 1s
Epoch 28393/50000
discriminator loss: 1.348377 - generator loss: 0.753574 - 1s
Epoch 28394/50000
discriminator loss: 1.348006 - generator loss: 0.750751 - 1s
Epoch 28395/50000
discriminator loss: 1.347323 - generator loss: 0.757340 - 1s
Epoch 28396/50000
discriminator loss: 1.347955 - generator loss: 0.747922 - 1s
Epoch 28397/50000
discriminator loss: 1.357262 - generator loss: 0.742972 - 1s
Epoch 28398/50000
discriminator loss: 1.353477 - generator loss: 0.743573 - 1s
Epoch 28399/50000
discriminator loss: 1.345685 - generator loss: 0.750935 - 1s
Epoch 28400/50000
discriminator loss: 1.338355 - generator loss: 0.753801 - 1s
Epoch 28401/50000
discriminator loss: 1.356963 - generator loss: 0.743841 - 1s
Epoch 28402/50000
discriminator loss: 1.358835 - generator loss: 0.742580 - 1s
Epoch 28403/50000
discriminator loss: 1.350936 - generator loss: 0.755093 - 1s
Epoch 28404/50000
discriminator loss: 1.345921 - generator loss: 0.752319 - 1s
Epoch 28405/50000
discriminator loss: 1.336941 - generator loss: 0.763953 - 1s
Epoch 28406/50000
discriminator loss: 1.355047 - generator loss: 0.736600 - 1s
Epoch 28407/50000
discriminator loss: 1.356563 - generator loss: 0.747038 - 1s
Epoch 28408/50000
discriminator loss: 1.344238 - generator loss: 0.746660 - 1s
Epoch 28409/50000
discriminator loss: 1.341586 - generator loss: 0.748324 - 1s
Epoch 28410/50000
discriminator loss: 1.352691 - generator loss: 0.757012 - 1s
Epoch 28411/50000
discriminator loss: 1.347231 - generator loss: 0.750684 - 1s
Epoch 28412/50000
discriminator loss: 1.352507 - generator loss: 0.751026 - 1s
Epoch 28413/50000
discriminator loss: 1.340547 - generator loss: 0.750940 - 1s
Epoch 28414/50000
discriminator loss: 1.338961 - generator loss: 0.760080 - 1s
Epoch 28415/50000
discriminator loss: 1.344249 - generator loss: 0.763099 - 1s
Epoch 28416/50000
discriminator loss: 1.353490 - generator loss: 0.743890 - 1s
Epoch 28417/50000
discriminator loss: 1.350025 - generator loss: 0.749543 - 1s
Epoch 28418/50000
discriminator loss: 1.352584 - generator loss: 0.746323 - 1s
Epoch 28419/50000
discriminator loss: 1.341477 - generator loss: 0.749835 - 1s
Epoch 28420/50000
discriminator loss: 1.341007 - generator loss: 0.756312 - 1s
Epoch 28421/50000
discriminator loss: 1.347495 - generator loss: 0.748654 - 1s
Epoch 28422/50000
discriminator loss: 1.357814 - generator loss: 0.750992 - 1s
Epoch 28423/50000
discriminator loss: 1.352672 - generator loss: 0.753480 - 1s
Epoch 28424/50000
discriminator loss: 1.339866 - generator loss: 0.758699 - 1s
Epoch 28425/50000
discriminator loss: 1.350783 - generator loss: 0.750779 - 1s
Epoch 28426/50000
discriminator loss: 1.346991 - generator loss: 0.746832 - 1s
Epoch 28427/50000
discriminator loss: 1.360429 - generator loss: 0.742369 - 1s
Epoch 28428/50000
discriminator loss: 1.352586 - generator loss: 0.743553 - 1s
Epoch 28429/50000
discriminator loss: 1.346712 - generator loss: 0.751957 - 1s
Epoch 28430/50000
discriminator loss: 1.345175 - generator loss: 0.756650 - 1s
Epoch 28431/50000
discriminator loss: 1.353807 - generator loss: 0.749749 - 1s
Epoch 28432/50000
discriminator loss: 1.357742 - generator loss: 0.741087 - 1s
Epoch 28433/50000
discriminator loss: 1.355477 - generator loss: 0.745868 - 1s
Epoch 28434/50000
discriminator loss: 1.344724 - generator loss: 0.754865 - 1s
Epoch 28435/50000
discriminator loss: 1.340336 - generator loss: 0.758046 - 1s
Epoch 28436/50000
discriminator loss: 1.342338 - generator loss: 0.762173 - 1s
Epoch 28437/50000
discriminator loss: 1.354101 - generator loss: 0.747823 - 1s
Epoch 28438/50000
discriminator loss: 1.353310 - generator loss: 0.744827 - 1s
Epoch 28439/50000
discriminator loss: 1.337725 - generator loss: 0.749026 - 1s
Epoch 28440/50000
discriminator loss: 1.344420 - generator loss: 0.754067 - 1s
Epoch 28441/50000
discriminator loss: 1.350170 - generator loss: 0.748875 - 1s
Epoch 28442/50000
discriminator loss: 1.350282 - generator loss: 0.743927 - 1s
Epoch 28443/50000
discriminator loss: 1.359458 - generator loss: 0.746175 - 1s
Epoch 28444/50000
discriminator loss: 1.354678 - generator loss: 0.753509 - 1s
Epoch 28445/50000
discriminator loss: 1.339381 - generator loss: 0.764683 - 1s
Epoch 28446/50000
discriminator loss: 1.339463 - generator loss: 0.759438 - 1s
Epoch 28447/50000
discriminator loss: 1.353484 - generator loss: 0.736002 - 1s
Epoch 28448/50000
discriminator loss: 1.358796 - generator loss: 0.744825 - 1s
Epoch 28449/50000
discriminator loss: 1.347920 - generator loss: 0.745884 - 1s
Epoch 28450/50000
discriminator loss: 1.352354 - generator loss: 0.738359 - 1s
Epoch 28451/50000
discriminator loss: 1.355224 - generator loss: 0.750514 - 1s
Epoch 28452/50000
discriminator loss: 1.356119 - generator loss: 0.750337 - 1s
Epoch 28453/50000
discriminator loss: 1.345974 - generator loss: 0.755027 - 1s
Epoch 28454/50000
discriminator loss: 1.345165 - generator loss: 0.751476 - 1s
Epoch 28455/50000
discriminator loss: 1.331964 - generator loss: 0.754694 - 1s
Epoch 28456/50000
discriminator loss: 1.341396 - generator loss: 0.760051 - 1s
Epoch 28457/50000
discriminator loss: 1.345423 - generator loss: 0.755719 - 1s
Epoch 28458/50000
discriminator loss: 1.348696 - generator loss: 0.756528 - 1s
Epoch 28459/50000
discriminator loss: 1.346897 - generator loss: 0.749105 - 1s
Epoch 28460/50000
discriminator loss: 1.346111 - generator loss: 0.750660 - 1s
Epoch 28461/50000
discriminator loss: 1.339911 - generator loss: 0.757397 - 1s
Epoch 28462/50000
discriminator loss: 1.348578 - generator loss: 0.744918 - 1s
Epoch 28463/50000
discriminator loss: 1.353522 - generator loss: 0.742398 - 1s
Epoch 28464/50000
discriminator loss: 1.355392 - generator loss: 0.750435 - 1s
Epoch 28465/50000
discriminator loss: 1.342126 - generator loss: 0.761243 - 1s
Epoch 28466/50000
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Epoch 28467/50000
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Epoch 28468/50000
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Epoch 28469/50000
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Epoch 28470/50000
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Epoch 28471/50000
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Epoch 28472/50000
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Epoch 28473/50000
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Epoch 28474/50000
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Epoch 28475/50000
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Epoch 28476/50000
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Epoch 28477/50000
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Epoch 28478/50000
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Epoch 28479/50000
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Epoch 28480/50000
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Epoch 28481/50000
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Epoch 28482/50000
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Epoch 28483/50000
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Epoch 28484/50000
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Epoch 28485/50000
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Epoch 28486/50000
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Epoch 28487/50000
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Epoch 28488/50000
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Epoch 28489/50000
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Epoch 28490/50000
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Epoch 28491/50000
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Epoch 28492/50000
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Epoch 28493/50000
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Epoch 28494/50000
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Epoch 28495/50000
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Epoch 28496/50000
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Epoch 28497/50000
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Epoch 28498/50000
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Epoch 28499/50000
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Epoch 28500/50000
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Epoch 28501/50000
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Epoch 28502/50000
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Epoch 28503/50000
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Epoch 28504/50000
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Epoch 28505/50000
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Epoch 28506/50000
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Epoch 28507/50000
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Epoch 28508/50000
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Epoch 28509/50000
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Epoch 28510/50000
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Epoch 28511/50000
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Epoch 28512/50000
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Epoch 28513/50000
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Epoch 28514/50000
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Epoch 28515/50000
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Epoch 28516/50000
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Epoch 28517/50000
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Epoch 28518/50000
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Epoch 28519/50000
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Epoch 28520/50000
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Epoch 28521/50000
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Epoch 28522/50000
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Epoch 28523/50000
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Epoch 28524/50000
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Epoch 28525/50000
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Epoch 28526/50000
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Epoch 28527/50000
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Epoch 28528/50000
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Epoch 28529/50000
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Epoch 28530/50000
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Epoch 28531/50000
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Epoch 28532/50000
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Epoch 28533/50000
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Epoch 28534/50000
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Epoch 28535/50000
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Epoch 28536/50000
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Epoch 28537/50000
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Epoch 28538/50000
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Epoch 28539/50000
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Epoch 28540/50000
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Epoch 28541/50000
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Epoch 28542/50000
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Epoch 28543/50000
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Epoch 28544/50000
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Epoch 28545/50000
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Epoch 28546/50000
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Epoch 28547/50000
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Epoch 28548/50000
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Epoch 28549/50000
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Epoch 28550/50000
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Epoch 28551/50000
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Epoch 28552/50000
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Epoch 28553/50000
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Epoch 28554/50000
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Epoch 28555/50000
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Epoch 28556/50000
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Epoch 28557/50000
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Epoch 28558/50000
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Epoch 28559/50000
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Epoch 28560/50000
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Epoch 28561/50000
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Epoch 28562/50000
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Epoch 28563/50000
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Epoch 28564/50000
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Epoch 28565/50000
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Epoch 28566/50000
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Epoch 28567/50000
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Epoch 28568/50000
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Epoch 28569/50000
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Epoch 28570/50000
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Epoch 28571/50000
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Epoch 28572/50000
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Epoch 28573/50000
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Epoch 28574/50000
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Epoch 28575/50000
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Epoch 28576/50000
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Epoch 28577/50000
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Epoch 28578/50000
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Epoch 28579/50000
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Epoch 28580/50000
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Epoch 28581/50000
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Epoch 28582/50000
discriminator loss: 1.348991 - generator loss: 0.751496 - 1s
Epoch 28583/50000
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Epoch 28584/50000
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Epoch 28585/50000
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Epoch 28586/50000
discriminator loss: 1.358853 - generator loss: 0.740346 - 1s
Epoch 28587/50000
discriminator loss: 1.353610 - generator loss: 0.746208 - 1s
Epoch 28588/50000
discriminator loss: 1.345909 - generator loss: 0.759582 - 1s
Epoch 28589/50000
discriminator loss: 1.350190 - generator loss: 0.748234 - 1s
Epoch 28590/50000
discriminator loss: 1.350308 - generator loss: 0.756567 - 1s
Epoch 28591/50000
discriminator loss: 1.351773 - generator loss: 0.748017 - 1s
Epoch 28592/50000
discriminator loss: 1.352385 - generator loss: 0.745470 - 1s
Epoch 28593/50000
discriminator loss: 1.357089 - generator loss: 0.748313 - 1s
Epoch 28594/50000
discriminator loss: 1.356010 - generator loss: 0.741182 - 1s
Epoch 28595/50000
discriminator loss: 1.333220 - generator loss: 0.759813 - 1s
Epoch 28596/50000
discriminator loss: 1.343353 - generator loss: 0.762154 - 1s
Epoch 28597/50000
discriminator loss: 1.347357 - generator loss: 0.751169 - 1s
Epoch 28598/50000
discriminator loss: 1.347573 - generator loss: 0.749885 - 1s
Epoch 28599/50000
discriminator loss: 1.344077 - generator loss: 0.750020 - 1s
Epoch 28600/50000
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Epoch 28601/50000
discriminator loss: 1.346412 - generator loss: 0.752209 - 1s
Epoch 28602/50000
discriminator loss: 1.348802 - generator loss: 0.751849 - 1s
Epoch 28603/50000
discriminator loss: 1.347727 - generator loss: 0.749820 - 1s
Epoch 28604/50000
discriminator loss: 1.349023 - generator loss: 0.749425 - 1s
Epoch 28605/50000
discriminator loss: 1.347373 - generator loss: 0.753192 - 1s
Epoch 28606/50000
discriminator loss: 1.349821 - generator loss: 0.744760 - 1s
Epoch 28607/50000
discriminator loss: 1.355283 - generator loss: 0.742992 - 1s
Epoch 28608/50000
discriminator loss: 1.344025 - generator loss: 0.759375 - 1s
Epoch 28609/50000
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Epoch 28610/50000
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Epoch 28611/50000
discriminator loss: 1.353478 - generator loss: 0.748294 - 1s
Epoch 28612/50000
discriminator loss: 1.347797 - generator loss: 0.749449 - 1s
Epoch 28613/50000
discriminator loss: 1.343356 - generator loss: 0.755812 - 1s
Epoch 28614/50000
discriminator loss: 1.357468 - generator loss: 0.744925 - 1s
Epoch 28615/50000
discriminator loss: 1.344440 - generator loss: 0.750223 - 1s
Epoch 28616/50000
discriminator loss: 1.350968 - generator loss: 0.754558 - 1s
Epoch 28617/50000
discriminator loss: 1.363561 - generator loss: 0.742537 - 1s
Epoch 28618/50000
discriminator loss: 1.355771 - generator loss: 0.746772 - 1s
Epoch 28619/50000
discriminator loss: 1.347319 - generator loss: 0.743890 - 1s
Epoch 28620/50000
discriminator loss: 1.347060 - generator loss: 0.760269 - 1s
Epoch 28621/50000
discriminator loss: 1.352955 - generator loss: 0.742612 - 1s
Epoch 28622/50000
discriminator loss: 1.351191 - generator loss: 0.747820 - 1s
Epoch 28623/50000
discriminator loss: 1.340607 - generator loss: 0.759043 - 1s
Epoch 28624/50000
discriminator loss: 1.341721 - generator loss: 0.754441 - 1s
Epoch 28625/50000
discriminator loss: 1.343345 - generator loss: 0.750301 - 1s
Epoch 28626/50000
discriminator loss: 1.349030 - generator loss: 0.750356 - 1s
Epoch 28627/50000
discriminator loss: 1.349940 - generator loss: 0.750367 - 1s
Epoch 28628/50000
discriminator loss: 1.349746 - generator loss: 0.752155 - 1s
Epoch 28629/50000
discriminator loss: 1.351561 - generator loss: 0.755868 - 1s
Epoch 28630/50000
discriminator loss: 1.341297 - generator loss: 0.752993 - 1s
Epoch 28631/50000
discriminator loss: 1.350317 - generator loss: 0.746880 - 1s
Epoch 28632/50000
discriminator loss: 1.343874 - generator loss: 0.749024 - 1s
Epoch 28633/50000
discriminator loss: 1.347430 - generator loss: 0.746562 - 1s
Epoch 28634/50000
discriminator loss: 1.339997 - generator loss: 0.757513 - 1s
Epoch 28635/50000
discriminator loss: 1.354738 - generator loss: 0.749455 - 1s
Epoch 28636/50000
discriminator loss: 1.358948 - generator loss: 0.749082 - 1s
Epoch 28637/50000
discriminator loss: 1.342105 - generator loss: 0.752146 - 1s
Epoch 28638/50000
discriminator loss: 1.338334 - generator loss: 0.764198 - 1s
Epoch 28639/50000
discriminator loss: 1.344830 - generator loss: 0.746442 - 1s
Epoch 28640/50000
discriminator loss: 1.346670 - generator loss: 0.749565 - 1s
Epoch 28641/50000
discriminator loss: 1.359285 - generator loss: 0.745415 - 1s
Epoch 28642/50000
discriminator loss: 1.349227 - generator loss: 0.749633 - 1s
Epoch 28643/50000
discriminator loss: 1.342711 - generator loss: 0.753199 - 1s
Epoch 28644/50000
discriminator loss: 1.345853 - generator loss: 0.750047 - 1s
Epoch 28645/50000
discriminator loss: 1.354067 - generator loss: 0.747354 - 1s
Epoch 28646/50000
discriminator loss: 1.353529 - generator loss: 0.743843 - 1s
Epoch 28647/50000
discriminator loss: 1.353385 - generator loss: 0.745578 - 1s
Epoch 28648/50000
discriminator loss: 1.338983 - generator loss: 0.768796 - 1s
Epoch 28649/50000
discriminator loss: 1.339785 - generator loss: 0.757951 - 1s
Epoch 28650/50000
discriminator loss: 1.356832 - generator loss: 0.747620 - 1s
Epoch 28651/50000
discriminator loss: 1.358927 - generator loss: 0.738897 - 1s
Epoch 28652/50000
discriminator loss: 1.348499 - generator loss: 0.758697 - 1s
Epoch 28653/50000
discriminator loss: 1.346672 - generator loss: 0.748764 - 1s
Epoch 28654/50000
discriminator loss: 1.333242 - generator loss: 0.761769 - 1s
Epoch 28655/50000
discriminator loss: 1.364984 - generator loss: 0.730522 - 1s
Epoch 28656/50000
discriminator loss: 1.358887 - generator loss: 0.743956 - 1s
Epoch 28657/50000
discriminator loss: 1.353363 - generator loss: 0.746554 - 1s
Epoch 28658/50000
discriminator loss: 1.342542 - generator loss: 0.764857 - 1s
Epoch 28659/50000
discriminator loss: 1.340109 - generator loss: 0.760751 - 1s
Epoch 28660/50000
discriminator loss: 1.345956 - generator loss: 0.754578 - 1s
Epoch 28661/50000
discriminator loss: 1.353628 - generator loss: 0.738340 - 1s
Epoch 28662/50000
discriminator loss: 1.353954 - generator loss: 0.744096 - 1s
Epoch 28663/50000
discriminator loss: 1.347685 - generator loss: 0.752492 - 1s
Epoch 28664/50000
discriminator loss: 1.349918 - generator loss: 0.750618 - 1s
Epoch 28665/50000
discriminator loss: 1.349604 - generator loss: 0.751654 - 1s
Epoch 28666/50000
discriminator loss: 1.365658 - generator loss: 0.733271 - 1s
Epoch 28667/50000
discriminator loss: 1.356313 - generator loss: 0.750750 - 1s
Epoch 28668/50000
discriminator loss: 1.345909 - generator loss: 0.754861 - 1s
Epoch 28669/50000
discriminator loss: 1.346027 - generator loss: 0.752921 - 1s
Epoch 28670/50000
discriminator loss: 1.353261 - generator loss: 0.746392 - 1s
Epoch 28671/50000
discriminator loss: 1.357205 - generator loss: 0.747646 - 1s
Epoch 28672/50000
discriminator loss: 1.357312 - generator loss: 0.745824 - 1s
Epoch 28673/50000
discriminator loss: 1.343068 - generator loss: 0.756770 - 1s
Epoch 28674/50000
discriminator loss: 1.340791 - generator loss: 0.751200 - 1s
Epoch 28675/50000
discriminator loss: 1.345392 - generator loss: 0.754474 - 1s
Epoch 28676/50000
discriminator loss: 1.343872 - generator loss: 0.752707 - 1s
Epoch 28677/50000
discriminator loss: 1.358632 - generator loss: 0.746088 - 1s
Epoch 28678/50000
discriminator loss: 1.352135 - generator loss: 0.755770 - 1s
Epoch 28679/50000
discriminator loss: 1.357396 - generator loss: 0.751110 - 1s
Epoch 28680/50000
discriminator loss: 1.344292 - generator loss: 0.753425 - 1s
Epoch 28681/50000
discriminator loss: 1.352421 - generator loss: 0.746494 - 1s
Epoch 28682/50000
discriminator loss: 1.353595 - generator loss: 0.741282 - 1s
Epoch 28683/50000
discriminator loss: 1.349653 - generator loss: 0.749322 - 1s
Epoch 28684/50000
discriminator loss: 1.343667 - generator loss: 0.749031 - 1s
Epoch 28685/50000
discriminator loss: 1.338302 - generator loss: 0.762540 - 1s
Epoch 28686/50000
discriminator loss: 1.361993 - generator loss: 0.745983 - 1s
Epoch 28687/50000
discriminator loss: 1.350213 - generator loss: 0.751401 - 1s
Epoch 28688/50000
discriminator loss: 1.355391 - generator loss: 0.746771 - 1s
Epoch 28689/50000
discriminator loss: 1.342971 - generator loss: 0.752753 - 1s
Epoch 28690/50000
discriminator loss: 1.347293 - generator loss: 0.760523 - 1s
Epoch 28691/50000
discriminator loss: 1.350331 - generator loss: 0.744604 - 1s
Epoch 28692/50000
discriminator loss: 1.356744 - generator loss: 0.742844 - 1s
Epoch 28693/50000
discriminator loss: 1.349815 - generator loss: 0.753099 - 1s
Epoch 28694/50000
discriminator loss: 1.341174 - generator loss: 0.751519 - 1s
Epoch 28695/50000
discriminator loss: 1.334646 - generator loss: 0.754450 - 1s
Epoch 28696/50000
discriminator loss: 1.352502 - generator loss: 0.745813 - 1s
Epoch 28697/50000
discriminator loss: 1.362796 - generator loss: 0.746464 - 1s
Epoch 28698/50000
discriminator loss: 1.344938 - generator loss: 0.754613 - 1s
Epoch 28699/50000
discriminator loss: 1.334103 - generator loss: 0.762778 - 1s
Epoch 28700/50000
discriminator loss: 1.338391 - generator loss: 0.757861 - 1s
Epoch 28701/50000
discriminator loss: 1.351133 - generator loss: 0.746120 - 1s
Epoch 28702/50000
discriminator loss: 1.348108 - generator loss: 0.752382 - 1s
Epoch 28703/50000
discriminator loss: 1.347437 - generator loss: 0.745961 - 1s
Epoch 28704/50000
discriminator loss: 1.350942 - generator loss: 0.752978 - 1s
Epoch 28705/50000
discriminator loss: 1.346688 - generator loss: 0.747728 - 1s
Epoch 28706/50000
discriminator loss: 1.345873 - generator loss: 0.749975 - 1s
Epoch 28707/50000
discriminator loss: 1.358485 - generator loss: 0.742042 - 1s
Epoch 28708/50000
discriminator loss: 1.341889 - generator loss: 0.759253 - 1s
Epoch 28709/50000
discriminator loss: 1.346573 - generator loss: 0.756805 - 1s
Epoch 28710/50000
discriminator loss: 1.345281 - generator loss: 0.749666 - 1s
Epoch 28711/50000
discriminator loss: 1.351589 - generator loss: 0.749165 - 1s
Epoch 28712/50000
discriminator loss: 1.349348 - generator loss: 0.747743 - 1s
Epoch 28713/50000
discriminator loss: 1.344192 - generator loss: 0.752054 - 1s
Epoch 28714/50000
discriminator loss: 1.352094 - generator loss: 0.755552 - 1s
Epoch 28715/50000
discriminator loss: 1.348454 - generator loss: 0.744931 - 1s
Epoch 28716/50000
discriminator loss: 1.349787 - generator loss: 0.746337 - 1s
Epoch 28717/50000
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Epoch 28718/50000
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Epoch 28719/50000
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Epoch 28720/50000
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Epoch 28721/50000
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Epoch 28722/50000
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Epoch 28723/50000
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Epoch 28724/50000
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Epoch 28725/50000
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Epoch 28726/50000
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Epoch 28727/50000
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Epoch 28728/50000
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Epoch 28729/50000
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Epoch 28730/50000
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Epoch 28731/50000
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Epoch 28732/50000
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Epoch 28733/50000
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Epoch 28734/50000
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Epoch 28735/50000
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Epoch 28736/50000
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Epoch 28737/50000
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Epoch 28738/50000
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Epoch 28739/50000
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Epoch 28740/50000
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Epoch 28741/50000
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Epoch 28742/50000
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Epoch 28743/50000
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Epoch 28744/50000
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Epoch 28745/50000
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Epoch 28746/50000
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Epoch 28747/50000
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Epoch 28748/50000
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Epoch 28749/50000
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Epoch 28750/50000
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Epoch 28751/50000
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Epoch 28752/50000
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Epoch 28753/50000
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Epoch 28754/50000
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Epoch 28755/50000
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Epoch 28756/50000
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Epoch 28757/50000
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Epoch 28758/50000
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Epoch 28759/50000
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Epoch 28760/50000
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Epoch 28761/50000
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Epoch 28762/50000
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Epoch 28763/50000
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Epoch 28764/50000
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Epoch 28765/50000
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Epoch 28766/50000
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Epoch 28767/50000
discriminator loss: 1.350389 - generator loss: 0.750201 - 1s
Epoch 28768/50000
discriminator loss: 1.347680 - generator loss: 0.752429 - 1s
Epoch 28769/50000
discriminator loss: 1.346530 - generator loss: 0.758645 - 1s
Epoch 28770/50000
discriminator loss: 1.348105 - generator loss: 0.747934 - 1s
Epoch 28771/50000
discriminator loss: 1.346581 - generator loss: 0.754374 - 1s
Epoch 28772/50000
discriminator loss: 1.353987 - generator loss: 0.744333 - 1s
Epoch 28773/50000
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Epoch 28774/50000
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Epoch 28775/50000
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Epoch 28776/50000
discriminator loss: 1.348219 - generator loss: 0.750553 - 1s
Epoch 28777/50000
discriminator loss: 1.359832 - generator loss: 0.738739 - 1s
Epoch 28778/50000
discriminator loss: 1.353659 - generator loss: 0.747003 - 1s
Epoch 28779/50000
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Epoch 28780/50000
discriminator loss: 1.349267 - generator loss: 0.750122 - 1s
Epoch 28781/50000
discriminator loss: 1.351615 - generator loss: 0.744390 - 1s
Epoch 28782/50000
discriminator loss: 1.353797 - generator loss: 0.748369 - 1s
Epoch 28783/50000
discriminator loss: 1.347433 - generator loss: 0.747910 - 1s
Epoch 28784/50000
discriminator loss: 1.354595 - generator loss: 0.746773 - 1s
Epoch 28785/50000
discriminator loss: 1.357693 - generator loss: 0.742713 - 1s
Epoch 28786/50000
discriminator loss: 1.348958 - generator loss: 0.747228 - 1s
Epoch 28787/50000
discriminator loss: 1.353772 - generator loss: 0.748333 - 1s
Epoch 28788/50000
discriminator loss: 1.348988 - generator loss: 0.748893 - 1s
Epoch 28789/50000
discriminator loss: 1.349858 - generator loss: 0.751063 - 1s
Epoch 28790/50000
discriminator loss: 1.344624 - generator loss: 0.755106 - 1s
Epoch 28791/50000
discriminator loss: 1.343694 - generator loss: 0.761891 - 1s
Epoch 28792/50000
discriminator loss: 1.349009 - generator loss: 0.744137 - 1s
Epoch 28793/50000
discriminator loss: 1.355845 - generator loss: 0.746966 - 1s
Epoch 28794/50000
discriminator loss: 1.352747 - generator loss: 0.749152 - 1s
Epoch 28795/50000
discriminator loss: 1.348548 - generator loss: 0.744083 - 1s
Epoch 28796/50000
discriminator loss: 1.340766 - generator loss: 0.755008 - 1s
Epoch 28797/50000
discriminator loss: 1.339473 - generator loss: 0.759207 - 1s
Epoch 28798/50000
discriminator loss: 1.355278 - generator loss: 0.747274 - 1s
Epoch 28799/50000
discriminator loss: 1.339696 - generator loss: 0.764537 - 1s
Epoch 28800/50000
discriminator loss: 1.346687 - generator loss: 0.747389 - 1s
Epoch 28801/50000
discriminator loss: 1.353238 - generator loss: 0.755585 - 1s
Epoch 28802/50000
discriminator loss: 1.355810 - generator loss: 0.747130 - 1s
Epoch 28803/50000
discriminator loss: 1.355280 - generator loss: 0.743647 - 1s
Epoch 28804/50000
discriminator loss: 1.347842 - generator loss: 0.743416 - 1s
Epoch 28805/50000
discriminator loss: 1.353823 - generator loss: 0.748825 - 1s
Epoch 28806/50000
discriminator loss: 1.346888 - generator loss: 0.753045 - 1s
Epoch 28807/50000
discriminator loss: 1.346857 - generator loss: 0.750039 - 1s
Epoch 28808/50000
discriminator loss: 1.355701 - generator loss: 0.747829 - 1s
Epoch 28809/50000
discriminator loss: 1.352728 - generator loss: 0.749586 - 1s
Epoch 28810/50000
discriminator loss: 1.348480 - generator loss: 0.758412 - 1s
Epoch 28811/50000
discriminator loss: 1.343670 - generator loss: 0.750703 - 1s
Epoch 28812/50000
discriminator loss: 1.352041 - generator loss: 0.746796 - 1s
Epoch 28813/50000
discriminator loss: 1.351460 - generator loss: 0.747592 - 1s
Epoch 28814/50000
discriminator loss: 1.346315 - generator loss: 0.756118 - 1s
Epoch 28815/50000
discriminator loss: 1.352368 - generator loss: 0.745729 - 1s
Epoch 28816/50000
discriminator loss: 1.354697 - generator loss: 0.743424 - 1s
Epoch 28817/50000
discriminator loss: 1.353512 - generator loss: 0.752686 - 1s
Epoch 28818/50000
discriminator loss: 1.347936 - generator loss: 0.755912 - 1s
Epoch 28819/50000
discriminator loss: 1.343886 - generator loss: 0.747832 - 1s
Epoch 28820/50000
discriminator loss: 1.344089 - generator loss: 0.753147 - 1s
Epoch 28821/50000
discriminator loss: 1.340167 - generator loss: 0.752421 - 1s
Epoch 28822/50000
discriminator loss: 1.347525 - generator loss: 0.747203 - 1s
Epoch 28823/50000
discriminator loss: 1.353518 - generator loss: 0.747732 - 1s
Epoch 28824/50000
discriminator loss: 1.356195 - generator loss: 0.745768 - 1s
Epoch 28825/50000
discriminator loss: 1.345189 - generator loss: 0.753277 - 1s
Epoch 28826/50000
discriminator loss: 1.348976 - generator loss: 0.748552 - 1s
Epoch 28827/50000
discriminator loss: 1.349332 - generator loss: 0.745163 - 1s
Epoch 28828/50000
discriminator loss: 1.354765 - generator loss: 0.747867 - 1s
Epoch 28829/50000
discriminator loss: 1.351531 - generator loss: 0.754118 - 1s
Epoch 28830/50000
discriminator loss: 1.350666 - generator loss: 0.750674 - 1s
Epoch 28831/50000
discriminator loss: 1.341947 - generator loss: 0.755809 - 1s
Epoch 28832/50000
discriminator loss: 1.360464 - generator loss: 0.740799 - 1s
Epoch 28833/50000
discriminator loss: 1.354089 - generator loss: 0.750649 - 1s
Epoch 28834/50000
discriminator loss: 1.352469 - generator loss: 0.749742 - 1s
Epoch 28835/50000
discriminator loss: 1.352701 - generator loss: 0.743671 - 1s
Epoch 28836/50000
discriminator loss: 1.349854 - generator loss: 0.746572 - 1s
Epoch 28837/50000
discriminator loss: 1.352459 - generator loss: 0.750164 - 1s
Epoch 28838/50000
discriminator loss: 1.352100 - generator loss: 0.750787 - 1s
Epoch 28839/50000
discriminator loss: 1.343463 - generator loss: 0.747861 - 1s
Epoch 28840/50000
discriminator loss: 1.342444 - generator loss: 0.759003 - 1s
Epoch 28841/50000
discriminator loss: 1.346090 - generator loss: 0.748714 - 1s
Epoch 28842/50000
discriminator loss: 1.343947 - generator loss: 0.755826 - 1s
Epoch 28843/50000
discriminator loss: 1.351701 - generator loss: 0.749758 - 1s
Epoch 28844/50000
discriminator loss: 1.352034 - generator loss: 0.750010 - 1s
Epoch 28845/50000
discriminator loss: 1.345627 - generator loss: 0.746712 - 1s
Epoch 28846/50000
discriminator loss: 1.350457 - generator loss: 0.753777 - 1s
Epoch 28847/50000
discriminator loss: 1.343681 - generator loss: 0.754443 - 1s
Epoch 28848/50000
discriminator loss: 1.342543 - generator loss: 0.750308 - 1s
Epoch 28849/50000
discriminator loss: 1.350492 - generator loss: 0.748384 - 1s
Epoch 28850/50000
discriminator loss: 1.347259 - generator loss: 0.756947 - 1s
Epoch 28851/50000
discriminator loss: 1.338508 - generator loss: 0.753127 - 1s
Epoch 28852/50000
discriminator loss: 1.348750 - generator loss: 0.747757 - 1s
Epoch 28853/50000
discriminator loss: 1.354440 - generator loss: 0.746906 - 1s
Epoch 28854/50000
discriminator loss: 1.348937 - generator loss: 0.752096 - 1s
Epoch 28855/50000
discriminator loss: 1.350669 - generator loss: 0.744924 - 1s
Epoch 28856/50000
discriminator loss: 1.347738 - generator loss: 0.751556 - 1s
Epoch 28857/50000
discriminator loss: 1.351758 - generator loss: 0.750445 - 1s
Epoch 28858/50000
discriminator loss: 1.350916 - generator loss: 0.750042 - 1s
Epoch 28859/50000
discriminator loss: 1.354110 - generator loss: 0.745903 - 1s
Epoch 28860/50000
discriminator loss: 1.351412 - generator loss: 0.752438 - 1s
Epoch 28861/50000
discriminator loss: 1.350126 - generator loss: 0.746574 - 1s
Epoch 28862/50000
discriminator loss: 1.347872 - generator loss: 0.752058 - 1s
Epoch 28863/50000
discriminator loss: 1.352902 - generator loss: 0.746102 - 1s
Epoch 28864/50000
discriminator loss: 1.343113 - generator loss: 0.753624 - 1s
Epoch 28865/50000
discriminator loss: 1.346517 - generator loss: 0.746759 - 1s
Epoch 28866/50000
discriminator loss: 1.351126 - generator loss: 0.752222 - 1s
Epoch 28867/50000
discriminator loss: 1.342303 - generator loss: 0.758122 - 1s
Epoch 28868/50000
discriminator loss: 1.351167 - generator loss: 0.748614 - 1s
Epoch 28869/50000
discriminator loss: 1.352564 - generator loss: 0.753306 - 1s
Epoch 28870/50000
discriminator loss: 1.363054 - generator loss: 0.741016 - 1s
Epoch 28871/50000
discriminator loss: 1.346599 - generator loss: 0.746021 - 1s
Epoch 28872/50000
discriminator loss: 1.345496 - generator loss: 0.748173 - 1s
Epoch 28873/50000
discriminator loss: 1.356344 - generator loss: 0.742784 - 1s
Epoch 28874/50000
discriminator loss: 1.350187 - generator loss: 0.746005 - 1s
Epoch 28875/50000
discriminator loss: 1.357543 - generator loss: 0.753040 - 1s
Epoch 28876/50000
discriminator loss: 1.342131 - generator loss: 0.757037 - 1s
Epoch 28877/50000
discriminator loss: 1.350363 - generator loss: 0.749218 - 1s
Epoch 28878/50000
discriminator loss: 1.348117 - generator loss: 0.746445 - 1s
Epoch 28879/50000
discriminator loss: 1.349680 - generator loss: 0.755240 - 1s
Epoch 28880/50000
discriminator loss: 1.350194 - generator loss: 0.745027 - 1s
Epoch 28881/50000
discriminator loss: 1.350962 - generator loss: 0.750127 - 1s
Epoch 28882/50000
discriminator loss: 1.346046 - generator loss: 0.752825 - 1s
Epoch 28883/50000
discriminator loss: 1.351153 - generator loss: 0.747091 - 1s
Epoch 28884/50000
discriminator loss: 1.350013 - generator loss: 0.751625 - 1s
Epoch 28885/50000
discriminator loss: 1.348906 - generator loss: 0.750280 - 1s
Epoch 28886/50000
discriminator loss: 1.353108 - generator loss: 0.746231 - 1s
Epoch 28887/50000
discriminator loss: 1.356582 - generator loss: 0.749005 - 1s
Epoch 28888/50000
discriminator loss: 1.348233 - generator loss: 0.748122 - 1s
Epoch 28889/50000
discriminator loss: 1.344555 - generator loss: 0.753044 - 1s
Epoch 28890/50000
discriminator loss: 1.348363 - generator loss: 0.750954 - 1s
Epoch 28891/50000
discriminator loss: 1.353030 - generator loss: 0.750608 - 1s
Epoch 28892/50000
discriminator loss: 1.351728 - generator loss: 0.746967 - 1s
Epoch 28893/50000
discriminator loss: 1.348699 - generator loss: 0.747066 - 1s
Epoch 28894/50000
discriminator loss: 1.354241 - generator loss: 0.746148 - 1s
Epoch 28895/50000
discriminator loss: 1.351539 - generator loss: 0.747751 - 1s
Epoch 28896/50000
discriminator loss: 1.350290 - generator loss: 0.747562 - 1s
Epoch 28897/50000
discriminator loss: 1.343295 - generator loss: 0.762799 - 1s
Epoch 28898/50000
discriminator loss: 1.344686 - generator loss: 0.749343 - 1s
Epoch 28899/50000
discriminator loss: 1.346966 - generator loss: 0.756943 - 1s
Epoch 28900/50000
discriminator loss: 1.339887 - generator loss: 0.755450 - 1s
Epoch 28901/50000
discriminator loss: 1.357663 - generator loss: 0.738010 - 1s
Epoch 28902/50000
discriminator loss: 1.332310 - generator loss: 0.759867 - 1s
Epoch 28903/50000
discriminator loss: 1.343729 - generator loss: 0.758506 - 1s
Epoch 28904/50000
discriminator loss: 1.351336 - generator loss: 0.747425 - 1s
Epoch 28905/50000
discriminator loss: 1.343164 - generator loss: 0.750905 - 1s
Epoch 28906/50000
discriminator loss: 1.348971 - generator loss: 0.742320 - 1s
Epoch 28907/50000
discriminator loss: 1.353671 - generator loss: 0.748126 - 1s
Epoch 28908/50000
discriminator loss: 1.349438 - generator loss: 0.750125 - 1s
Epoch 28909/50000
discriminator loss: 1.359049 - generator loss: 0.747869 - 1s
Epoch 28910/50000
discriminator loss: 1.345136 - generator loss: 0.757767 - 1s
Epoch 28911/50000
discriminator loss: 1.337674 - generator loss: 0.756066 - 1s
Epoch 28912/50000
discriminator loss: 1.353232 - generator loss: 0.743900 - 1s
Epoch 28913/50000
discriminator loss: 1.350389 - generator loss: 0.737435 - 1s
Epoch 28914/50000
discriminator loss: 1.335903 - generator loss: 0.760646 - 1s
Epoch 28915/50000
discriminator loss: 1.353686 - generator loss: 0.749376 - 1s
Epoch 28916/50000
discriminator loss: 1.353264 - generator loss: 0.752933 - 1s
Epoch 28917/50000
discriminator loss: 1.349798 - generator loss: 0.745580 - 1s
Epoch 28918/50000
discriminator loss: 1.350319 - generator loss: 0.754556 - 1s
Epoch 28919/50000
discriminator loss: 1.353204 - generator loss: 0.751061 - 1s
Epoch 28920/50000
discriminator loss: 1.351360 - generator loss: 0.753704 - 1s
Epoch 28921/50000
discriminator loss: 1.350646 - generator loss: 0.742253 - 1s
Epoch 28922/50000
discriminator loss: 1.343096 - generator loss: 0.752802 - 1s
Epoch 28923/50000
discriminator loss: 1.350119 - generator loss: 0.750450 - 1s
Epoch 28924/50000
discriminator loss: 1.349148 - generator loss: 0.748399 - 1s
Epoch 28925/50000
discriminator loss: 1.351799 - generator loss: 0.753425 - 1s
Epoch 28926/50000
discriminator loss: 1.343781 - generator loss: 0.754144 - 1s
Epoch 28927/50000
discriminator loss: 1.349318 - generator loss: 0.753552 - 1s
Epoch 28928/50000
discriminator loss: 1.343993 - generator loss: 0.751926 - 1s
Epoch 28929/50000
discriminator loss: 1.347469 - generator loss: 0.751175 - 1s
Epoch 28930/50000
discriminator loss: 1.350187 - generator loss: 0.746438 - 1s
Epoch 28931/50000
discriminator loss: 1.359151 - generator loss: 0.743661 - 1s
Epoch 28932/50000
discriminator loss: 1.341532 - generator loss: 0.749877 - 1s
Epoch 28933/50000
discriminator loss: 1.350025 - generator loss: 0.754869 - 1s
Epoch 28934/50000
discriminator loss: 1.342787 - generator loss: 0.750265 - 1s
Epoch 28935/50000
discriminator loss: 1.353889 - generator loss: 0.746286 - 1s
Epoch 28936/50000
discriminator loss: 1.350058 - generator loss: 0.747669 - 1s
Epoch 28937/50000
discriminator loss: 1.348952 - generator loss: 0.749583 - 1s
Epoch 28938/50000
discriminator loss: 1.347253 - generator loss: 0.755525 - 1s
Epoch 28939/50000
discriminator loss: 1.345900 - generator loss: 0.752467 - 1s
Epoch 28940/50000
discriminator loss: 1.356132 - generator loss: 0.748562 - 1s
Epoch 28941/50000
discriminator loss: 1.347422 - generator loss: 0.746846 - 1s
Epoch 28942/50000
discriminator loss: 1.350551 - generator loss: 0.746336 - 1s
Epoch 28943/50000
discriminator loss: 1.345268 - generator loss: 0.750892 - 1s
Epoch 28944/50000
discriminator loss: 1.340968 - generator loss: 0.757397 - 1s
Epoch 28945/50000
discriminator loss: 1.358598 - generator loss: 0.745284 - 1s
Epoch 28946/50000
discriminator loss: 1.347885 - generator loss: 0.752333 - 1s
Epoch 28947/50000
discriminator loss: 1.341532 - generator loss: 0.758054 - 1s
Epoch 28948/50000
discriminator loss: 1.357791 - generator loss: 0.742413 - 1s
Epoch 28949/50000
discriminator loss: 1.347483 - generator loss: 0.753588 - 1s
Epoch 28950/50000
discriminator loss: 1.346800 - generator loss: 0.743601 - 1s
Epoch 28951/50000
discriminator loss: 1.345641 - generator loss: 0.753869 - 1s
Epoch 28952/50000
discriminator loss: 1.350748 - generator loss: 0.743641 - 1s
Epoch 28953/50000
discriminator loss: 1.353110 - generator loss: 0.753429 - 1s
Epoch 28954/50000
discriminator loss: 1.351179 - generator loss: 0.745671 - 1s
Epoch 28955/50000
discriminator loss: 1.351761 - generator loss: 0.757798 - 1s
Epoch 28956/50000
discriminator loss: 1.348180 - generator loss: 0.749771 - 1s
Epoch 28957/50000
discriminator loss: 1.339836 - generator loss: 0.755408 - 1s
Epoch 28958/50000
discriminator loss: 1.348907 - generator loss: 0.749812 - 1s
Epoch 28959/50000
discriminator loss: 1.343968 - generator loss: 0.749787 - 1s
Epoch 28960/50000
discriminator loss: 1.350668 - generator loss: 0.754922 - 1s
Epoch 28961/50000
discriminator loss: 1.346147 - generator loss: 0.754498 - 1s
Epoch 28962/50000
discriminator loss: 1.338908 - generator loss: 0.757071 - 1s
Epoch 28963/50000
discriminator loss: 1.355543 - generator loss: 0.743000 - 1s
Epoch 28964/50000
discriminator loss: 1.338710 - generator loss: 0.755558 - 1s
Epoch 28965/50000
discriminator loss: 1.352410 - generator loss: 0.740097 - 1s
Epoch 28966/50000
discriminator loss: 1.349424 - generator loss: 0.753611 - 1s
Epoch 28967/50000
discriminator loss: 1.339944 - generator loss: 0.759138 - 1s
Epoch 28968/50000
discriminator loss: 1.341088 - generator loss: 0.763936 - 1s
Epoch 28969/50000
discriminator loss: 1.344895 - generator loss: 0.756279 - 1s
Epoch 28970/50000
discriminator loss: 1.341624 - generator loss: 0.747355 - 1s
Epoch 28971/50000
discriminator loss: 1.346859 - generator loss: 0.745230 - 1s
Epoch 28972/50000
discriminator loss: 1.350709 - generator loss: 0.750696 - 1s
Epoch 28973/50000
discriminator loss: 1.354504 - generator loss: 0.750848 - 1s
Epoch 28974/50000
discriminator loss: 1.337180 - generator loss: 0.759085 - 1s
Epoch 28975/50000
discriminator loss: 1.344066 - generator loss: 0.758672 - 1s
Epoch 28976/50000
discriminator loss: 1.349594 - generator loss: 0.754203 - 1s
Epoch 28977/50000
discriminator loss: 1.349086 - generator loss: 0.750423 - 1s
Epoch 28978/50000
discriminator loss: 1.347282 - generator loss: 0.744114 - 1s
Epoch 28979/50000
discriminator loss: 1.346166 - generator loss: 0.752591 - 1s
Epoch 28980/50000
discriminator loss: 1.342177 - generator loss: 0.758379 - 1s
Epoch 28981/50000
discriminator loss: 1.347400 - generator loss: 0.746859 - 1s
Epoch 28982/50000
discriminator loss: 1.354892 - generator loss: 0.747748 - 1s
Epoch 28983/50000
discriminator loss: 1.347894 - generator loss: 0.751035 - 1s
Epoch 28984/50000
discriminator loss: 1.355312 - generator loss: 0.751218 - 1s
Epoch 28985/50000
discriminator loss: 1.349439 - generator loss: 0.751468 - 1s
Epoch 28986/50000
discriminator loss: 1.350273 - generator loss: 0.749086 - 1s
Epoch 28987/50000
discriminator loss: 1.356218 - generator loss: 0.748331 - 1s
Epoch 28988/50000
discriminator loss: 1.343675 - generator loss: 0.749472 - 1s
Epoch 28989/50000
discriminator loss: 1.356558 - generator loss: 0.742609 - 1s
Epoch 28990/50000
discriminator loss: 1.349979 - generator loss: 0.747905 - 1s
Epoch 28991/50000
discriminator loss: 1.345560 - generator loss: 0.755981 - 1s
Epoch 28992/50000
discriminator loss: 1.352346 - generator loss: 0.753437 - 1s
Epoch 28993/50000
discriminator loss: 1.349981 - generator loss: 0.746394 - 1s
Epoch 28994/50000
discriminator loss: 1.352925 - generator loss: 0.745930 - 1s
Epoch 28995/50000
discriminator loss: 1.343621 - generator loss: 0.755262 - 1s
Epoch 28996/50000
discriminator loss: 1.343204 - generator loss: 0.750049 - 1s
Epoch 28997/50000
discriminator loss: 1.349276 - generator loss: 0.751875 - 1s
Epoch 28998/50000
discriminator loss: 1.345574 - generator loss: 0.752068 - 1s
Epoch 28999/50000
discriminator loss: 1.350691 - generator loss: 0.752544 - 1s
Epoch 29000/50000
discriminator loss: 1.346564 - generator loss: 0.752236 - 1s
Epoch 29001/50000
discriminator loss: 1.351056 - generator loss: 0.747956 - 1s

Loss: 

Epoch 29002/50000
discriminator loss: 1.351868 - generator loss: 0.753105 - 1s
Epoch 29003/50000
discriminator loss: 1.352123 - generator loss: 0.753232 - 1s
Epoch 29004/50000
discriminator loss: 1.341358 - generator loss: 0.764257 - 1s
Epoch 29005/50000
discriminator loss: 1.341637 - generator loss: 0.752549 - 1s
Epoch 29006/50000
discriminator loss: 1.341794 - generator loss: 0.752717 - 1s
Epoch 29007/50000
discriminator loss: 1.355231 - generator loss: 0.742469 - 1s
Epoch 29008/50000
discriminator loss: 1.346272 - generator loss: 0.753921 - 1s
Epoch 29009/50000
discriminator loss: 1.348937 - generator loss: 0.741387 - 1s
Epoch 29010/50000
discriminator loss: 1.344117 - generator loss: 0.762856 - 1s
Epoch 29011/50000
discriminator loss: 1.352187 - generator loss: 0.746949 - 1s
Epoch 29012/50000
discriminator loss: 1.354449 - generator loss: 0.754703 - 1s
Epoch 29013/50000
discriminator loss: 1.348935 - generator loss: 0.747387 - 1s
Epoch 29014/50000
discriminator loss: 1.346418 - generator loss: 0.756292 - 1s
Epoch 29015/50000
discriminator loss: 1.349701 - generator loss: 0.745609 - 1s
Epoch 29016/50000
discriminator loss: 1.351310 - generator loss: 0.747153 - 1s
Epoch 29017/50000
discriminator loss: 1.355799 - generator loss: 0.748326 - 1s
Epoch 29018/50000
discriminator loss: 1.344021 - generator loss: 0.752697 - 1s
Epoch 29019/50000
discriminator loss: 1.346327 - generator loss: 0.753697 - 1s
Epoch 29020/50000
discriminator loss: 1.338439 - generator loss: 0.754508 - 1s
Epoch 29021/50000
discriminator loss: 1.351433 - generator loss: 0.747036 - 1s
Epoch 29022/50000
discriminator loss: 1.350030 - generator loss: 0.745856 - 1s
Epoch 29023/50000
discriminator loss: 1.351959 - generator loss: 0.758004 - 1s
Epoch 29024/50000
discriminator loss: 1.348163 - generator loss: 0.752020 - 1s
Epoch 29025/50000
discriminator loss: 1.355649 - generator loss: 0.745827 - 1s
Epoch 29026/50000
discriminator loss: 1.345612 - generator loss: 0.747328 - 1s
Epoch 29027/50000
discriminator loss: 1.350307 - generator loss: 0.749037 - 1s
Epoch 29028/50000
discriminator loss: 1.350194 - generator loss: 0.750722 - 1s
Epoch 29029/50000
discriminator loss: 1.343881 - generator loss: 0.751446 - 1s
Epoch 29030/50000
discriminator loss: 1.350876 - generator loss: 0.749394 - 1s
Epoch 29031/50000
discriminator loss: 1.345164 - generator loss: 0.746361 - 1s
Epoch 29032/50000
discriminator loss: 1.356190 - generator loss: 0.750761 - 1s
Epoch 29033/50000
discriminator loss: 1.350263 - generator loss: 0.750057 - 1s
Epoch 29034/50000
discriminator loss: 1.346926 - generator loss: 0.757006 - 1s
Epoch 29035/50000
discriminator loss: 1.352604 - generator loss: 0.741710 - 1s
Epoch 29036/50000
discriminator loss: 1.355578 - generator loss: 0.747945 - 1s
Epoch 29037/50000
discriminator loss: 1.353043 - generator loss: 0.748449 - 1s
Epoch 29038/50000
discriminator loss: 1.341524 - generator loss: 0.753798 - 1s
Epoch 29039/50000
discriminator loss: 1.346082 - generator loss: 0.756224 - 1s
Epoch 29040/50000
discriminator loss: 1.351495 - generator loss: 0.747585 - 1s
Epoch 29041/50000
discriminator loss: 1.350478 - generator loss: 0.745026 - 1s
Epoch 29042/50000
discriminator loss: 1.339352 - generator loss: 0.756878 - 1s
Epoch 29043/50000
discriminator loss: 1.346365 - generator loss: 0.754341 - 1s
Epoch 29044/50000
discriminator loss: 1.350794 - generator loss: 0.751081 - 1s
Epoch 29045/50000
discriminator loss: 1.344571 - generator loss: 0.759419 - 1s
Epoch 29046/50000
discriminator loss: 1.341408 - generator loss: 0.750663 - 1s
Epoch 29047/50000
discriminator loss: 1.335787 - generator loss: 0.763333 - 1s
Epoch 29048/50000
discriminator loss: 1.351286 - generator loss: 0.740400 - 1s
Epoch 29049/50000
discriminator loss: 1.347705 - generator loss: 0.752030 - 1s
Epoch 29050/50000
discriminator loss: 1.350100 - generator loss: 0.745629 - 1s
Epoch 29051/50000
discriminator loss: 1.361773 - generator loss: 0.743698 - 1s
Epoch 29052/50000
discriminator loss: 1.358990 - generator loss: 0.746744 - 1s
Epoch 29053/50000
discriminator loss: 1.340024 - generator loss: 0.759628 - 1s
Epoch 29054/50000
discriminator loss: 1.348529 - generator loss: 0.752037 - 1s
Epoch 29055/50000
discriminator loss: 1.352802 - generator loss: 0.743630 - 1s
Epoch 29056/50000
discriminator loss: 1.352100 - generator loss: 0.741864 - 1s
Epoch 29057/50000
discriminator loss: 1.350121 - generator loss: 0.750956 - 1s
Epoch 29058/50000
discriminator loss: 1.349401 - generator loss: 0.744137 - 1s
Epoch 29059/50000
discriminator loss: 1.350236 - generator loss: 0.755367 - 1s
Epoch 29060/50000
discriminator loss: 1.357395 - generator loss: 0.742317 - 1s
Epoch 29061/50000
discriminator loss: 1.357728 - generator loss: 0.748680 - 1s
Epoch 29062/50000
discriminator loss: 1.337587 - generator loss: 0.754934 - 1s
Epoch 29063/50000
discriminator loss: 1.349158 - generator loss: 0.750986 - 1s
Epoch 29064/50000
discriminator loss: 1.348032 - generator loss: 0.756322 - 1s
Epoch 29065/50000
discriminator loss: 1.354209 - generator loss: 0.747749 - 1s
Epoch 29066/50000
discriminator loss: 1.355353 - generator loss: 0.746387 - 1s
Epoch 29067/50000
discriminator loss: 1.347781 - generator loss: 0.745925 - 1s
Epoch 29068/50000
discriminator loss: 1.342971 - generator loss: 0.750047 - 1s
Epoch 29069/50000
discriminator loss: 1.340766 - generator loss: 0.763037 - 1s
Epoch 29070/50000
discriminator loss: 1.347988 - generator loss: 0.747407 - 1s
Epoch 29071/50000
discriminator loss: 1.349996 - generator loss: 0.750001 - 1s
Epoch 29072/50000
discriminator loss: 1.342843 - generator loss: 0.765327 - 1s
Epoch 29073/50000
discriminator loss: 1.343206 - generator loss: 0.753992 - 1s
Epoch 29074/50000
discriminator loss: 1.341754 - generator loss: 0.757379 - 1s
Epoch 29075/50000
discriminator loss: 1.352024 - generator loss: 0.741263 - 1s
Epoch 29076/50000
discriminator loss: 1.349059 - generator loss: 0.745170 - 1s
Epoch 29077/50000
discriminator loss: 1.353100 - generator loss: 0.749927 - 1s
Epoch 29078/50000
discriminator loss: 1.338486 - generator loss: 0.753440 - 1s
Epoch 29079/50000
discriminator loss: 1.342785 - generator loss: 0.757617 - 1s
Epoch 29080/50000
discriminator loss: 1.346027 - generator loss: 0.746268 - 1s
Epoch 29081/50000
discriminator loss: 1.349519 - generator loss: 0.752265 - 1s
Epoch 29082/50000
discriminator loss: 1.353779 - generator loss: 0.753284 - 1s
Epoch 29083/50000
discriminator loss: 1.341211 - generator loss: 0.751510 - 1s
Epoch 29084/50000
discriminator loss: 1.348611 - generator loss: 0.751948 - 1s
Epoch 29085/50000
discriminator loss: 1.353470 - generator loss: 0.740670 - 1s
Epoch 29086/50000
discriminator loss: 1.346192 - generator loss: 0.748607 - 1s
Epoch 29087/50000
discriminator loss: 1.352032 - generator loss: 0.749385 - 1s
Epoch 29088/50000
discriminator loss: 1.338415 - generator loss: 0.759500 - 1s
Epoch 29089/50000
discriminator loss: 1.348968 - generator loss: 0.748176 - 1s
Epoch 29090/50000
discriminator loss: 1.349159 - generator loss: 0.744793 - 1s
Epoch 29091/50000
discriminator loss: 1.355204 - generator loss: 0.752463 - 1s
Epoch 29092/50000
discriminator loss: 1.347633 - generator loss: 0.751339 - 1s
Epoch 29093/50000
discriminator loss: 1.339038 - generator loss: 0.762013 - 1s
Epoch 29094/50000
discriminator loss: 1.349581 - generator loss: 0.748061 - 1s
Epoch 29095/50000
discriminator loss: 1.359060 - generator loss: 0.741059 - 1s
Epoch 29096/50000
discriminator loss: 1.351225 - generator loss: 0.749840 - 1s
Epoch 29097/50000
discriminator loss: 1.344700 - generator loss: 0.753324 - 1s
Epoch 29098/50000
discriminator loss: 1.339505 - generator loss: 0.754002 - 1s
Epoch 29099/50000
discriminator loss: 1.350290 - generator loss: 0.750234 - 1s
Epoch 29100/50000
discriminator loss: 1.355844 - generator loss: 0.737786 - 1s
Epoch 29101/50000
discriminator loss: 1.373471 - generator loss: 0.740825 - 1s
Epoch 29102/50000
discriminator loss: 1.346830 - generator loss: 0.746186 - 1s
Epoch 29103/50000
discriminator loss: 1.348894 - generator loss: 0.762130 - 1s
Epoch 29104/50000
discriminator loss: 1.348671 - generator loss: 0.756481 - 1s
Epoch 29105/50000
discriminator loss: 1.356351 - generator loss: 0.744658 - 1s
Epoch 29106/50000
discriminator loss: 1.359072 - generator loss: 0.739422 - 1s
Epoch 29107/50000
discriminator loss: 1.346345 - generator loss: 0.749717 - 1s
Epoch 29108/50000
discriminator loss: 1.343318 - generator loss: 0.752310 - 1s
Epoch 29109/50000
discriminator loss: 1.338030 - generator loss: 0.754948 - 1s
Epoch 29110/50000
discriminator loss: 1.353370 - generator loss: 0.748866 - 1s
Epoch 29111/50000
discriminator loss: 1.358746 - generator loss: 0.742173 - 1s
Epoch 29112/50000
discriminator loss: 1.344536 - generator loss: 0.757137 - 1s
Epoch 29113/50000
discriminator loss: 1.351988 - generator loss: 0.753355 - 1s
Epoch 29114/50000
discriminator loss: 1.348293 - generator loss: 0.750901 - 1s
Epoch 29115/50000
discriminator loss: 1.349346 - generator loss: 0.752342 - 1s
Epoch 29116/50000
discriminator loss: 1.345515 - generator loss: 0.747860 - 1s
Epoch 29117/50000
discriminator loss: 1.345061 - generator loss: 0.749904 - 1s
Epoch 29118/50000
discriminator loss: 1.341829 - generator loss: 0.753858 - 1s
Epoch 29119/50000
discriminator loss: 1.345014 - generator loss: 0.749729 - 1s
Epoch 29120/50000
discriminator loss: 1.348390 - generator loss: 0.744538 - 1s
Epoch 29121/50000
discriminator loss: 1.359101 - generator loss: 0.749945 - 1s
Epoch 29122/50000
discriminator loss: 1.343956 - generator loss: 0.756859 - 1s
Epoch 29123/50000
discriminator loss: 1.343208 - generator loss: 0.751777 - 1s
Epoch 29124/50000
discriminator loss: 1.340057 - generator loss: 0.764733 - 1s
Epoch 29125/50000
discriminator loss: 1.353546 - generator loss: 0.742389 - 1s
Epoch 29126/50000
discriminator loss: 1.349427 - generator loss: 0.753360 - 1s
Epoch 29127/50000
discriminator loss: 1.341506 - generator loss: 0.754965 - 1s
Epoch 29128/50000
discriminator loss: 1.344390 - generator loss: 0.752440 - 1s
Epoch 29129/50000
discriminator loss: 1.349974 - generator loss: 0.748612 - 1s
Epoch 29130/50000
discriminator loss: 1.353697 - generator loss: 0.746824 - 1s
Epoch 29131/50000
discriminator loss: 1.354648 - generator loss: 0.742388 - 1s
Epoch 29132/50000
discriminator loss: 1.354326 - generator loss: 0.753078 - 1s
Epoch 29133/50000
discriminator loss: 1.351585 - generator loss: 0.749655 - 1s
Epoch 29134/50000
discriminator loss: 1.345254 - generator loss: 0.751882 - 1s
Epoch 29135/50000
discriminator loss: 1.351964 - generator loss: 0.756548 - 1s
Epoch 29136/50000
discriminator loss: 1.352391 - generator loss: 0.740647 - 1s
Epoch 29137/50000
discriminator loss: 1.350591 - generator loss: 0.750785 - 1s
Epoch 29138/50000
discriminator loss: 1.358415 - generator loss: 0.744339 - 1s
Epoch 29139/50000
discriminator loss: 1.343276 - generator loss: 0.749749 - 1s
Epoch 29140/50000
discriminator loss: 1.353158 - generator loss: 0.750630 - 1s
Epoch 29141/50000
discriminator loss: 1.344063 - generator loss: 0.747908 - 1s
Epoch 29142/50000
discriminator loss: 1.347684 - generator loss: 0.750625 - 1s
Epoch 29143/50000
discriminator loss: 1.355224 - generator loss: 0.749555 - 1s
Epoch 29144/50000
discriminator loss: 1.354631 - generator loss: 0.753088 - 1s
Epoch 29145/50000
discriminator loss: 1.345684 - generator loss: 0.756094 - 1s
Epoch 29146/50000
discriminator loss: 1.354065 - generator loss: 0.742606 - 1s
Epoch 29147/50000
discriminator loss: 1.356101 - generator loss: 0.748184 - 1s
Epoch 29148/50000
discriminator loss: 1.347288 - generator loss: 0.753556 - 1s
Epoch 29149/50000
discriminator loss: 1.343649 - generator loss: 0.748719 - 1s
Epoch 29150/50000
discriminator loss: 1.342713 - generator loss: 0.751131 - 1s
Epoch 29151/50000
discriminator loss: 1.348404 - generator loss: 0.749452 - 1s
Epoch 29152/50000
discriminator loss: 1.353855 - generator loss: 0.744323 - 1s
Epoch 29153/50000
discriminator loss: 1.355413 - generator loss: 0.751633 - 1s
Epoch 29154/50000
discriminator loss: 1.334824 - generator loss: 0.761463 - 1s
Epoch 29155/50000
discriminator loss: 1.346423 - generator loss: 0.757154 - 1s
Epoch 29156/50000
discriminator loss: 1.350955 - generator loss: 0.746568 - 1s
Epoch 29157/50000
discriminator loss: 1.345185 - generator loss: 0.744644 - 1s
Epoch 29158/50000
discriminator loss: 1.344789 - generator loss: 0.747277 - 1s
Epoch 29159/50000
discriminator loss: 1.345098 - generator loss: 0.751788 - 1s
Epoch 29160/50000
discriminator loss: 1.337738 - generator loss: 0.761474 - 1s
Epoch 29161/50000
discriminator loss: 1.346067 - generator loss: 0.751614 - 1s
Epoch 29162/50000
discriminator loss: 1.347360 - generator loss: 0.755630 - 1s
Epoch 29163/50000
discriminator loss: 1.352042 - generator loss: 0.749654 - 1s
Epoch 29164/50000
discriminator loss: 1.357025 - generator loss: 0.743834 - 1s
Epoch 29165/50000
discriminator loss: 1.345716 - generator loss: 0.751282 - 1s
Epoch 29166/50000
discriminator loss: 1.337559 - generator loss: 0.756755 - 1s
Epoch 29167/50000
discriminator loss: 1.353881 - generator loss: 0.742944 - 1s
Epoch 29168/50000
discriminator loss: 1.349379 - generator loss: 0.751405 - 1s
Epoch 29169/50000
discriminator loss: 1.348852 - generator loss: 0.752821 - 1s
Epoch 29170/50000
discriminator loss: 1.343523 - generator loss: 0.755610 - 1s
Epoch 29171/50000
discriminator loss: 1.347179 - generator loss: 0.745578 - 1s
Epoch 29172/50000
discriminator loss: 1.341983 - generator loss: 0.749133 - 1s
Epoch 29173/50000
discriminator loss: 1.347393 - generator loss: 0.758171 - 1s
Epoch 29174/50000
discriminator loss: 1.350283 - generator loss: 0.750124 - 1s
Epoch 29175/50000
discriminator loss: 1.346843 - generator loss: 0.758201 - 1s
Epoch 29176/50000
discriminator loss: 1.349762 - generator loss: 0.753913 - 1s
Epoch 29177/50000
discriminator loss: 1.357763 - generator loss: 0.741795 - 1s
Epoch 29178/50000
discriminator loss: 1.348114 - generator loss: 0.751576 - 1s
Epoch 29179/50000
discriminator loss: 1.332480 - generator loss: 0.753142 - 1s
Epoch 29180/50000
discriminator loss: 1.330853 - generator loss: 0.757354 - 1s
Epoch 29181/50000
discriminator loss: 1.340722 - generator loss: 0.758325 - 1s
Epoch 29182/50000
discriminator loss: 1.339867 - generator loss: 0.760005 - 1s
Epoch 29183/50000
discriminator loss: 1.349921 - generator loss: 0.757061 - 1s
Epoch 29184/50000
discriminator loss: 1.353331 - generator loss: 0.752970 - 1s
Epoch 29185/50000
discriminator loss: 1.348736 - generator loss: 0.750077 - 1s
Epoch 29186/50000
discriminator loss: 1.344540 - generator loss: 0.749959 - 1s
Epoch 29187/50000
discriminator loss: 1.352648 - generator loss: 0.748444 - 1s
Epoch 29188/50000
discriminator loss: 1.351419 - generator loss: 0.746890 - 1s
Epoch 29189/50000
discriminator loss: 1.349997 - generator loss: 0.751094 - 1s
Epoch 29190/50000
discriminator loss: 1.346045 - generator loss: 0.755780 - 1s
Epoch 29191/50000
discriminator loss: 1.345061 - generator loss: 0.749710 - 1s
Epoch 29192/50000
discriminator loss: 1.350809 - generator loss: 0.745699 - 1s
Epoch 29193/50000
discriminator loss: 1.351606 - generator loss: 0.743467 - 1s
Epoch 29194/50000
discriminator loss: 1.349858 - generator loss: 0.750777 - 1s
Epoch 29195/50000
discriminator loss: 1.349483 - generator loss: 0.761742 - 1s
Epoch 29196/50000
discriminator loss: 1.346775 - generator loss: 0.757649 - 1s
Epoch 29197/50000
discriminator loss: 1.339022 - generator loss: 0.762990 - 1s
Epoch 29198/50000
discriminator loss: 1.352389 - generator loss: 0.743795 - 1s
Epoch 29199/50000
discriminator loss: 1.354454 - generator loss: 0.745110 - 1s
Epoch 29200/50000
discriminator loss: 1.355810 - generator loss: 0.741892 - 1s
Epoch 29201/50000
discriminator loss: 1.347176 - generator loss: 0.749663 - 1s
Epoch 29202/50000
discriminator loss: 1.350487 - generator loss: 0.748233 - 1s
Epoch 29203/50000
discriminator loss: 1.354013 - generator loss: 0.749624 - 1s
Epoch 29204/50000
discriminator loss: 1.353599 - generator loss: 0.748932 - 1s
Epoch 29205/50000
discriminator loss: 1.352262 - generator loss: 0.750518 - 1s
Epoch 29206/50000
discriminator loss: 1.344902 - generator loss: 0.756248 - 1s
Epoch 29207/50000
discriminator loss: 1.348107 - generator loss: 0.750829 - 1s
Epoch 29208/50000
discriminator loss: 1.358223 - generator loss: 0.741558 - 1s
Epoch 29209/50000
discriminator loss: 1.358279 - generator loss: 0.747982 - 1s
Epoch 29210/50000
discriminator loss: 1.350523 - generator loss: 0.754437 - 1s
Epoch 29211/50000
discriminator loss: 1.340883 - generator loss: 0.753248 - 1s
Epoch 29212/50000
discriminator loss: 1.351472 - generator loss: 0.746587 - 1s
Epoch 29213/50000
discriminator loss: 1.345728 - generator loss: 0.755253 - 1s
Epoch 29214/50000
discriminator loss: 1.347750 - generator loss: 0.755003 - 1s
Epoch 29215/50000
discriminator loss: 1.350696 - generator loss: 0.750083 - 1s
Epoch 29216/50000
discriminator loss: 1.345223 - generator loss: 0.752390 - 1s
Epoch 29217/50000
discriminator loss: 1.342938 - generator loss: 0.749247 - 1s
Epoch 29218/50000
discriminator loss: 1.351668 - generator loss: 0.756003 - 1s
Epoch 29219/50000
discriminator loss: 1.336401 - generator loss: 0.752349 - 1s
Epoch 29220/50000
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Epoch 29221/50000
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Epoch 29222/50000
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Epoch 29223/50000
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Epoch 29224/50000
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Epoch 29225/50000
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Epoch 29226/50000
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Epoch 29227/50000
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Epoch 29228/50000
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Epoch 29229/50000
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Epoch 29230/50000
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Epoch 29231/50000
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Epoch 29232/50000
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Epoch 29233/50000
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Epoch 29234/50000
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Epoch 29235/50000
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Epoch 29236/50000
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Epoch 29237/50000
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Epoch 29238/50000
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Epoch 29239/50000
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Epoch 29240/50000
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Epoch 29241/50000
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Epoch 29242/50000
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Epoch 29243/50000
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Epoch 29244/50000
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Epoch 29245/50000
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Epoch 29246/50000
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Epoch 29247/50000
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Epoch 29248/50000
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Epoch 29249/50000
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Epoch 29250/50000
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Epoch 29251/50000
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Epoch 29252/50000
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Epoch 29253/50000
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Epoch 29254/50000
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Epoch 29255/50000
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Epoch 29256/50000
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Epoch 29257/50000
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Epoch 29258/50000
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Epoch 29259/50000
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Epoch 29260/50000
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Epoch 29261/50000
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Epoch 29262/50000
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Epoch 29263/50000
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Epoch 29264/50000
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Epoch 29265/50000
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Epoch 29266/50000
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Epoch 29267/50000
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Epoch 29268/50000
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Epoch 29269/50000
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Epoch 29270/50000
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Epoch 29271/50000
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Epoch 29272/50000
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Epoch 29273/50000
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Epoch 29274/50000
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Epoch 29275/50000
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Epoch 29276/50000
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Epoch 29277/50000
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Epoch 29278/50000
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Epoch 29279/50000
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Epoch 29280/50000
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Epoch 29281/50000
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Epoch 29282/50000
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Epoch 29283/50000
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Epoch 29284/50000
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Epoch 29285/50000
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Epoch 29286/50000
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Epoch 29287/50000
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Epoch 29288/50000
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Epoch 29289/50000
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Epoch 29290/50000
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Epoch 29291/50000
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Epoch 29292/50000
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Epoch 29293/50000
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Epoch 29294/50000
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Epoch 29295/50000
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Epoch 29296/50000
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Epoch 29297/50000
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Epoch 29298/50000
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Epoch 29299/50000
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Epoch 29300/50000
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Epoch 29301/50000
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Epoch 29302/50000
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Epoch 29303/50000
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Epoch 29304/50000
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Epoch 29305/50000
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Epoch 29306/50000
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Epoch 29307/50000
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Epoch 29308/50000
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Epoch 29309/50000
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Epoch 29310/50000
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Epoch 29311/50000
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Epoch 29312/50000
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Epoch 29313/50000
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Epoch 29314/50000
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Epoch 29315/50000
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Epoch 29316/50000
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Epoch 29317/50000
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Epoch 29318/50000
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Epoch 29319/50000
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Epoch 29320/50000
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Epoch 29321/50000
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Epoch 29322/50000
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Epoch 29323/50000
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Epoch 29324/50000
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Epoch 29325/50000
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Epoch 29326/50000
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Epoch 29327/50000
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Epoch 29328/50000
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Epoch 29329/50000
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Epoch 29330/50000
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Epoch 29331/50000
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Epoch 29332/50000
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Epoch 29333/50000
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Epoch 29334/50000
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Epoch 29335/50000
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Epoch 29336/50000
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Epoch 29337/50000
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Epoch 29338/50000
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Epoch 29339/50000
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Epoch 29340/50000
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Epoch 29341/50000
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Epoch 29342/50000
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Epoch 29343/50000
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Epoch 29344/50000
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Epoch 29345/50000
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Epoch 29346/50000
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Epoch 29347/50000
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Epoch 29348/50000
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Epoch 29349/50000
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Epoch 29350/50000
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Epoch 29351/50000
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Epoch 29352/50000
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Epoch 29353/50000
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Epoch 29354/50000
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Epoch 29355/50000
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Epoch 29356/50000
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Epoch 29357/50000
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Epoch 29358/50000
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Epoch 29359/50000
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Epoch 29360/50000
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Epoch 29361/50000
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Epoch 29362/50000
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Epoch 29363/50000
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Epoch 29364/50000
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Epoch 29365/50000
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Epoch 29366/50000
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Epoch 29367/50000
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Epoch 29368/50000
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Epoch 29369/50000
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Epoch 29370/50000
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Epoch 29371/50000
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Epoch 29372/50000
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Epoch 29373/50000
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Epoch 29374/50000
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Epoch 29375/50000
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Epoch 29376/50000
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Epoch 29377/50000
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Epoch 29378/50000
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Epoch 29379/50000
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Epoch 29380/50000
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Epoch 29381/50000
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Epoch 29382/50000
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Epoch 29383/50000
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Epoch 29384/50000
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Epoch 29385/50000
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Epoch 29386/50000
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Epoch 29387/50000
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Epoch 29388/50000
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Epoch 29389/50000
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Epoch 29390/50000
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Epoch 29391/50000
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Epoch 29392/50000
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Epoch 29393/50000
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Epoch 29394/50000
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Epoch 29395/50000
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Epoch 29396/50000
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Epoch 29397/50000
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Epoch 29398/50000
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Epoch 29399/50000
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Epoch 29400/50000
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Epoch 29401/50000
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Epoch 29402/50000
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Epoch 29403/50000
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Epoch 29404/50000
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Epoch 29405/50000
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Epoch 29406/50000
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Epoch 29407/50000
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Epoch 29408/50000
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Epoch 29409/50000
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Epoch 29410/50000
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Epoch 29411/50000
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Epoch 29412/50000
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Epoch 29413/50000
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Epoch 29414/50000
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Epoch 29415/50000
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Epoch 29416/50000
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Epoch 29417/50000
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Epoch 29418/50000
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Epoch 29419/50000
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Epoch 29420/50000
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Epoch 29421/50000
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Epoch 29422/50000
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Epoch 29423/50000
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Epoch 29424/50000
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Epoch 29425/50000
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Epoch 29426/50000
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Epoch 29427/50000
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Epoch 29428/50000
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Epoch 29429/50000
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Epoch 29430/50000
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Epoch 29431/50000
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Epoch 29432/50000
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Epoch 29433/50000
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Epoch 29434/50000
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Epoch 29435/50000
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Epoch 29436/50000
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Epoch 29437/50000
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Epoch 29438/50000
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Epoch 29439/50000
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Epoch 29440/50000
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Epoch 29441/50000
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Epoch 29442/50000
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Epoch 29443/50000
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Epoch 29444/50000
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Epoch 29445/50000
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Epoch 29446/50000
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Epoch 29447/50000
discriminator loss: 1.354955 - generator loss: 0.744911 - 1s
Epoch 29448/50000
discriminator loss: 1.351176 - generator loss: 0.760065 - 1s
Epoch 29449/50000
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Epoch 29450/50000
discriminator loss: 1.352013 - generator loss: 0.746469 - 1s
Epoch 29451/50000
discriminator loss: 1.348816 - generator loss: 0.746912 - 1s
Epoch 29452/50000
discriminator loss: 1.352124 - generator loss: 0.745239 - 1s
Epoch 29453/50000
discriminator loss: 1.349489 - generator loss: 0.746360 - 1s
Epoch 29454/50000
discriminator loss: 1.352497 - generator loss: 0.752832 - 1s
Epoch 29455/50000
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Epoch 29456/50000
discriminator loss: 1.354639 - generator loss: 0.748074 - 1s
Epoch 29457/50000
discriminator loss: 1.349698 - generator loss: 0.755962 - 1s
Epoch 29458/50000
discriminator loss: 1.342819 - generator loss: 0.748423 - 1s
Epoch 29459/50000
discriminator loss: 1.336033 - generator loss: 0.763077 - 1s
Epoch 29460/50000
discriminator loss: 1.352723 - generator loss: 0.752559 - 1s
Epoch 29461/50000
discriminator loss: 1.347779 - generator loss: 0.743750 - 1s
Epoch 29462/50000
discriminator loss: 1.345909 - generator loss: 0.754732 - 1s
Epoch 29463/50000
discriminator loss: 1.349173 - generator loss: 0.749044 - 1s
Epoch 29464/50000
discriminator loss: 1.339434 - generator loss: 0.756243 - 1s
Epoch 29465/50000
discriminator loss: 1.342671 - generator loss: 0.754670 - 1s
Epoch 29466/50000
discriminator loss: 1.348511 - generator loss: 0.751749 - 1s
Epoch 29467/50000
discriminator loss: 1.348564 - generator loss: 0.751524 - 1s
Epoch 29468/50000
discriminator loss: 1.353158 - generator loss: 0.749383 - 1s
Epoch 29469/50000
discriminator loss: 1.336389 - generator loss: 0.761919 - 1s
Epoch 29470/50000
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Epoch 29471/50000
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Epoch 29472/50000
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Epoch 29473/50000
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Epoch 29474/50000
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Epoch 29475/50000
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Epoch 29476/50000
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Epoch 29477/50000
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Epoch 29478/50000
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Epoch 29479/50000
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Epoch 29480/50000
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Epoch 29481/50000
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Epoch 29482/50000
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Epoch 29483/50000
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Epoch 29484/50000
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Epoch 29485/50000
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Epoch 29486/50000
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Epoch 29487/50000
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Epoch 29488/50000
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Epoch 29489/50000
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Epoch 29490/50000
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Epoch 29491/50000
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Epoch 29492/50000
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Epoch 29493/50000
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Epoch 29494/50000
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Epoch 29495/50000
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Epoch 29496/50000
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Epoch 29497/50000
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Epoch 29498/50000
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Epoch 29499/50000
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Epoch 29500/50000
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Epoch 29501/50000
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Epoch 29502/50000
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Epoch 29503/50000
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Epoch 29504/50000
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Epoch 29505/50000
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Epoch 29506/50000
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Epoch 29507/50000
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Epoch 29508/50000
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Epoch 29509/50000
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Epoch 29510/50000
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Epoch 29511/50000
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Epoch 29512/50000
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Epoch 29513/50000
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Epoch 29514/50000
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Epoch 29515/50000
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Epoch 29516/50000
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Epoch 29517/50000
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Epoch 29518/50000
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Epoch 29519/50000
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Epoch 29520/50000
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Epoch 29521/50000
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Epoch 29522/50000
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Epoch 29523/50000
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Epoch 29524/50000
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Epoch 29525/50000
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Epoch 29526/50000
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Epoch 29527/50000
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Epoch 29528/50000
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Epoch 29529/50000
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Epoch 29530/50000
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Epoch 29531/50000
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Epoch 29532/50000
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Epoch 29533/50000
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Epoch 29534/50000
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Epoch 29535/50000
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Epoch 29536/50000
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Epoch 29537/50000
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Epoch 29538/50000
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Epoch 29539/50000
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Epoch 29540/50000
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Epoch 29541/50000
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Epoch 29542/50000
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Epoch 29543/50000
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Epoch 29544/50000
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Epoch 29545/50000
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Epoch 29546/50000
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Epoch 29547/50000
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Epoch 29548/50000
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Epoch 29549/50000
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Epoch 29550/50000
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Epoch 29551/50000
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Epoch 29552/50000
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Epoch 29553/50000
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Epoch 29554/50000
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Epoch 29555/50000
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Epoch 29556/50000
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Epoch 29557/50000
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Epoch 29558/50000
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Epoch 29559/50000
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Epoch 29560/50000
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Epoch 29561/50000
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Epoch 29562/50000
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Epoch 29563/50000
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Epoch 29564/50000
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Epoch 29565/50000
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Epoch 29566/50000
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Epoch 29567/50000
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Epoch 29568/50000
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Epoch 29569/50000
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Epoch 29570/50000
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Epoch 29571/50000
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Epoch 29572/50000
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Epoch 29573/50000
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Epoch 29574/50000
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Epoch 29575/50000
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Epoch 29576/50000
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Epoch 29577/50000
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Epoch 29578/50000
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Epoch 29579/50000
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Epoch 29580/50000
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Epoch 29581/50000
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Epoch 29582/50000
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Epoch 29583/50000
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Epoch 29584/50000
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Epoch 29585/50000
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Epoch 29586/50000
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Epoch 29587/50000
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Epoch 29588/50000
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Epoch 29589/50000
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Epoch 29590/50000
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Epoch 29591/50000
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Epoch 29592/50000
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Epoch 29593/50000
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Epoch 29594/50000
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Epoch 29595/50000
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Epoch 29596/50000
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Epoch 29597/50000
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Epoch 29598/50000
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Epoch 29599/50000
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Epoch 29600/50000
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Epoch 29601/50000
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Epoch 29602/50000
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Epoch 29603/50000
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Epoch 29604/50000
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Epoch 29605/50000
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Epoch 29606/50000
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Epoch 29607/50000
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Epoch 29608/50000
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Epoch 29609/50000
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Epoch 29610/50000
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Epoch 29611/50000
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Epoch 29612/50000
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Epoch 29613/50000
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Epoch 29614/50000
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Epoch 29615/50000
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Epoch 29616/50000
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Epoch 29617/50000
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Epoch 29618/50000
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Epoch 29619/50000
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Epoch 29620/50000
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Epoch 29621/50000
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Epoch 29622/50000
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Epoch 29623/50000
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Epoch 29624/50000
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Epoch 29625/50000
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Epoch 29626/50000
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Epoch 29627/50000
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Epoch 29628/50000
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Epoch 29629/50000
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Epoch 29630/50000
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Epoch 29631/50000
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Epoch 29632/50000
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Epoch 29633/50000
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Epoch 29634/50000
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Epoch 29635/50000
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Epoch 29636/50000
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Epoch 29637/50000
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Epoch 29638/50000
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Epoch 29639/50000
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Epoch 29640/50000
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Epoch 29641/50000
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Epoch 29642/50000
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Epoch 29643/50000
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Epoch 29644/50000
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Epoch 29645/50000
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Epoch 29646/50000
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Epoch 29647/50000
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Epoch 29648/50000
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Epoch 29649/50000
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Epoch 29650/50000
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Epoch 29651/50000
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Epoch 29652/50000
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Epoch 29653/50000
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Epoch 29654/50000
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Epoch 29655/50000
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Epoch 29656/50000
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Epoch 29657/50000
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Epoch 29658/50000
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Epoch 29659/50000
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Epoch 29660/50000
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Epoch 29661/50000
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Epoch 29662/50000
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Epoch 29663/50000
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Epoch 29664/50000
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Epoch 29665/50000
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Epoch 29666/50000
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Epoch 29667/50000
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Epoch 29668/50000
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Epoch 29669/50000
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Epoch 29670/50000
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Epoch 29671/50000
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Epoch 29672/50000
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Epoch 29673/50000
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Epoch 29674/50000
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Epoch 29675/50000
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Epoch 29676/50000
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Epoch 29677/50000
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Epoch 29678/50000
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Epoch 29679/50000
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Epoch 29680/50000
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Epoch 29681/50000
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Epoch 29682/50000
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Epoch 29683/50000
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Epoch 29684/50000
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Epoch 29685/50000
discriminator loss: 1.343584 - generator loss: 0.759827 - 1s
Epoch 29686/50000
discriminator loss: 1.350996 - generator loss: 0.755353 - 1s
Epoch 29687/50000
discriminator loss: 1.348557 - generator loss: 0.747889 - 1s
Epoch 29688/50000
discriminator loss: 1.345041 - generator loss: 0.751800 - 1s
Epoch 29689/50000
discriminator loss: 1.338974 - generator loss: 0.758483 - 1s
Epoch 29690/50000
discriminator loss: 1.354927 - generator loss: 0.747126 - 1s
Epoch 29691/50000
discriminator loss: 1.348608 - generator loss: 0.751636 - 1s
Epoch 29692/50000
discriminator loss: 1.349706 - generator loss: 0.748106 - 1s
Epoch 29693/50000
discriminator loss: 1.348097 - generator loss: 0.754080 - 1s
Epoch 29694/50000
discriminator loss: 1.345978 - generator loss: 0.760962 - 1s
Epoch 29695/50000
discriminator loss: 1.349230 - generator loss: 0.745824 - 1s
Epoch 29696/50000
discriminator loss: 1.351687 - generator loss: 0.747380 - 1s
Epoch 29697/50000
discriminator loss: 1.348827 - generator loss: 0.752772 - 1s
Epoch 29698/50000
discriminator loss: 1.356110 - generator loss: 0.744446 - 1s
Epoch 29699/50000
discriminator loss: 1.356349 - generator loss: 0.742666 - 1s
Epoch 29700/50000
discriminator loss: 1.348118 - generator loss: 0.752492 - 1s
Epoch 29701/50000
discriminator loss: 1.365942 - generator loss: 0.742771 - 1s
Epoch 29702/50000
discriminator loss: 1.351880 - generator loss: 0.755656 - 1s
Epoch 29703/50000
discriminator loss: 1.342253 - generator loss: 0.754192 - 1s
Epoch 29704/50000
discriminator loss: 1.341790 - generator loss: 0.752333 - 1s
Epoch 29705/50000
discriminator loss: 1.349110 - generator loss: 0.756541 - 1s
Epoch 29706/50000
discriminator loss: 1.361423 - generator loss: 0.741438 - 1s
Epoch 29707/50000
discriminator loss: 1.347292 - generator loss: 0.746681 - 1s
Epoch 29708/50000
discriminator loss: 1.343267 - generator loss: 0.760697 - 1s
Epoch 29709/50000
discriminator loss: 1.342493 - generator loss: 0.754444 - 1s
Epoch 29710/50000
discriminator loss: 1.341674 - generator loss: 0.758141 - 1s
Epoch 29711/50000
discriminator loss: 1.349079 - generator loss: 0.750281 - 1s
Epoch 29712/50000
discriminator loss: 1.346967 - generator loss: 0.751277 - 1s
Epoch 29713/50000
discriminator loss: 1.341403 - generator loss: 0.754350 - 1s
Epoch 29714/50000
discriminator loss: 1.350811 - generator loss: 0.753025 - 1s
Epoch 29715/50000
discriminator loss: 1.343253 - generator loss: 0.763331 - 1s
Epoch 29716/50000
discriminator loss: 1.360385 - generator loss: 0.742470 - 1s
Epoch 29717/50000
discriminator loss: 1.347579 - generator loss: 0.752455 - 1s
Epoch 29718/50000
discriminator loss: 1.347067 - generator loss: 0.750896 - 1s
Epoch 29719/50000
discriminator loss: 1.349105 - generator loss: 0.742228 - 1s
Epoch 29720/50000
discriminator loss: 1.353107 - generator loss: 0.753267 - 1s
Epoch 29721/50000
discriminator loss: 1.351215 - generator loss: 0.749362 - 1s
Epoch 29722/50000
discriminator loss: 1.353281 - generator loss: 0.749289 - 1s
Epoch 29723/50000
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Epoch 29724/50000
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Epoch 29725/50000
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Epoch 29726/50000
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Epoch 29727/50000
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Epoch 29728/50000
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Epoch 29729/50000
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Epoch 29730/50000
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Epoch 29731/50000
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Epoch 29732/50000
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Epoch 29733/50000
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Epoch 29734/50000
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Epoch 29735/50000
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Epoch 29736/50000
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Epoch 29737/50000
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Epoch 29738/50000
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Epoch 29739/50000
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Epoch 29740/50000
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Epoch 29741/50000
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Epoch 29742/50000
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Epoch 29743/50000
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Epoch 29744/50000
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Epoch 29745/50000
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Epoch 29746/50000
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Epoch 29747/50000
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Epoch 29748/50000
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Epoch 29749/50000
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Epoch 29750/50000
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Epoch 29751/50000
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Epoch 29752/50000
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Epoch 29753/50000
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Epoch 29754/50000
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Epoch 29755/50000
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Epoch 29756/50000
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Epoch 29757/50000
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Epoch 29758/50000
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Epoch 29759/50000
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Epoch 29760/50000
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Epoch 29761/50000
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Epoch 29762/50000
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Epoch 29763/50000
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Epoch 29764/50000
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Epoch 29765/50000
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Epoch 29766/50000
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Epoch 29767/50000
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Epoch 29768/50000
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Epoch 29769/50000
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Epoch 29770/50000
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Epoch 29771/50000
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Epoch 29772/50000
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Epoch 29773/50000
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Epoch 29774/50000
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Epoch 29775/50000
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Epoch 29776/50000
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Epoch 29777/50000
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Epoch 29778/50000
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Epoch 29779/50000
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Epoch 29780/50000
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Epoch 29781/50000
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Epoch 29782/50000
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Epoch 29783/50000
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Epoch 29784/50000
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Epoch 29785/50000
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Epoch 29786/50000
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Epoch 29787/50000
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Epoch 29788/50000
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Epoch 29789/50000
discriminator loss: 1.354900 - generator loss: 0.742689 - 1s
Epoch 29790/50000
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Epoch 29791/50000
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Epoch 29792/50000
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Epoch 29793/50000
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Epoch 29794/50000
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Epoch 29795/50000
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Epoch 29796/50000
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Epoch 29797/50000
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Epoch 29798/50000
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Epoch 29799/50000
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Epoch 29800/50000
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Epoch 29801/50000
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Epoch 29802/50000
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Epoch 29803/50000
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Epoch 29804/50000
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Epoch 29805/50000
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Epoch 29806/50000
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Epoch 29807/50000
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Epoch 29808/50000
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Epoch 29809/50000
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Epoch 29810/50000
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Epoch 29811/50000
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Epoch 29812/50000
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Epoch 29813/50000
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Epoch 29814/50000
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Epoch 29815/50000
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Epoch 29816/50000
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Epoch 29817/50000
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Epoch 29818/50000
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Epoch 29819/50000
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Epoch 29820/50000
discriminator loss: 1.347778 - generator loss: 0.749271 - 1s
Epoch 29821/50000
discriminator loss: 1.343816 - generator loss: 0.757369 - 1s
Epoch 29822/50000
discriminator loss: 1.343262 - generator loss: 0.758862 - 1s
Epoch 29823/50000
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Epoch 29824/50000
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Epoch 29825/50000
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Epoch 29826/50000
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Epoch 29827/50000
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Epoch 29828/50000
discriminator loss: 1.353120 - generator loss: 0.748956 - 1s
Epoch 29829/50000
discriminator loss: 1.354567 - generator loss: 0.754256 - 1s
Epoch 29830/50000
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Epoch 29831/50000
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Epoch 29832/50000
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Epoch 29833/50000
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Epoch 29834/50000
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Epoch 29835/50000
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Epoch 29836/50000
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Epoch 29837/50000
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Epoch 29838/50000
discriminator loss: 1.339884 - generator loss: 0.754512 - 1s
Epoch 29839/50000
discriminator loss: 1.355842 - generator loss: 0.742238 - 1s
Epoch 29840/50000
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Epoch 29841/50000
discriminator loss: 1.345890 - generator loss: 0.752706 - 1s
Epoch 29842/50000
discriminator loss: 1.345298 - generator loss: 0.748549 - 1s
Epoch 29843/50000
discriminator loss: 1.350055 - generator loss: 0.749087 - 1s
Epoch 29844/50000
discriminator loss: 1.340464 - generator loss: 0.763365 - 1s
Epoch 29845/50000
discriminator loss: 1.332083 - generator loss: 0.764972 - 1s
Epoch 29846/50000
discriminator loss: 1.351879 - generator loss: 0.753598 - 1s
Epoch 29847/50000
discriminator loss: 1.342888 - generator loss: 0.747475 - 1s
Epoch 29848/50000
discriminator loss: 1.343136 - generator loss: 0.751552 - 1s
Epoch 29849/50000
discriminator loss: 1.349816 - generator loss: 0.749936 - 1s
Epoch 29850/50000
discriminator loss: 1.346968 - generator loss: 0.749348 - 1s
Epoch 29851/50000
discriminator loss: 1.341913 - generator loss: 0.755425 - 1s
Epoch 29852/50000
discriminator loss: 1.347654 - generator loss: 0.752685 - 1s
Epoch 29853/50000
discriminator loss: 1.345294 - generator loss: 0.757211 - 1s
Epoch 29854/50000
discriminator loss: 1.354920 - generator loss: 0.745189 - 1s
Epoch 29855/50000
discriminator loss: 1.343693 - generator loss: 0.753355 - 1s
Epoch 29856/50000
discriminator loss: 1.335928 - generator loss: 0.763485 - 1s
Epoch 29857/50000
discriminator loss: 1.339285 - generator loss: 0.767779 - 1s
Epoch 29858/50000
discriminator loss: 1.348265 - generator loss: 0.743048 - 1s
Epoch 29859/50000
discriminator loss: 1.344153 - generator loss: 0.757018 - 1s
Epoch 29860/50000
discriminator loss: 1.351727 - generator loss: 0.751933 - 1s
Epoch 29861/50000
discriminator loss: 1.342409 - generator loss: 0.760271 - 1s
Epoch 29862/50000
discriminator loss: 1.344748 - generator loss: 0.743518 - 1s
Epoch 29863/50000
discriminator loss: 1.353264 - generator loss: 0.744917 - 1s
Epoch 29864/50000
discriminator loss: 1.357109 - generator loss: 0.753423 - 1s
Epoch 29865/50000
discriminator loss: 1.350397 - generator loss: 0.756932 - 1s
Epoch 29866/50000
discriminator loss: 1.347681 - generator loss: 0.764096 - 1s
Epoch 29867/50000
discriminator loss: 1.345519 - generator loss: 0.748237 - 1s
Epoch 29868/50000
discriminator loss: 1.358752 - generator loss: 0.751470 - 1s
Epoch 29869/50000
discriminator loss: 1.352682 - generator loss: 0.743212 - 1s
Epoch 29870/50000
discriminator loss: 1.354951 - generator loss: 0.748999 - 1s
Epoch 29871/50000
discriminator loss: 1.343566 - generator loss: 0.750788 - 1s
Epoch 29872/50000
discriminator loss: 1.349767 - generator loss: 0.753662 - 1s
Epoch 29873/50000
discriminator loss: 1.343363 - generator loss: 0.759014 - 1s
Epoch 29874/50000
discriminator loss: 1.358780 - generator loss: 0.745452 - 1s
Epoch 29875/50000
discriminator loss: 1.353444 - generator loss: 0.748770 - 1s
Epoch 29876/50000
discriminator loss: 1.355170 - generator loss: 0.751328 - 1s
Epoch 29877/50000
discriminator loss: 1.345418 - generator loss: 0.756312 - 1s
Epoch 29878/50000
discriminator loss: 1.351022 - generator loss: 0.747607 - 1s
Epoch 29879/50000
discriminator loss: 1.354017 - generator loss: 0.744315 - 1s
Epoch 29880/50000
discriminator loss: 1.352549 - generator loss: 0.753152 - 1s
Epoch 29881/50000
discriminator loss: 1.345275 - generator loss: 0.756426 - 1s
Epoch 29882/50000
discriminator loss: 1.341818 - generator loss: 0.751857 - 1s
Epoch 29883/50000
discriminator loss: 1.348146 - generator loss: 0.752096 - 1s
Epoch 29884/50000
discriminator loss: 1.354646 - generator loss: 0.743997 - 1s
Epoch 29885/50000
discriminator loss: 1.351100 - generator loss: 0.742434 - 1s
Epoch 29886/50000
discriminator loss: 1.351208 - generator loss: 0.756539 - 1s
Epoch 29887/50000
discriminator loss: 1.337465 - generator loss: 0.763806 - 1s
Epoch 29888/50000
discriminator loss: 1.342824 - generator loss: 0.756056 - 1s
Epoch 29889/50000
discriminator loss: 1.356930 - generator loss: 0.746031 - 1s
Epoch 29890/50000
discriminator loss: 1.354814 - generator loss: 0.743102 - 1s
Epoch 29891/50000
discriminator loss: 1.346445 - generator loss: 0.746924 - 1s
Epoch 29892/50000
discriminator loss: 1.342667 - generator loss: 0.757111 - 1s
Epoch 29893/50000
discriminator loss: 1.344993 - generator loss: 0.752046 - 1s
Epoch 29894/50000
discriminator loss: 1.346806 - generator loss: 0.749500 - 1s
Epoch 29895/50000
discriminator loss: 1.350474 - generator loss: 0.752491 - 1s
Epoch 29896/50000
discriminator loss: 1.357556 - generator loss: 0.747740 - 1s
Epoch 29897/50000
discriminator loss: 1.347713 - generator loss: 0.756553 - 1s
Epoch 29898/50000
discriminator loss: 1.336461 - generator loss: 0.763087 - 1s
Epoch 29899/50000
discriminator loss: 1.344209 - generator loss: 0.747377 - 1s
Epoch 29900/50000
discriminator loss: 1.360709 - generator loss: 0.741932 - 1s
Epoch 29901/50000
discriminator loss: 1.348011 - generator loss: 0.752723 - 1s
Epoch 29902/50000
discriminator loss: 1.353100 - generator loss: 0.748219 - 1s
Epoch 29903/50000
discriminator loss: 1.343638 - generator loss: 0.756809 - 1s
Epoch 29904/50000
discriminator loss: 1.346049 - generator loss: 0.748871 - 1s
Epoch 29905/50000
discriminator loss: 1.355099 - generator loss: 0.745296 - 1s
Epoch 29906/50000
discriminator loss: 1.359578 - generator loss: 0.744417 - 1s
Epoch 29907/50000
discriminator loss: 1.354090 - generator loss: 0.748491 - 1s
Epoch 29908/50000
discriminator loss: 1.345634 - generator loss: 0.755480 - 1s
Epoch 29909/50000
discriminator loss: 1.346716 - generator loss: 0.760168 - 1s
Epoch 29910/50000
discriminator loss: 1.355378 - generator loss: 0.751118 - 1s
Epoch 29911/50000
discriminator loss: 1.354148 - generator loss: 0.745173 - 1s
Epoch 29912/50000
discriminator loss: 1.350641 - generator loss: 0.743859 - 1s
Epoch 29913/50000
discriminator loss: 1.344288 - generator loss: 0.757348 - 1s
Epoch 29914/50000
discriminator loss: 1.337108 - generator loss: 0.754825 - 1s
Epoch 29915/50000
discriminator loss: 1.358591 - generator loss: 0.741507 - 1s
Epoch 29916/50000
discriminator loss: 1.352878 - generator loss: 0.747752 - 1s
Epoch 29917/50000
discriminator loss: 1.352029 - generator loss: 0.758181 - 1s
Epoch 29918/50000
discriminator loss: 1.347098 - generator loss: 0.753710 - 1s
Epoch 29919/50000
discriminator loss: 1.344601 - generator loss: 0.756043 - 1s
Epoch 29920/50000
discriminator loss: 1.348553 - generator loss: 0.747567 - 1s
Epoch 29921/50000
discriminator loss: 1.354429 - generator loss: 0.753594 - 1s
Epoch 29922/50000
discriminator loss: 1.357202 - generator loss: 0.741398 - 1s
Epoch 29923/50000
discriminator loss: 1.346150 - generator loss: 0.753861 - 1s
Epoch 29924/50000
discriminator loss: 1.342833 - generator loss: 0.756679 - 1s
Epoch 29925/50000
discriminator loss: 1.344445 - generator loss: 0.757373 - 1s
Epoch 29926/50000
discriminator loss: 1.358123 - generator loss: 0.747556 - 1s
Epoch 29927/50000
discriminator loss: 1.353378 - generator loss: 0.742796 - 1s
Epoch 29928/50000
discriminator loss: 1.338476 - generator loss: 0.750280 - 1s
Epoch 29929/50000
discriminator loss: 1.342435 - generator loss: 0.768045 - 1s
Epoch 29930/50000
discriminator loss: 1.344555 - generator loss: 0.753000 - 1s
Epoch 29931/50000
discriminator loss: 1.350727 - generator loss: 0.756156 - 1s
Epoch 29932/50000
discriminator loss: 1.347296 - generator loss: 0.751047 - 1s
Epoch 29933/50000
discriminator loss: 1.351883 - generator loss: 0.750029 - 1s
Epoch 29934/50000
discriminator loss: 1.348953 - generator loss: 0.745430 - 1s
Epoch 29935/50000
discriminator loss: 1.355328 - generator loss: 0.740936 - 1s
Epoch 29936/50000
discriminator loss: 1.343838 - generator loss: 0.752729 - 1s
Epoch 29937/50000
discriminator loss: 1.351212 - generator loss: 0.751770 - 1s
Epoch 29938/50000
discriminator loss: 1.350167 - generator loss: 0.759670 - 1s
Epoch 29939/50000
discriminator loss: 1.355746 - generator loss: 0.750851 - 1s
Epoch 29940/50000
discriminator loss: 1.347377 - generator loss: 0.751297 - 1s
Epoch 29941/50000
discriminator loss: 1.340103 - generator loss: 0.761498 - 1s
Epoch 29942/50000
discriminator loss: 1.352805 - generator loss: 0.746740 - 1s
Epoch 29943/50000
discriminator loss: 1.339875 - generator loss: 0.745578 - 1s
Epoch 29944/50000
discriminator loss: 1.338278 - generator loss: 0.753707 - 1s
Epoch 29945/50000
discriminator loss: 1.343025 - generator loss: 0.753889 - 1s
Epoch 29946/50000
discriminator loss: 1.340793 - generator loss: 0.761814 - 1s
Epoch 29947/50000
discriminator loss: 1.355751 - generator loss: 0.742151 - 1s
Epoch 29948/50000
discriminator loss: 1.352955 - generator loss: 0.748545 - 1s
Epoch 29949/50000
discriminator loss: 1.345016 - generator loss: 0.756085 - 1s
Epoch 29950/50000
discriminator loss: 1.336430 - generator loss: 0.754953 - 1s
Epoch 29951/50000
discriminator loss: 1.348351 - generator loss: 0.748048 - 1s
Epoch 29952/50000
discriminator loss: 1.345625 - generator loss: 0.750494 - 1s
Epoch 29953/50000
discriminator loss: 1.341388 - generator loss: 0.759526 - 1s
Epoch 29954/50000
discriminator loss: 1.352061 - generator loss: 0.742198 - 1s
Epoch 29955/50000
discriminator loss: 1.345572 - generator loss: 0.753338 - 1s
Epoch 29956/50000
discriminator loss: 1.345849 - generator loss: 0.753479 - 1s
Epoch 29957/50000
discriminator loss: 1.346116 - generator loss: 0.752165 - 1s
Epoch 29958/50000
discriminator loss: 1.348189 - generator loss: 0.747561 - 1s
Epoch 29959/50000
discriminator loss: 1.351443 - generator loss: 0.754194 - 1s
Epoch 29960/50000
discriminator loss: 1.349550 - generator loss: 0.750627 - 1s
Epoch 29961/50000
discriminator loss: 1.349464 - generator loss: 0.760075 - 1s
Epoch 29962/50000
discriminator loss: 1.346290 - generator loss: 0.747840 - 1s
Epoch 29963/50000
discriminator loss: 1.346212 - generator loss: 0.745294 - 1s
Epoch 29964/50000
discriminator loss: 1.352669 - generator loss: 0.745874 - 1s
Epoch 29965/50000
discriminator loss: 1.340095 - generator loss: 0.756234 - 1s
Epoch 29966/50000
discriminator loss: 1.346217 - generator loss: 0.754805 - 1s
Epoch 29967/50000
discriminator loss: 1.339064 - generator loss: 0.754642 - 1s
Epoch 29968/50000
discriminator loss: 1.344848 - generator loss: 0.754879 - 1s
Epoch 29969/50000
discriminator loss: 1.356474 - generator loss: 0.746744 - 1s
Epoch 29970/50000
discriminator loss: 1.336565 - generator loss: 0.759633 - 1s
Epoch 29971/50000
discriminator loss: 1.345346 - generator loss: 0.749748 - 1s
Epoch 29972/50000
discriminator loss: 1.335609 - generator loss: 0.762454 - 1s
Epoch 29973/50000
discriminator loss: 1.342106 - generator loss: 0.759278 - 1s
Epoch 29974/50000
discriminator loss: 1.356877 - generator loss: 0.742859 - 1s
Epoch 29975/50000
discriminator loss: 1.356763 - generator loss: 0.741938 - 1s
Epoch 29976/50000
discriminator loss: 1.347827 - generator loss: 0.755758 - 1s
Epoch 29977/50000
discriminator loss: 1.347488 - generator loss: 0.745622 - 1s
Epoch 29978/50000
discriminator loss: 1.345843 - generator loss: 0.752749 - 1s
Epoch 29979/50000
discriminator loss: 1.343280 - generator loss: 0.755676 - 1s
Epoch 29980/50000
discriminator loss: 1.347114 - generator loss: 0.748116 - 1s
Epoch 29981/50000
discriminator loss: 1.342614 - generator loss: 0.756849 - 1s
Epoch 29982/50000
discriminator loss: 1.341843 - generator loss: 0.759315 - 1s
Epoch 29983/50000
discriminator loss: 1.351574 - generator loss: 0.748328 - 1s
Epoch 29984/50000
discriminator loss: 1.346395 - generator loss: 0.752970 - 1s
Epoch 29985/50000
discriminator loss: 1.351036 - generator loss: 0.744408 - 1s
Epoch 29986/50000
discriminator loss: 1.345832 - generator loss: 0.759790 - 1s
Epoch 29987/50000
discriminator loss: 1.355497 - generator loss: 0.739921 - 1s
Epoch 29988/50000
discriminator loss: 1.347996 - generator loss: 0.750936 - 1s
Epoch 29989/50000
discriminator loss: 1.355224 - generator loss: 0.747417 - 1s
Epoch 29990/50000
discriminator loss: 1.346763 - generator loss: 0.748989 - 1s
Epoch 29991/50000
discriminator loss: 1.343565 - generator loss: 0.756461 - 1s
Epoch 29992/50000
discriminator loss: 1.348869 - generator loss: 0.757224 - 1s
Epoch 29993/50000
discriminator loss: 1.346005 - generator loss: 0.755373 - 1s
Epoch 29994/50000
discriminator loss: 1.348989 - generator loss: 0.749331 - 1s
Epoch 29995/50000
discriminator loss: 1.357377 - generator loss: 0.743536 - 1s
Epoch 29996/50000
discriminator loss: 1.341976 - generator loss: 0.752032 - 1s
Epoch 29997/50000
discriminator loss: 1.346171 - generator loss: 0.756162 - 1s
Epoch 29998/50000
discriminator loss: 1.346562 - generator loss: 0.744421 - 1s
Epoch 29999/50000
discriminator loss: 1.347856 - generator loss: 0.751197 - 1s
Epoch 30000/50000
discriminator loss: 1.347511 - generator loss: 0.757894 - 1s
Epoch 30001/50000
discriminator loss: 1.349376 - generator loss: 0.756178 - 1s

Loss: 

Epoch 30002/50000
discriminator loss: 1.341718 - generator loss: 0.756397 - 1s
Epoch 30003/50000
discriminator loss: 1.347157 - generator loss: 0.754586 - 1s
Epoch 30004/50000
discriminator loss: 1.357742 - generator loss: 0.741369 - 1s
Epoch 30005/50000
discriminator loss: 1.350826 - generator loss: 0.749212 - 1s
Epoch 30006/50000
discriminator loss: 1.351979 - generator loss: 0.743552 - 1s
Epoch 30007/50000
discriminator loss: 1.337929 - generator loss: 0.755391 - 1s
Epoch 30008/50000
discriminator loss: 1.340051 - generator loss: 0.753348 - 1s
Epoch 30009/50000
discriminator loss: 1.350089 - generator loss: 0.750518 - 1s
Epoch 30010/50000
discriminator loss: 1.354676 - generator loss: 0.752250 - 1s
Epoch 30011/50000
discriminator loss: 1.349812 - generator loss: 0.759494 - 1s
Epoch 30012/50000
discriminator loss: 1.348603 - generator loss: 0.744045 - 1s
Epoch 30013/50000
discriminator loss: 1.343887 - generator loss: 0.754688 - 1s
Epoch 30014/50000
discriminator loss: 1.356163 - generator loss: 0.744436 - 1s
Epoch 30015/50000
discriminator loss: 1.357385 - generator loss: 0.740373 - 1s
Epoch 30016/50000
discriminator loss: 1.355766 - generator loss: 0.744728 - 1s
Epoch 30017/50000
discriminator loss: 1.347357 - generator loss: 0.755597 - 1s
Epoch 30018/50000
discriminator loss: 1.348848 - generator loss: 0.752443 - 1s
Epoch 30019/50000
discriminator loss: 1.354005 - generator loss: 0.750017 - 1s
Epoch 30020/50000
discriminator loss: 1.359997 - generator loss: 0.745804 - 1s
Epoch 30021/50000
discriminator loss: 1.344655 - generator loss: 0.745529 - 1s
Epoch 30022/50000
discriminator loss: 1.335699 - generator loss: 0.759764 - 1s
Epoch 30023/50000
discriminator loss: 1.349155 - generator loss: 0.757895 - 1s
Epoch 30024/50000
discriminator loss: 1.349562 - generator loss: 0.744076 - 1s
Epoch 30025/50000
discriminator loss: 1.354011 - generator loss: 0.748420 - 1s
Epoch 30026/50000
discriminator loss: 1.355575 - generator loss: 0.749722 - 1s
Epoch 30027/50000
discriminator loss: 1.344239 - generator loss: 0.747178 - 1s
Epoch 30028/50000
discriminator loss: 1.349725 - generator loss: 0.744469 - 1s
Epoch 30029/50000
discriminator loss: 1.343592 - generator loss: 0.751530 - 1s
Epoch 30030/50000
discriminator loss: 1.349630 - generator loss: 0.753826 - 1s
Epoch 30031/50000
discriminator loss: 1.345677 - generator loss: 0.758327 - 1s
Epoch 30032/50000
discriminator loss: 1.348354 - generator loss: 0.763309 - 1s
Epoch 30033/50000
discriminator loss: 1.343628 - generator loss: 0.753366 - 1s
Epoch 30034/50000
discriminator loss: 1.348760 - generator loss: 0.751635 - 1s
Epoch 30035/50000
discriminator loss: 1.344486 - generator loss: 0.749142 - 1s
Epoch 30036/50000
discriminator loss: 1.347666 - generator loss: 0.740777 - 1s
Epoch 30037/50000
discriminator loss: 1.347094 - generator loss: 0.753163 - 1s
Epoch 30038/50000
discriminator loss: 1.351838 - generator loss: 0.755895 - 1s
Epoch 30039/50000
discriminator loss: 1.348715 - generator loss: 0.750254 - 1s
Epoch 30040/50000
discriminator loss: 1.347602 - generator loss: 0.752458 - 1s
Epoch 30041/50000
discriminator loss: 1.344807 - generator loss: 0.754436 - 1s
Epoch 30042/50000
discriminator loss: 1.346906 - generator loss: 0.756398 - 1s
Epoch 30043/50000
discriminator loss: 1.346663 - generator loss: 0.750548 - 1s
Epoch 30044/50000
discriminator loss: 1.351992 - generator loss: 0.748322 - 1s
Epoch 30045/50000
discriminator loss: 1.345947 - generator loss: 0.758186 - 1s
Epoch 30046/50000
discriminator loss: 1.350296 - generator loss: 0.756378 - 1s
Epoch 30047/50000
discriminator loss: 1.355765 - generator loss: 0.748631 - 1s
Epoch 30048/50000
discriminator loss: 1.344370 - generator loss: 0.751354 - 1s
Epoch 30049/50000
discriminator loss: 1.350645 - generator loss: 0.756603 - 1s
Epoch 30050/50000
discriminator loss: 1.340678 - generator loss: 0.740761 - 1s
Epoch 30051/50000
discriminator loss: 1.347832 - generator loss: 0.766262 - 1s
Epoch 30052/50000
discriminator loss: 1.345600 - generator loss: 0.757890 - 1s
Epoch 30053/50000
discriminator loss: 1.345153 - generator loss: 0.767347 - 1s
Epoch 30054/50000
discriminator loss: 1.339665 - generator loss: 0.759555 - 1s
Epoch 30055/50000
discriminator loss: 1.346480 - generator loss: 0.749842 - 1s
Epoch 30056/50000
discriminator loss: 1.346584 - generator loss: 0.746197 - 1s
Epoch 30057/50000
discriminator loss: 1.358602 - generator loss: 0.743520 - 1s
Epoch 30058/50000
discriminator loss: 1.342283 - generator loss: 0.748580 - 1s
Epoch 30059/50000
discriminator loss: 1.350668 - generator loss: 0.751494 - 1s
Epoch 30060/50000
discriminator loss: 1.351021 - generator loss: 0.759784 - 1s
Epoch 30061/50000
discriminator loss: 1.357376 - generator loss: 0.737721 - 1s
Epoch 30062/50000
discriminator loss: 1.348205 - generator loss: 0.755467 - 1s
Epoch 30063/50000
discriminator loss: 1.348695 - generator loss: 0.748518 - 1s
Epoch 30064/50000
discriminator loss: 1.341526 - generator loss: 0.760688 - 1s
Epoch 30065/50000
discriminator loss: 1.338492 - generator loss: 0.756743 - 1s
Epoch 30066/50000
discriminator loss: 1.341403 - generator loss: 0.749672 - 1s
Epoch 30067/50000
discriminator loss: 1.348455 - generator loss: 0.759624 - 1s
Epoch 30068/50000
discriminator loss: 1.339215 - generator loss: 0.757350 - 1s
Epoch 30069/50000
discriminator loss: 1.336213 - generator loss: 0.755229 - 1s
Epoch 30070/50000
discriminator loss: 1.354370 - generator loss: 0.746927 - 1s
Epoch 30071/50000
discriminator loss: 1.349721 - generator loss: 0.746671 - 1s
Epoch 30072/50000
discriminator loss: 1.351451 - generator loss: 0.754792 - 1s
Epoch 30073/50000
discriminator loss: 1.350770 - generator loss: 0.750852 - 1s
Epoch 30074/50000
discriminator loss: 1.342009 - generator loss: 0.755028 - 1s
Epoch 30075/50000
discriminator loss: 1.352022 - generator loss: 0.751538 - 1s
Epoch 30076/50000
discriminator loss: 1.355601 - generator loss: 0.746544 - 1s
Epoch 30077/50000
discriminator loss: 1.346848 - generator loss: 0.752670 - 1s
Epoch 30078/50000
discriminator loss: 1.350020 - generator loss: 0.750175 - 1s
Epoch 30079/50000
discriminator loss: 1.343231 - generator loss: 0.756528 - 1s
Epoch 30080/50000
discriminator loss: 1.350677 - generator loss: 0.747145 - 1s
Epoch 30081/50000
discriminator loss: 1.348664 - generator loss: 0.750892 - 1s
Epoch 30082/50000
discriminator loss: 1.352525 - generator loss: 0.750515 - 1s
Epoch 30083/50000
discriminator loss: 1.353254 - generator loss: 0.747179 - 1s
Epoch 30084/50000
discriminator loss: 1.342681 - generator loss: 0.759181 - 1s
Epoch 30085/50000
discriminator loss: 1.348737 - generator loss: 0.755184 - 1s
Epoch 30086/50000
discriminator loss: 1.350018 - generator loss: 0.749336 - 1s
Epoch 30087/50000
discriminator loss: 1.346856 - generator loss: 0.753470 - 1s
Epoch 30088/50000
discriminator loss: 1.346556 - generator loss: 0.750120 - 1s
Epoch 30089/50000
discriminator loss: 1.345343 - generator loss: 0.750204 - 1s
Epoch 30090/50000
discriminator loss: 1.343280 - generator loss: 0.754165 - 1s
Epoch 30091/50000
discriminator loss: 1.351623 - generator loss: 0.754198 - 1s
Epoch 30092/50000
discriminator loss: 1.352748 - generator loss: 0.743064 - 1s
Epoch 30093/50000
discriminator loss: 1.343134 - generator loss: 0.759907 - 1s
Epoch 30094/50000
discriminator loss: 1.338320 - generator loss: 0.755897 - 1s
Epoch 30095/50000
discriminator loss: 1.354547 - generator loss: 0.749427 - 1s
Epoch 30096/50000
discriminator loss: 1.351557 - generator loss: 0.746716 - 1s
Epoch 30097/50000
discriminator loss: 1.354164 - generator loss: 0.751885 - 1s
Epoch 30098/50000
discriminator loss: 1.343214 - generator loss: 0.756957 - 1s
Epoch 30099/50000
discriminator loss: 1.338048 - generator loss: 0.758509 - 1s
Epoch 30100/50000
discriminator loss: 1.347186 - generator loss: 0.749040 - 1s
Epoch 30101/50000
discriminator loss: 1.357821 - generator loss: 0.738470 - 1s
Epoch 30102/50000
discriminator loss: 1.339527 - generator loss: 0.753951 - 1s
Epoch 30103/50000
discriminator loss: 1.347621 - generator loss: 0.757821 - 1s
Epoch 30104/50000
discriminator loss: 1.343878 - generator loss: 0.755883 - 1s
Epoch 30105/50000
discriminator loss: 1.355595 - generator loss: 0.748745 - 1s
Epoch 30106/50000
discriminator loss: 1.353951 - generator loss: 0.757351 - 1s
Epoch 30107/50000
discriminator loss: 1.347613 - generator loss: 0.745168 - 1s
Epoch 30108/50000
discriminator loss: 1.348450 - generator loss: 0.751914 - 1s
Epoch 30109/50000
discriminator loss: 1.344995 - generator loss: 0.747404 - 1s
Epoch 30110/50000
discriminator loss: 1.342863 - generator loss: 0.750304 - 1s
Epoch 30111/50000
discriminator loss: 1.351099 - generator loss: 0.746604 - 1s
Epoch 30112/50000
discriminator loss: 1.345735 - generator loss: 0.751185 - 1s
Epoch 30113/50000
discriminator loss: 1.352219 - generator loss: 0.755045 - 1s
Epoch 30114/50000
discriminator loss: 1.344971 - generator loss: 0.761414 - 1s
Epoch 30115/50000
discriminator loss: 1.340025 - generator loss: 0.751964 - 1s
Epoch 30116/50000
discriminator loss: 1.341478 - generator loss: 0.753322 - 1s
Epoch 30117/50000
discriminator loss: 1.351832 - generator loss: 0.745522 - 1s
Epoch 30118/50000
discriminator loss: 1.352236 - generator loss: 0.743297 - 1s
Epoch 30119/50000
discriminator loss: 1.343195 - generator loss: 0.753683 - 1s
Epoch 30120/50000
discriminator loss: 1.353738 - generator loss: 0.751998 - 1s
Epoch 30121/50000
discriminator loss: 1.358094 - generator loss: 0.755243 - 1s
Epoch 30122/50000
discriminator loss: 1.361102 - generator loss: 0.744903 - 1s
Epoch 30123/50000
discriminator loss: 1.351459 - generator loss: 0.743163 - 1s
Epoch 30124/50000
discriminator loss: 1.338928 - generator loss: 0.761025 - 1s
Epoch 30125/50000
discriminator loss: 1.348554 - generator loss: 0.746948 - 1s
Epoch 30126/50000
discriminator loss: 1.350742 - generator loss: 0.752038 - 1s
Epoch 30127/50000
discriminator loss: 1.347925 - generator loss: 0.760424 - 1s
Epoch 30128/50000
discriminator loss: 1.340455 - generator loss: 0.751832 - 1s
Epoch 30129/50000
discriminator loss: 1.351485 - generator loss: 0.751335 - 1s
Epoch 30130/50000
discriminator loss: 1.345707 - generator loss: 0.751496 - 1s
Epoch 30131/50000
discriminator loss: 1.343903 - generator loss: 0.751467 - 1s
Epoch 30132/50000
discriminator loss: 1.350359 - generator loss: 0.747731 - 1s
Epoch 30133/50000
discriminator loss: 1.348116 - generator loss: 0.753205 - 1s
Epoch 30134/50000
discriminator loss: 1.344497 - generator loss: 0.761509 - 1s
Epoch 30135/50000
discriminator loss: 1.348645 - generator loss: 0.755670 - 1s
Epoch 30136/50000
discriminator loss: 1.355361 - generator loss: 0.743421 - 1s
Epoch 30137/50000
discriminator loss: 1.352086 - generator loss: 0.749224 - 1s
Epoch 30138/50000
discriminator loss: 1.339572 - generator loss: 0.757737 - 1s
Epoch 30139/50000
discriminator loss: 1.349959 - generator loss: 0.751845 - 1s
Epoch 30140/50000
discriminator loss: 1.348609 - generator loss: 0.751890 - 1s
Epoch 30141/50000
discriminator loss: 1.359385 - generator loss: 0.746770 - 1s
Epoch 30142/50000
discriminator loss: 1.356935 - generator loss: 0.746745 - 1s
Epoch 30143/50000
discriminator loss: 1.351900 - generator loss: 0.746624 - 1s
Epoch 30144/50000
discriminator loss: 1.348489 - generator loss: 0.757517 - 1s
Epoch 30145/50000
discriminator loss: 1.340439 - generator loss: 0.754148 - 1s
Epoch 30146/50000
discriminator loss: 1.345847 - generator loss: 0.755466 - 1s
Epoch 30147/50000
discriminator loss: 1.352422 - generator loss: 0.751877 - 1s
Epoch 30148/50000
discriminator loss: 1.349520 - generator loss: 0.749037 - 1s
Epoch 30149/50000
discriminator loss: 1.347144 - generator loss: 0.754645 - 1s
Epoch 30150/50000
discriminator loss: 1.344030 - generator loss: 0.752790 - 1s
Epoch 30151/50000
discriminator loss: 1.344035 - generator loss: 0.756296 - 1s
Epoch 30152/50000
discriminator loss: 1.352950 - generator loss: 0.750542 - 1s
Epoch 30153/50000
discriminator loss: 1.339665 - generator loss: 0.753971 - 1s
Epoch 30154/50000
discriminator loss: 1.343359 - generator loss: 0.760909 - 1s
Epoch 30155/50000
discriminator loss: 1.344702 - generator loss: 0.760817 - 1s
Epoch 30156/50000
discriminator loss: 1.353277 - generator loss: 0.748674 - 1s
Epoch 30157/50000
discriminator loss: 1.353051 - generator loss: 0.740056 - 1s
Epoch 30158/50000
discriminator loss: 1.357518 - generator loss: 0.749937 - 1s
Epoch 30159/50000
discriminator loss: 1.344269 - generator loss: 0.755220 - 1s
Epoch 30160/50000
discriminator loss: 1.341414 - generator loss: 0.752918 - 1s
Epoch 30161/50000
discriminator loss: 1.346839 - generator loss: 0.752529 - 1s
Epoch 30162/50000
discriminator loss: 1.344208 - generator loss: 0.755171 - 1s
Epoch 30163/50000
discriminator loss: 1.337988 - generator loss: 0.760512 - 1s
Epoch 30164/50000
discriminator loss: 1.355403 - generator loss: 0.745953 - 1s
Epoch 30165/50000
discriminator loss: 1.344491 - generator loss: 0.759617 - 1s
Epoch 30166/50000
discriminator loss: 1.352881 - generator loss: 0.748479 - 1s
Epoch 30167/50000
discriminator loss: 1.349421 - generator loss: 0.750377 - 1s
Epoch 30168/50000
discriminator loss: 1.354618 - generator loss: 0.740641 - 1s
Epoch 30169/50000
discriminator loss: 1.346508 - generator loss: 0.753989 - 1s
Epoch 30170/50000
discriminator loss: 1.333070 - generator loss: 0.765668 - 1s
Epoch 30171/50000
discriminator loss: 1.344150 - generator loss: 0.754514 - 1s
Epoch 30172/50000
discriminator loss: 1.355594 - generator loss: 0.741841 - 1s
Epoch 30173/50000
discriminator loss: 1.349627 - generator loss: 0.747793 - 1s
Epoch 30174/50000
discriminator loss: 1.344765 - generator loss: 0.756633 - 1s
Epoch 30175/50000
discriminator loss: 1.343091 - generator loss: 0.762555 - 1s
Epoch 30176/50000
discriminator loss: 1.342049 - generator loss: 0.761596 - 1s
Epoch 30177/50000
discriminator loss: 1.348030 - generator loss: 0.749732 - 1s
Epoch 30178/50000
discriminator loss: 1.355225 - generator loss: 0.746267 - 1s
Epoch 30179/50000
discriminator loss: 1.344243 - generator loss: 0.752600 - 1s
Epoch 30180/50000
discriminator loss: 1.332379 - generator loss: 0.760240 - 1s
Epoch 30181/50000
discriminator loss: 1.344148 - generator loss: 0.750685 - 1s
Epoch 30182/50000
discriminator loss: 1.355272 - generator loss: 0.750410 - 1s
Epoch 30183/50000
discriminator loss: 1.360844 - generator loss: 0.743192 - 1s
Epoch 30184/50000
discriminator loss: 1.353156 - generator loss: 0.754810 - 1s
Epoch 30185/50000
discriminator loss: 1.338322 - generator loss: 0.760671 - 1s
Epoch 30186/50000
discriminator loss: 1.339739 - generator loss: 0.755086 - 1s
Epoch 30187/50000
discriminator loss: 1.348882 - generator loss: 0.749648 - 1s
Epoch 30188/50000
discriminator loss: 1.345456 - generator loss: 0.753626 - 1s
Epoch 30189/50000
discriminator loss: 1.348997 - generator loss: 0.748707 - 1s
Epoch 30190/50000
discriminator loss: 1.342392 - generator loss: 0.756162 - 1s
Epoch 30191/50000
discriminator loss: 1.343127 - generator loss: 0.755377 - 1s
Epoch 30192/50000
discriminator loss: 1.353877 - generator loss: 0.745203 - 1s
Epoch 30193/50000
discriminator loss: 1.347769 - generator loss: 0.752108 - 1s
Epoch 30194/50000
discriminator loss: 1.356455 - generator loss: 0.748231 - 1s
Epoch 30195/50000
discriminator loss: 1.341828 - generator loss: 0.760119 - 1s
Epoch 30196/50000
discriminator loss: 1.352432 - generator loss: 0.746435 - 1s
Epoch 30197/50000
discriminator loss: 1.346382 - generator loss: 0.754764 - 1s
Epoch 30198/50000
discriminator loss: 1.357001 - generator loss: 0.749395 - 1s
Epoch 30199/50000
discriminator loss: 1.345267 - generator loss: 0.754858 - 1s
Epoch 30200/50000
discriminator loss: 1.344362 - generator loss: 0.749619 - 1s
Epoch 30201/50000
discriminator loss: 1.342674 - generator loss: 0.752134 - 1s
Epoch 30202/50000
discriminator loss: 1.348660 - generator loss: 0.754041 - 1s
Epoch 30203/50000
discriminator loss: 1.345373 - generator loss: 0.763779 - 1s
Epoch 30204/50000
discriminator loss: 1.351197 - generator loss: 0.747386 - 1s
Epoch 30205/50000
discriminator loss: 1.344830 - generator loss: 0.755326 - 1s
Epoch 30206/50000
discriminator loss: 1.334557 - generator loss: 0.764081 - 1s
Epoch 30207/50000
discriminator loss: 1.344311 - generator loss: 0.753060 - 1s
Epoch 30208/50000
discriminator loss: 1.351058 - generator loss: 0.749730 - 1s
Epoch 30209/50000
discriminator loss: 1.345163 - generator loss: 0.752580 - 1s
Epoch 30210/50000
discriminator loss: 1.348268 - generator loss: 0.743783 - 1s
Epoch 30211/50000
discriminator loss: 1.355480 - generator loss: 0.750383 - 1s
Epoch 30212/50000
discriminator loss: 1.343817 - generator loss: 0.758781 - 1s
Epoch 30213/50000
discriminator loss: 1.351907 - generator loss: 0.745133 - 1s
Epoch 30214/50000
discriminator loss: 1.352369 - generator loss: 0.752747 - 1s
Epoch 30215/50000
discriminator loss: 1.347500 - generator loss: 0.756511 - 1s
Epoch 30216/50000
discriminator loss: 1.343681 - generator loss: 0.757430 - 1s
Epoch 30217/50000
discriminator loss: 1.343634 - generator loss: 0.748481 - 1s
Epoch 30218/50000
discriminator loss: 1.357986 - generator loss: 0.745685 - 1s
Epoch 30219/50000
discriminator loss: 1.346120 - generator loss: 0.748696 - 1s
Epoch 30220/50000
discriminator loss: 1.352911 - generator loss: 0.749882 - 1s
Epoch 30221/50000
discriminator loss: 1.346855 - generator loss: 0.755529 - 1s
Epoch 30222/50000
discriminator loss: 1.340800 - generator loss: 0.751932 - 1s
Epoch 30223/50000
discriminator loss: 1.350112 - generator loss: 0.753657 - 1s
Epoch 30224/50000
discriminator loss: 1.345360 - generator loss: 0.747685 - 1s
Epoch 30225/50000
discriminator loss: 1.361065 - generator loss: 0.748613 - 1s
Epoch 30226/50000
discriminator loss: 1.346869 - generator loss: 0.759354 - 1s
Epoch 30227/50000
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Epoch 30228/50000
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Epoch 30229/50000
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Epoch 30230/50000
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Epoch 30231/50000
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Epoch 30232/50000
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Epoch 30233/50000
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Epoch 30234/50000
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Epoch 30235/50000
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Epoch 30236/50000
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Epoch 30237/50000
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Epoch 30238/50000
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Epoch 30239/50000
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Epoch 30240/50000
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Epoch 30241/50000
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Epoch 30242/50000
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Epoch 30243/50000
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Epoch 30244/50000
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Epoch 30245/50000
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Epoch 30246/50000
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Epoch 30247/50000
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Epoch 30248/50000
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Epoch 30249/50000
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Epoch 30250/50000
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Epoch 30251/50000
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Epoch 30252/50000
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Epoch 30253/50000
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Epoch 30254/50000
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Epoch 30255/50000
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Epoch 30256/50000
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Epoch 30257/50000
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Epoch 30258/50000
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Epoch 30259/50000
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Epoch 30260/50000
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Epoch 30261/50000
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Epoch 30262/50000
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Epoch 30263/50000
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Epoch 30264/50000
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Epoch 30265/50000
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Epoch 30266/50000
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Epoch 30267/50000
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Epoch 30268/50000
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Epoch 30269/50000
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Epoch 30270/50000
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Epoch 30271/50000
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Epoch 30272/50000
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Epoch 30273/50000
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Epoch 30274/50000
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Epoch 30275/50000
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Epoch 30276/50000
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Epoch 30277/50000
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Epoch 30278/50000
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Epoch 30279/50000
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Epoch 30280/50000
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Epoch 30281/50000
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Epoch 30282/50000
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Epoch 30283/50000
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Epoch 30284/50000
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Epoch 30285/50000
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Epoch 30286/50000
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Epoch 30287/50000
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Epoch 30288/50000
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Epoch 30289/50000
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Epoch 30290/50000
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Epoch 30291/50000
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Epoch 30292/50000
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Epoch 30293/50000
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Epoch 30294/50000
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Epoch 30295/50000
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Epoch 30296/50000
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Epoch 30297/50000
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Epoch 30298/50000
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Epoch 30299/50000
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Epoch 30300/50000
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Epoch 30301/50000
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Epoch 30302/50000
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Epoch 30303/50000
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Epoch 30304/50000
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Epoch 30305/50000
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Epoch 30306/50000
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Epoch 30307/50000
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Epoch 30308/50000
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Epoch 30309/50000
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Epoch 30310/50000
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Epoch 30311/50000
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Epoch 30312/50000
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Epoch 30313/50000
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Epoch 30314/50000
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Epoch 30315/50000
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Epoch 30316/50000
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Epoch 30317/50000
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Epoch 30318/50000
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Epoch 30319/50000
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Epoch 30320/50000
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Epoch 30321/50000
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Epoch 30322/50000
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Epoch 30323/50000
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Epoch 30324/50000
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Epoch 30325/50000
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Epoch 30326/50000
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Epoch 30327/50000
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Epoch 30328/50000
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Epoch 30329/50000
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Epoch 30330/50000
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Epoch 30331/50000
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Epoch 30332/50000
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Epoch 30333/50000
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Epoch 30334/50000
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Epoch 30335/50000
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Epoch 30336/50000
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Epoch 30337/50000
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Epoch 30338/50000
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Epoch 30339/50000
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Epoch 30340/50000
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Epoch 30341/50000
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Epoch 30342/50000
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Epoch 30343/50000
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Epoch 30344/50000
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Epoch 30345/50000
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Epoch 30346/50000
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Epoch 30347/50000
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Epoch 30348/50000
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Epoch 30349/50000
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Epoch 30350/50000
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Epoch 30351/50000
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Epoch 30352/50000
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Epoch 30353/50000
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Epoch 30354/50000
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Epoch 30355/50000
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Epoch 30356/50000
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Epoch 30357/50000
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Epoch 30358/50000
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Epoch 30359/50000
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Epoch 30360/50000
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Epoch 30361/50000
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Epoch 30362/50000
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Epoch 30363/50000
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Epoch 30364/50000
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Epoch 30365/50000
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Epoch 30366/50000
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Epoch 30367/50000
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Epoch 30368/50000
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Epoch 30369/50000
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Epoch 30370/50000
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Epoch 30371/50000
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Epoch 30372/50000
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Epoch 30373/50000
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Epoch 30374/50000
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Epoch 30375/50000
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Epoch 30376/50000
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Epoch 30377/50000
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Epoch 30378/50000
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Epoch 30379/50000
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Epoch 30380/50000
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Epoch 30381/50000
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Epoch 30382/50000
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Epoch 30383/50000
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Epoch 30384/50000
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Epoch 30385/50000
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Epoch 30386/50000
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Epoch 30387/50000
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Epoch 30388/50000
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Epoch 30389/50000
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Epoch 30390/50000
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Epoch 30391/50000
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Epoch 30392/50000
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Epoch 30393/50000
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Epoch 30394/50000
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Epoch 30395/50000
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Epoch 30396/50000
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Epoch 30397/50000
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Epoch 30398/50000
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Epoch 30399/50000
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Epoch 30400/50000
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Epoch 30401/50000
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Epoch 30402/50000
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Epoch 30403/50000
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Epoch 30404/50000
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Epoch 30405/50000
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Epoch 30406/50000
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Epoch 30407/50000
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Epoch 30408/50000
discriminator loss: 1.350629 - generator loss: 0.747606 - 1s
Epoch 30409/50000
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Epoch 30410/50000
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Epoch 30411/50000
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Epoch 30412/50000
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Epoch 30413/50000
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Epoch 30414/50000
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Epoch 30415/50000
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Epoch 30416/50000
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Epoch 30417/50000
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Epoch 30418/50000
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Epoch 30419/50000
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Epoch 30420/50000
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Epoch 30421/50000
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Epoch 30422/50000
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Epoch 30423/50000
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Epoch 30424/50000
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Epoch 30425/50000
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Epoch 30426/50000
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Epoch 30427/50000
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Epoch 30428/50000
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Epoch 30429/50000
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Epoch 30430/50000
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Epoch 30431/50000
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Epoch 30432/50000
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Epoch 30433/50000
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Epoch 30434/50000
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Epoch 30435/50000
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Epoch 30436/50000
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Epoch 30437/50000
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Epoch 30438/50000
discriminator loss: 1.337829 - generator loss: 0.763266 - 1s
Epoch 30439/50000
discriminator loss: 1.341581 - generator loss: 0.756246 - 1s
Epoch 30440/50000
discriminator loss: 1.345075 - generator loss: 0.755135 - 1s
Epoch 30441/50000
discriminator loss: 1.352738 - generator loss: 0.746633 - 1s
Epoch 30442/50000
discriminator loss: 1.348920 - generator loss: 0.750823 - 1s
Epoch 30443/50000
discriminator loss: 1.349942 - generator loss: 0.750760 - 1s
Epoch 30444/50000
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Epoch 30445/50000
discriminator loss: 1.355492 - generator loss: 0.749717 - 1s
Epoch 30446/50000
discriminator loss: 1.346235 - generator loss: 0.758258 - 1s
Epoch 30447/50000
discriminator loss: 1.350268 - generator loss: 0.748695 - 1s
Epoch 30448/50000
discriminator loss: 1.347870 - generator loss: 0.756581 - 1s
Epoch 30449/50000
discriminator loss: 1.348698 - generator loss: 0.747755 - 1s
Epoch 30450/50000
discriminator loss: 1.351194 - generator loss: 0.746083 - 1s
Epoch 30451/50000
discriminator loss: 1.353215 - generator loss: 0.749161 - 1s
Epoch 30452/50000
discriminator loss: 1.339497 - generator loss: 0.759807 - 1s
Epoch 30453/50000
discriminator loss: 1.340324 - generator loss: 0.762053 - 1s
Epoch 30454/50000
discriminator loss: 1.345384 - generator loss: 0.753106 - 1s
Epoch 30455/50000
discriminator loss: 1.343478 - generator loss: 0.758641 - 1s
Epoch 30456/50000
discriminator loss: 1.326314 - generator loss: 0.774295 - 1s
Epoch 30457/50000
discriminator loss: 1.337315 - generator loss: 0.750072 - 1s
Epoch 30458/50000
discriminator loss: 1.344580 - generator loss: 0.749736 - 1s
Epoch 30459/50000
discriminator loss: 1.349504 - generator loss: 0.751967 - 1s
Epoch 30460/50000
discriminator loss: 1.351326 - generator loss: 0.756109 - 1s
Epoch 30461/50000
discriminator loss: 1.349089 - generator loss: 0.753922 - 1s
Epoch 30462/50000
discriminator loss: 1.350071 - generator loss: 0.747897 - 1s
Epoch 30463/50000
discriminator loss: 1.343811 - generator loss: 0.754975 - 1s
Epoch 30464/50000
discriminator loss: 1.346895 - generator loss: 0.757786 - 1s
Epoch 30465/50000
discriminator loss: 1.348459 - generator loss: 0.741520 - 1s
Epoch 30466/50000
discriminator loss: 1.348992 - generator loss: 0.749585 - 1s
Epoch 30467/50000
discriminator loss: 1.352791 - generator loss: 0.751828 - 1s
Epoch 30468/50000
discriminator loss: 1.352356 - generator loss: 0.756805 - 1s
Epoch 30469/50000
discriminator loss: 1.343181 - generator loss: 0.751661 - 1s
Epoch 30470/50000
discriminator loss: 1.347599 - generator loss: 0.749913 - 1s
Epoch 30471/50000
discriminator loss: 1.343115 - generator loss: 0.749431 - 1s
Epoch 30472/50000
discriminator loss: 1.353146 - generator loss: 0.744988 - 1s
Epoch 30473/50000
discriminator loss: 1.347515 - generator loss: 0.753391 - 1s
Epoch 30474/50000
discriminator loss: 1.345581 - generator loss: 0.751988 - 1s
Epoch 30475/50000
discriminator loss: 1.341927 - generator loss: 0.767666 - 1s
Epoch 30476/50000
discriminator loss: 1.344065 - generator loss: 0.751806 - 1s
Epoch 30477/50000
discriminator loss: 1.348371 - generator loss: 0.749260 - 1s
Epoch 30478/50000
discriminator loss: 1.346049 - generator loss: 0.756187 - 1s
Epoch 30479/50000
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Epoch 30480/50000
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Epoch 30481/50000
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Epoch 30482/50000
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Epoch 30483/50000
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Epoch 30484/50000
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Epoch 30485/50000
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Epoch 30486/50000
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Epoch 30487/50000
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Epoch 30488/50000
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Epoch 30489/50000
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Epoch 30490/50000
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Epoch 30491/50000
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Epoch 30492/50000
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Epoch 30493/50000
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Epoch 30494/50000
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Epoch 30495/50000
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Epoch 30496/50000
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Epoch 30497/50000
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Epoch 30498/50000
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Epoch 30499/50000
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Epoch 30500/50000
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Epoch 30501/50000
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Epoch 30502/50000
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Epoch 30503/50000
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Epoch 30504/50000
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Epoch 30505/50000
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Epoch 30506/50000
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Epoch 30507/50000
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Epoch 30508/50000
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Epoch 30509/50000
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Epoch 30510/50000
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Epoch 30511/50000
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Epoch 30512/50000
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Epoch 30513/50000
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Epoch 30514/50000
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Epoch 30515/50000
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Epoch 30516/50000
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Epoch 30517/50000
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Epoch 30518/50000
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Epoch 30519/50000
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Epoch 30520/50000
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Epoch 30521/50000
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Epoch 30522/50000
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Epoch 30523/50000
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Epoch 30524/50000
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Epoch 30525/50000
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Epoch 30526/50000
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Epoch 30527/50000
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Epoch 30528/50000
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Epoch 30529/50000
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Epoch 30530/50000
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Epoch 30531/50000
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Epoch 30532/50000
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Epoch 30533/50000
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Epoch 30534/50000
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Epoch 30535/50000
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Epoch 30536/50000
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Epoch 30537/50000
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Epoch 30538/50000
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Epoch 30539/50000
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Epoch 30540/50000
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Epoch 30541/50000
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Epoch 30542/50000
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Epoch 30543/50000
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Epoch 30544/50000
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Epoch 30545/50000
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Epoch 30546/50000
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Epoch 30547/50000
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Epoch 30548/50000
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Epoch 30549/50000
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Epoch 30550/50000
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Epoch 30551/50000
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Epoch 30552/50000
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Epoch 30553/50000
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Epoch 30554/50000
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Epoch 30555/50000
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Epoch 30556/50000
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Epoch 30557/50000
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Epoch 30558/50000
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Epoch 30559/50000
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Epoch 30560/50000
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Epoch 30561/50000
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Epoch 30562/50000
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Epoch 30563/50000
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Epoch 30564/50000
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Epoch 30565/50000
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Epoch 30566/50000
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Epoch 30567/50000
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Epoch 30568/50000
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Epoch 30569/50000
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Epoch 30570/50000
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Epoch 30571/50000
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Epoch 30572/50000
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Epoch 30573/50000
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Epoch 30574/50000
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Epoch 30575/50000
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Epoch 30576/50000
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Epoch 30577/50000
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Epoch 30578/50000
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Epoch 30579/50000
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Epoch 30580/50000
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Epoch 30581/50000
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Epoch 30582/50000
discriminator loss: 1.348459 - generator loss: 0.754679 - 1s
Epoch 30583/50000
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Epoch 30584/50000
discriminator loss: 1.347009 - generator loss: 0.766158 - 1s
Epoch 30585/50000
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Epoch 30586/50000
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Epoch 30587/50000
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Epoch 30588/50000
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Epoch 30589/50000
discriminator loss: 1.343016 - generator loss: 0.755417 - 1s
Epoch 30590/50000
discriminator loss: 1.347082 - generator loss: 0.760225 - 1s
Epoch 30591/50000
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Epoch 30592/50000
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Epoch 30593/50000
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Epoch 30594/50000
discriminator loss: 1.341219 - generator loss: 0.754206 - 1s
Epoch 30595/50000
discriminator loss: 1.341044 - generator loss: 0.761701 - 1s
Epoch 30596/50000
discriminator loss: 1.345862 - generator loss: 0.761130 - 1s
Epoch 30597/50000
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Epoch 30598/50000
discriminator loss: 1.352163 - generator loss: 0.744765 - 1s
Epoch 30599/50000
discriminator loss: 1.345528 - generator loss: 0.746858 - 1s
Epoch 30600/50000
discriminator loss: 1.344226 - generator loss: 0.760762 - 1s
Epoch 30601/50000
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Epoch 30602/50000
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Epoch 30603/50000
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Epoch 30604/50000
discriminator loss: 1.356356 - generator loss: 0.750543 - 1s
Epoch 30605/50000
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Epoch 30606/50000
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Epoch 30607/50000
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Epoch 30608/50000
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Epoch 30609/50000
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Epoch 30610/50000
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Epoch 30611/50000
discriminator loss: 1.343500 - generator loss: 0.760320 - 1s
Epoch 30612/50000
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Epoch 30613/50000
discriminator loss: 1.345716 - generator loss: 0.749992 - 1s
Epoch 30614/50000
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Epoch 30615/50000
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Epoch 30616/50000
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Epoch 30617/50000
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Epoch 30618/50000
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Epoch 30619/50000
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Epoch 30620/50000
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Epoch 30621/50000
discriminator loss: 1.347854 - generator loss: 0.753549 - 1s
Epoch 30622/50000
discriminator loss: 1.351004 - generator loss: 0.755287 - 1s
Epoch 30623/50000
discriminator loss: 1.351552 - generator loss: 0.751082 - 1s
Epoch 30624/50000
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Epoch 30625/50000
discriminator loss: 1.350006 - generator loss: 0.755179 - 1s
Epoch 30626/50000
discriminator loss: 1.349292 - generator loss: 0.745423 - 1s
Epoch 30627/50000
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Epoch 30628/50000
discriminator loss: 1.352948 - generator loss: 0.754308 - 1s
Epoch 30629/50000
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Epoch 30630/50000
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Epoch 30631/50000
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Epoch 30632/50000
discriminator loss: 1.347201 - generator loss: 0.746197 - 1s
Epoch 30633/50000
discriminator loss: 1.354598 - generator loss: 0.747486 - 1s
Epoch 30634/50000
discriminator loss: 1.354489 - generator loss: 0.747802 - 1s
Epoch 30635/50000
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Epoch 30636/50000
discriminator loss: 1.343440 - generator loss: 0.762404 - 1s
Epoch 30637/50000
discriminator loss: 1.349186 - generator loss: 0.749475 - 1s
Epoch 30638/50000
discriminator loss: 1.351292 - generator loss: 0.747264 - 1s
Epoch 30639/50000
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Epoch 30640/50000
discriminator loss: 1.336759 - generator loss: 0.747623 - 1s
Epoch 30641/50000
discriminator loss: 1.345329 - generator loss: 0.753685 - 1s
Epoch 30642/50000
discriminator loss: 1.340701 - generator loss: 0.760756 - 1s
Epoch 30643/50000
discriminator loss: 1.352484 - generator loss: 0.748376 - 1s
Epoch 30644/50000
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Epoch 30645/50000
discriminator loss: 1.347018 - generator loss: 0.753208 - 1s
Epoch 30646/50000
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Epoch 30647/50000
discriminator loss: 1.346225 - generator loss: 0.749262 - 1s
Epoch 30648/50000
discriminator loss: 1.353290 - generator loss: 0.748716 - 1s
Epoch 30649/50000
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Epoch 30650/50000
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Epoch 30651/50000
discriminator loss: 1.343494 - generator loss: 0.754910 - 1s
Epoch 30652/50000
discriminator loss: 1.347544 - generator loss: 0.751822 - 1s
Epoch 30653/50000
discriminator loss: 1.347154 - generator loss: 0.746325 - 1s
Epoch 30654/50000
discriminator loss: 1.352872 - generator loss: 0.752309 - 1s
Epoch 30655/50000
discriminator loss: 1.348137 - generator loss: 0.758151 - 1s
Epoch 30656/50000
discriminator loss: 1.347612 - generator loss: 0.758889 - 1s
Epoch 30657/50000
discriminator loss: 1.350123 - generator loss: 0.749648 - 1s
Epoch 30658/50000
discriminator loss: 1.343723 - generator loss: 0.753857 - 1s
Epoch 30659/50000
discriminator loss: 1.350491 - generator loss: 0.742312 - 1s
Epoch 30660/50000
discriminator loss: 1.348993 - generator loss: 0.744230 - 1s
Epoch 30661/50000
discriminator loss: 1.353039 - generator loss: 0.748088 - 1s
Epoch 30662/50000
discriminator loss: 1.342789 - generator loss: 0.756150 - 1s
Epoch 30663/50000
discriminator loss: 1.357309 - generator loss: 0.754246 - 1s
Epoch 30664/50000
discriminator loss: 1.353729 - generator loss: 0.752286 - 1s
Epoch 30665/50000
discriminator loss: 1.352250 - generator loss: 0.751274 - 1s
Epoch 30666/50000
discriminator loss: 1.336851 - generator loss: 0.760779 - 1s
Epoch 30667/50000
discriminator loss: 1.341708 - generator loss: 0.754053 - 1s
Epoch 30668/50000
discriminator loss: 1.334752 - generator loss: 0.762685 - 1s
Epoch 30669/50000
discriminator loss: 1.353413 - generator loss: 0.748683 - 1s
Epoch 30670/50000
discriminator loss: 1.347847 - generator loss: 0.747811 - 1s
Epoch 30671/50000
discriminator loss: 1.332085 - generator loss: 0.761697 - 1s
Epoch 30672/50000
discriminator loss: 1.346153 - generator loss: 0.753660 - 1s
Epoch 30673/50000
discriminator loss: 1.354443 - generator loss: 0.750892 - 1s
Epoch 30674/50000
discriminator loss: 1.348129 - generator loss: 0.752914 - 1s
Epoch 30675/50000
discriminator loss: 1.354643 - generator loss: 0.756173 - 1s
Epoch 30676/50000
discriminator loss: 1.346836 - generator loss: 0.753182 - 1s
Epoch 30677/50000
discriminator loss: 1.346684 - generator loss: 0.757418 - 1s
Epoch 30678/50000
discriminator loss: 1.342209 - generator loss: 0.761857 - 1s
Epoch 30679/50000
discriminator loss: 1.340962 - generator loss: 0.751886 - 1s
Epoch 30680/50000
discriminator loss: 1.351723 - generator loss: 0.749611 - 1s
Epoch 30681/50000
discriminator loss: 1.355458 - generator loss: 0.746492 - 1s
Epoch 30682/50000
discriminator loss: 1.346514 - generator loss: 0.756273 - 1s
Epoch 30683/50000
discriminator loss: 1.349896 - generator loss: 0.745765 - 1s
Epoch 30684/50000
discriminator loss: 1.345223 - generator loss: 0.753061 - 1s
Epoch 30685/50000
discriminator loss: 1.351806 - generator loss: 0.763112 - 1s
Epoch 30686/50000
discriminator loss: 1.344633 - generator loss: 0.750442 - 1s
Epoch 30687/50000
discriminator loss: 1.340738 - generator loss: 0.760723 - 1s
Epoch 30688/50000
discriminator loss: 1.345091 - generator loss: 0.749955 - 1s
Epoch 30689/50000
discriminator loss: 1.354164 - generator loss: 0.743705 - 1s
Epoch 30690/50000
discriminator loss: 1.357074 - generator loss: 0.746503 - 1s
Epoch 30691/50000
discriminator loss: 1.351145 - generator loss: 0.748016 - 1s
Epoch 30692/50000
discriminator loss: 1.346384 - generator loss: 0.758883 - 1s
Epoch 30693/50000
discriminator loss: 1.345447 - generator loss: 0.755103 - 1s
Epoch 30694/50000
discriminator loss: 1.343337 - generator loss: 0.757803 - 1s
Epoch 30695/50000
discriminator loss: 1.359266 - generator loss: 0.745323 - 1s
Epoch 30696/50000
discriminator loss: 1.337656 - generator loss: 0.758320 - 1s
Epoch 30697/50000
discriminator loss: 1.340360 - generator loss: 0.750181 - 1s
Epoch 30698/50000
discriminator loss: 1.350381 - generator loss: 0.761619 - 1s
Epoch 30699/50000
discriminator loss: 1.349493 - generator loss: 0.751219 - 1s
Epoch 30700/50000
discriminator loss: 1.353859 - generator loss: 0.747862 - 1s
Epoch 30701/50000
discriminator loss: 1.361162 - generator loss: 0.751359 - 1s
Epoch 30702/50000
discriminator loss: 1.345767 - generator loss: 0.750322 - 1s
Epoch 30703/50000
discriminator loss: 1.344476 - generator loss: 0.751189 - 1s
Epoch 30704/50000
discriminator loss: 1.350274 - generator loss: 0.746159 - 1s
Epoch 30705/50000
discriminator loss: 1.350600 - generator loss: 0.751089 - 1s
Epoch 30706/50000
discriminator loss: 1.348967 - generator loss: 0.757085 - 1s
Epoch 30707/50000
discriminator loss: 1.352369 - generator loss: 0.753752 - 1s
Epoch 30708/50000
discriminator loss: 1.346190 - generator loss: 0.753576 - 1s
Epoch 30709/50000
discriminator loss: 1.347420 - generator loss: 0.757200 - 1s
Epoch 30710/50000
discriminator loss: 1.354994 - generator loss: 0.739213 - 1s
Epoch 30711/50000
discriminator loss: 1.350280 - generator loss: 0.751689 - 1s
Epoch 30712/50000
discriminator loss: 1.349784 - generator loss: 0.751691 - 1s
Epoch 30713/50000
discriminator loss: 1.344871 - generator loss: 0.754872 - 1s
Epoch 30714/50000
discriminator loss: 1.345513 - generator loss: 0.754233 - 1s
Epoch 30715/50000
discriminator loss: 1.345125 - generator loss: 0.753536 - 1s
Epoch 30716/50000
discriminator loss: 1.353017 - generator loss: 0.754941 - 1s
Epoch 30717/50000
discriminator loss: 1.344882 - generator loss: 0.751781 - 1s
Epoch 30718/50000
discriminator loss: 1.345981 - generator loss: 0.754746 - 1s
Epoch 30719/50000
discriminator loss: 1.349913 - generator loss: 0.747002 - 1s
Epoch 30720/50000
discriminator loss: 1.354125 - generator loss: 0.754959 - 1s
Epoch 30721/50000
discriminator loss: 1.343034 - generator loss: 0.758396 - 1s
Epoch 30722/50000
discriminator loss: 1.336158 - generator loss: 0.753525 - 1s
Epoch 30723/50000
discriminator loss: 1.334739 - generator loss: 0.752273 - 1s
Epoch 30724/50000
discriminator loss: 1.343801 - generator loss: 0.757722 - 1s
Epoch 30725/50000
discriminator loss: 1.351075 - generator loss: 0.751705 - 1s
Epoch 30726/50000
discriminator loss: 1.352254 - generator loss: 0.756401 - 1s
Epoch 30727/50000
discriminator loss: 1.342400 - generator loss: 0.752931 - 1s
Epoch 30728/50000
discriminator loss: 1.353451 - generator loss: 0.755595 - 1s
Epoch 30729/50000
discriminator loss: 1.354815 - generator loss: 0.745514 - 1s
Epoch 30730/50000
discriminator loss: 1.361641 - generator loss: 0.740171 - 1s
Epoch 30731/50000
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Epoch 30732/50000
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Epoch 30733/50000
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Epoch 30734/50000
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Epoch 30735/50000
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Epoch 30736/50000
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Epoch 30737/50000
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Epoch 30738/50000
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Epoch 30739/50000
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Epoch 30740/50000
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Epoch 30741/50000
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Epoch 30742/50000
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Epoch 30743/50000
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Epoch 30744/50000
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Epoch 30745/50000
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Epoch 30746/50000
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Epoch 30747/50000
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Epoch 30748/50000
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Epoch 30749/50000
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Epoch 30750/50000
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Epoch 30751/50000
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Epoch 30752/50000
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Epoch 30753/50000
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Epoch 30754/50000
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Epoch 30755/50000
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Epoch 30756/50000
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Epoch 30757/50000
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Epoch 30758/50000
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Epoch 30759/50000
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Epoch 30760/50000
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Epoch 30761/50000
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Epoch 30762/50000
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Epoch 30763/50000
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Epoch 30764/50000
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Epoch 30765/50000
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Epoch 30766/50000
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Epoch 30767/50000
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Epoch 30768/50000
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Epoch 30769/50000
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Epoch 30770/50000
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Epoch 30771/50000
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Epoch 30772/50000
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Epoch 30773/50000
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Epoch 30774/50000
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Epoch 30775/50000
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Epoch 30776/50000
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Epoch 30777/50000
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Epoch 30778/50000
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Epoch 30779/50000
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Epoch 30780/50000
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Epoch 30781/50000
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Epoch 30782/50000
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Epoch 30783/50000
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Epoch 30784/50000
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Epoch 30785/50000
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Epoch 30786/50000
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Epoch 30787/50000
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Epoch 30788/50000
discriminator loss: 1.353456 - generator loss: 0.744116 - 1s
Epoch 30789/50000
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Epoch 30790/50000
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Epoch 30791/50000
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Epoch 30792/50000
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Epoch 30793/50000
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Epoch 30794/50000
discriminator loss: 1.336516 - generator loss: 0.755580 - 1s
Epoch 30795/50000
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Epoch 30796/50000
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Epoch 30797/50000
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Epoch 30798/50000
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Epoch 30799/50000
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Epoch 30800/50000
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Epoch 30801/50000
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Epoch 30802/50000
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Epoch 30803/50000
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Epoch 30804/50000
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Epoch 30805/50000
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Epoch 30806/50000
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Epoch 30807/50000
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Epoch 30808/50000
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Epoch 30809/50000
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Epoch 30810/50000
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Epoch 30811/50000
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Epoch 30812/50000
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Epoch 30813/50000
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Epoch 30814/50000
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Epoch 30815/50000
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Epoch 30816/50000
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Epoch 30817/50000
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Epoch 30818/50000
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Epoch 30819/50000
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Epoch 30820/50000
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Epoch 30821/50000
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Epoch 30822/50000
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Epoch 30823/50000
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Epoch 30824/50000
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Epoch 30825/50000
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Epoch 30826/50000
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Epoch 30827/50000
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Epoch 30828/50000
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Epoch 30829/50000
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Epoch 30830/50000
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Epoch 30831/50000
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Epoch 30832/50000
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Epoch 30833/50000
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Epoch 30834/50000
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Epoch 30835/50000
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Epoch 30836/50000
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Epoch 30837/50000
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Epoch 30838/50000
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Epoch 30839/50000
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Epoch 30840/50000
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Epoch 30841/50000
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Epoch 30842/50000
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Epoch 30843/50000
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Epoch 30844/50000
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Epoch 30845/50000
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Epoch 30846/50000
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Epoch 30847/50000
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Epoch 30848/50000
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Epoch 30849/50000
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Epoch 30850/50000
discriminator loss: 1.353062 - generator loss: 0.749482 - 1s
Epoch 30851/50000
discriminator loss: 1.352518 - generator loss: 0.752487 - 1s
Epoch 30852/50000
discriminator loss: 1.349341 - generator loss: 0.745424 - 1s
Epoch 30853/50000
discriminator loss: 1.346511 - generator loss: 0.755591 - 1s
Epoch 30854/50000
discriminator loss: 1.347236 - generator loss: 0.753265 - 1s
Epoch 30855/50000
discriminator loss: 1.352942 - generator loss: 0.750694 - 1s
Epoch 30856/50000
discriminator loss: 1.352545 - generator loss: 0.740948 - 1s
Epoch 30857/50000
discriminator loss: 1.348554 - generator loss: 0.760650 - 1s
Epoch 30858/50000
discriminator loss: 1.342283 - generator loss: 0.758672 - 1s
Epoch 30859/50000
discriminator loss: 1.346500 - generator loss: 0.752856 - 1s
Epoch 30860/50000
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Epoch 30861/50000
discriminator loss: 1.351746 - generator loss: 0.750157 - 1s
Epoch 30862/50000
discriminator loss: 1.352885 - generator loss: 0.748770 - 1s
Epoch 30863/50000
discriminator loss: 1.352585 - generator loss: 0.750649 - 1s
Epoch 30864/50000
discriminator loss: 1.343947 - generator loss: 0.754102 - 1s
Epoch 30865/50000
discriminator loss: 1.347258 - generator loss: 0.754691 - 1s
Epoch 30866/50000
discriminator loss: 1.340510 - generator loss: 0.753437 - 1s
Epoch 30867/50000
discriminator loss: 1.351787 - generator loss: 0.745408 - 1s
Epoch 30868/50000
discriminator loss: 1.345997 - generator loss: 0.758472 - 1s
Epoch 30869/50000
discriminator loss: 1.348151 - generator loss: 0.748650 - 1s
Epoch 30870/50000
discriminator loss: 1.348688 - generator loss: 0.759520 - 1s
Epoch 30871/50000
discriminator loss: 1.345092 - generator loss: 0.754449 - 1s
Epoch 30872/50000
discriminator loss: 1.353321 - generator loss: 0.746126 - 1s
Epoch 30873/50000
discriminator loss: 1.347874 - generator loss: 0.753676 - 1s
Epoch 30874/50000
discriminator loss: 1.343199 - generator loss: 0.754218 - 1s
Epoch 30875/50000
discriminator loss: 1.347883 - generator loss: 0.750222 - 1s
Epoch 30876/50000
discriminator loss: 1.336971 - generator loss: 0.756911 - 1s
Epoch 30877/50000
discriminator loss: 1.347431 - generator loss: 0.759738 - 1s
Epoch 30878/50000
discriminator loss: 1.341318 - generator loss: 0.756174 - 1s
Epoch 30879/50000
discriminator loss: 1.341184 - generator loss: 0.751239 - 1s
Epoch 30880/50000
discriminator loss: 1.338091 - generator loss: 0.768273 - 1s
Epoch 30881/50000
discriminator loss: 1.349139 - generator loss: 0.745173 - 1s
Epoch 30882/50000
discriminator loss: 1.340734 - generator loss: 0.756152 - 1s
Epoch 30883/50000
discriminator loss: 1.348793 - generator loss: 0.749911 - 1s
Epoch 30884/50000
discriminator loss: 1.339831 - generator loss: 0.753863 - 1s
Epoch 30885/50000
discriminator loss: 1.349459 - generator loss: 0.753026 - 1s
Epoch 30886/50000
discriminator loss: 1.353278 - generator loss: 0.753052 - 1s
Epoch 30887/50000
discriminator loss: 1.347287 - generator loss: 0.749306 - 1s
Epoch 30888/50000
discriminator loss: 1.346358 - generator loss: 0.751318 - 1s
Epoch 30889/50000
discriminator loss: 1.342489 - generator loss: 0.754991 - 1s
Epoch 30890/50000
discriminator loss: 1.340729 - generator loss: 0.758501 - 1s
Epoch 30891/50000
discriminator loss: 1.355561 - generator loss: 0.747591 - 1s
Epoch 30892/50000
discriminator loss: 1.351289 - generator loss: 0.750393 - 1s
Epoch 30893/50000
discriminator loss: 1.341965 - generator loss: 0.757748 - 1s
Epoch 30894/50000
discriminator loss: 1.344881 - generator loss: 0.752161 - 1s
Epoch 30895/50000
discriminator loss: 1.343367 - generator loss: 0.753777 - 1s
Epoch 30896/50000
discriminator loss: 1.350006 - generator loss: 0.748462 - 1s
Epoch 30897/50000
discriminator loss: 1.339241 - generator loss: 0.766751 - 1s
Epoch 30898/50000
discriminator loss: 1.344921 - generator loss: 0.749346 - 1s
Epoch 30899/50000
discriminator loss: 1.336131 - generator loss: 0.762515 - 1s
Epoch 30900/50000
discriminator loss: 1.349664 - generator loss: 0.756550 - 1s
Epoch 30901/50000
discriminator loss: 1.347177 - generator loss: 0.754956 - 1s
Epoch 30902/50000
discriminator loss: 1.351405 - generator loss: 0.743219 - 1s
Epoch 30903/50000
discriminator loss: 1.348811 - generator loss: 0.755501 - 1s
Epoch 30904/50000
discriminator loss: 1.338452 - generator loss: 0.754799 - 1s
Epoch 30905/50000
discriminator loss: 1.348767 - generator loss: 0.753094 - 1s
Epoch 30906/50000
discriminator loss: 1.352867 - generator loss: 0.750012 - 1s
Epoch 30907/50000
discriminator loss: 1.341951 - generator loss: 0.750784 - 1s
Epoch 30908/50000
discriminator loss: 1.348437 - generator loss: 0.756913 - 1s
Epoch 30909/50000
discriminator loss: 1.343799 - generator loss: 0.758173 - 1s
Epoch 30910/50000
discriminator loss: 1.354665 - generator loss: 0.747679 - 1s
Epoch 30911/50000
discriminator loss: 1.351092 - generator loss: 0.746026 - 1s
Epoch 30912/50000
discriminator loss: 1.350905 - generator loss: 0.744832 - 1s
Epoch 30913/50000
discriminator loss: 1.347420 - generator loss: 0.753174 - 1s
Epoch 30914/50000
discriminator loss: 1.351376 - generator loss: 0.753413 - 1s
Epoch 30915/50000
discriminator loss: 1.349320 - generator loss: 0.751426 - 1s
Epoch 30916/50000
discriminator loss: 1.339929 - generator loss: 0.763446 - 1s
Epoch 30917/50000
discriminator loss: 1.353136 - generator loss: 0.746702 - 1s
Epoch 30918/50000
discriminator loss: 1.349486 - generator loss: 0.746412 - 1s
Epoch 30919/50000
discriminator loss: 1.347109 - generator loss: 0.760680 - 1s
Epoch 30920/50000
discriminator loss: 1.353767 - generator loss: 0.746258 - 1s
Epoch 30921/50000
discriminator loss: 1.350728 - generator loss: 0.748851 - 1s
Epoch 30922/50000
discriminator loss: 1.350911 - generator loss: 0.757851 - 1s
Epoch 30923/50000
discriminator loss: 1.350532 - generator loss: 0.754537 - 1s
Epoch 30924/50000
discriminator loss: 1.343548 - generator loss: 0.748252 - 1s
Epoch 30925/50000
discriminator loss: 1.345048 - generator loss: 0.758340 - 1s
Epoch 30926/50000
discriminator loss: 1.345895 - generator loss: 0.746875 - 1s
Epoch 30927/50000
discriminator loss: 1.353023 - generator loss: 0.749214 - 1s
Epoch 30928/50000
discriminator loss: 1.347999 - generator loss: 0.755289 - 1s
Epoch 30929/50000
discriminator loss: 1.337430 - generator loss: 0.765312 - 1s
Epoch 30930/50000
discriminator loss: 1.350167 - generator loss: 0.752725 - 1s
Epoch 30931/50000
discriminator loss: 1.343870 - generator loss: 0.757766 - 1s
Epoch 30932/50000
discriminator loss: 1.353141 - generator loss: 0.741516 - 1s
Epoch 30933/50000
discriminator loss: 1.353477 - generator loss: 0.749423 - 1s
Epoch 30934/50000
discriminator loss: 1.342628 - generator loss: 0.755677 - 1s
Epoch 30935/50000
discriminator loss: 1.336638 - generator loss: 0.758734 - 1s
Epoch 30936/50000
discriminator loss: 1.342504 - generator loss: 0.757357 - 1s
Epoch 30937/50000
discriminator loss: 1.356682 - generator loss: 0.745819 - 1s
Epoch 30938/50000
discriminator loss: 1.344442 - generator loss: 0.752282 - 1s
Epoch 30939/50000
discriminator loss: 1.341911 - generator loss: 0.756239 - 1s
Epoch 30940/50000
discriminator loss: 1.344216 - generator loss: 0.753432 - 1s
Epoch 30941/50000
discriminator loss: 1.333050 - generator loss: 0.754819 - 1s
Epoch 30942/50000
discriminator loss: 1.345142 - generator loss: 0.757340 - 1s
Epoch 30943/50000
discriminator loss: 1.351384 - generator loss: 0.754192 - 1s
Epoch 30944/50000
discriminator loss: 1.340268 - generator loss: 0.758773 - 1s
Epoch 30945/50000
discriminator loss: 1.340101 - generator loss: 0.755657 - 1s
Epoch 30946/50000
discriminator loss: 1.351622 - generator loss: 0.746148 - 1s
Epoch 30947/50000
discriminator loss: 1.340030 - generator loss: 0.755353 - 1s
Epoch 30948/50000
discriminator loss: 1.360786 - generator loss: 0.748452 - 1s
Epoch 30949/50000
discriminator loss: 1.345739 - generator loss: 0.761101 - 1s
Epoch 30950/50000
discriminator loss: 1.344527 - generator loss: 0.757451 - 1s
Epoch 30951/50000
discriminator loss: 1.359041 - generator loss: 0.744044 - 1s
Epoch 30952/50000
discriminator loss: 1.362138 - generator loss: 0.740958 - 1s
Epoch 30953/50000
discriminator loss: 1.353811 - generator loss: 0.751107 - 1s
Epoch 30954/50000
discriminator loss: 1.346019 - generator loss: 0.746789 - 1s
Epoch 30955/50000
discriminator loss: 1.342482 - generator loss: 0.758982 - 1s
Epoch 30956/50000
discriminator loss: 1.340287 - generator loss: 0.761842 - 1s
Epoch 30957/50000
discriminator loss: 1.351842 - generator loss: 0.753765 - 1s
Epoch 30958/50000
discriminator loss: 1.357252 - generator loss: 0.738601 - 1s
Epoch 30959/50000
discriminator loss: 1.348487 - generator loss: 0.753834 - 1s
Epoch 30960/50000
discriminator loss: 1.342299 - generator loss: 0.755956 - 1s
Epoch 30961/50000
discriminator loss: 1.341294 - generator loss: 0.757875 - 1s
Epoch 30962/50000
discriminator loss: 1.350257 - generator loss: 0.754073 - 1s
Epoch 30963/50000
discriminator loss: 1.342231 - generator loss: 0.751804 - 1s
Epoch 30964/50000
discriminator loss: 1.349177 - generator loss: 0.752719 - 1s
Epoch 30965/50000
discriminator loss: 1.340795 - generator loss: 0.756800 - 1s
Epoch 30966/50000
discriminator loss: 1.350180 - generator loss: 0.753749 - 1s
Epoch 30967/50000
discriminator loss: 1.346879 - generator loss: 0.748899 - 1s
Epoch 30968/50000
discriminator loss: 1.349310 - generator loss: 0.759556 - 1s
Epoch 30969/50000
discriminator loss: 1.344356 - generator loss: 0.754227 - 1s
Epoch 30970/50000
discriminator loss: 1.346927 - generator loss: 0.756232 - 1s
Epoch 30971/50000
discriminator loss: 1.351379 - generator loss: 0.748775 - 1s
Epoch 30972/50000
discriminator loss: 1.351200 - generator loss: 0.752248 - 1s
Epoch 30973/50000
discriminator loss: 1.345863 - generator loss: 0.749281 - 1s
Epoch 30974/50000
discriminator loss: 1.354709 - generator loss: 0.749271 - 1s
Epoch 30975/50000
discriminator loss: 1.335757 - generator loss: 0.763937 - 1s
Epoch 30976/50000
discriminator loss: 1.339211 - generator loss: 0.765072 - 1s
Epoch 30977/50000
discriminator loss: 1.342795 - generator loss: 0.751256 - 1s
Epoch 30978/50000
discriminator loss: 1.334295 - generator loss: 0.762451 - 1s
Epoch 30979/50000
discriminator loss: 1.342832 - generator loss: 0.762631 - 1s
Epoch 30980/50000
discriminator loss: 1.341696 - generator loss: 0.752504 - 1s
Epoch 30981/50000
discriminator loss: 1.353208 - generator loss: 0.755190 - 1s
Epoch 30982/50000
discriminator loss: 1.343990 - generator loss: 0.753671 - 1s
Epoch 30983/50000
discriminator loss: 1.350607 - generator loss: 0.755969 - 1s
Epoch 30984/50000
discriminator loss: 1.338323 - generator loss: 0.761562 - 1s
Epoch 30985/50000
discriminator loss: 1.351151 - generator loss: 0.745704 - 1s
Epoch 30986/50000
discriminator loss: 1.335665 - generator loss: 0.761670 - 1s
Epoch 30987/50000
discriminator loss: 1.356164 - generator loss: 0.742278 - 1s
Epoch 30988/50000
discriminator loss: 1.350665 - generator loss: 0.755542 - 1s
Epoch 30989/50000
discriminator loss: 1.345029 - generator loss: 0.760274 - 1s
Epoch 30990/50000
discriminator loss: 1.340757 - generator loss: 0.760766 - 1s
Epoch 30991/50000
discriminator loss: 1.340016 - generator loss: 0.754599 - 1s
Epoch 30992/50000
discriminator loss: 1.351941 - generator loss: 0.750198 - 1s
Epoch 30993/50000
discriminator loss: 1.339505 - generator loss: 0.759381 - 1s
Epoch 30994/50000
discriminator loss: 1.334587 - generator loss: 0.756566 - 1s
Epoch 30995/50000
discriminator loss: 1.334937 - generator loss: 0.754641 - 1s
Epoch 30996/50000
discriminator loss: 1.338151 - generator loss: 0.762117 - 1s
Epoch 30997/50000
discriminator loss: 1.351978 - generator loss: 0.751108 - 1s
Epoch 30998/50000
discriminator loss: 1.352729 - generator loss: 0.749830 - 1s
Epoch 30999/50000
discriminator loss: 1.347958 - generator loss: 0.754291 - 1s
Epoch 31000/50000
discriminator loss: 1.342893 - generator loss: 0.758359 - 1s
Epoch 31001/50000
discriminator loss: 1.340915 - generator loss: 0.761937 - 1s

Loss: 

Epoch 31002/50000
discriminator loss: 1.335057 - generator loss: 0.757738 - 1s
Epoch 31003/50000
discriminator loss: 1.339860 - generator loss: 0.755391 - 1s
Epoch 31004/50000
discriminator loss: 1.352626 - generator loss: 0.748274 - 1s
Epoch 31005/50000
discriminator loss: 1.342180 - generator loss: 0.757826 - 1s
Epoch 31006/50000
discriminator loss: 1.349476 - generator loss: 0.751750 - 1s
Epoch 31007/50000
discriminator loss: 1.343125 - generator loss: 0.753984 - 1s
Epoch 31008/50000
discriminator loss: 1.353283 - generator loss: 0.750086 - 1s
Epoch 31009/50000
discriminator loss: 1.342727 - generator loss: 0.752236 - 1s
Epoch 31010/50000
discriminator loss: 1.353208 - generator loss: 0.759048 - 1s
Epoch 31011/50000
discriminator loss: 1.341862 - generator loss: 0.752248 - 1s
Epoch 31012/50000
discriminator loss: 1.340094 - generator loss: 0.753763 - 1s
Epoch 31013/50000
discriminator loss: 1.346277 - generator loss: 0.756453 - 1s
Epoch 31014/50000
discriminator loss: 1.343980 - generator loss: 0.755564 - 1s
Epoch 31015/50000
discriminator loss: 1.347118 - generator loss: 0.754607 - 1s
Epoch 31016/50000
discriminator loss: 1.347952 - generator loss: 0.754948 - 1s
Epoch 31017/50000
discriminator loss: 1.350076 - generator loss: 0.751580 - 1s
Epoch 31018/50000
discriminator loss: 1.360792 - generator loss: 0.745942 - 1s
Epoch 31019/50000
discriminator loss: 1.352420 - generator loss: 0.746107 - 1s
Epoch 31020/50000
discriminator loss: 1.340224 - generator loss: 0.762308 - 1s
Epoch 31021/50000
discriminator loss: 1.335911 - generator loss: 0.755820 - 1s
Epoch 31022/50000
discriminator loss: 1.339327 - generator loss: 0.764947 - 1s
Epoch 31023/50000
discriminator loss: 1.344010 - generator loss: 0.748276 - 1s
Epoch 31024/50000
discriminator loss: 1.345007 - generator loss: 0.756011 - 1s
Epoch 31025/50000
discriminator loss: 1.342299 - generator loss: 0.753391 - 1s
Epoch 31026/50000
discriminator loss: 1.342078 - generator loss: 0.753226 - 1s
Epoch 31027/50000
discriminator loss: 1.344960 - generator loss: 0.753685 - 1s
Epoch 31028/50000
discriminator loss: 1.349322 - generator loss: 0.757155 - 1s
Epoch 31029/50000
discriminator loss: 1.347731 - generator loss: 0.749504 - 1s
Epoch 31030/50000
discriminator loss: 1.341341 - generator loss: 0.755424 - 1s
Epoch 31031/50000
discriminator loss: 1.342442 - generator loss: 0.762414 - 1s
Epoch 31032/50000
discriminator loss: 1.347855 - generator loss: 0.759081 - 1s
Epoch 31033/50000
discriminator loss: 1.346218 - generator loss: 0.747631 - 1s
Epoch 31034/50000
discriminator loss: 1.334614 - generator loss: 0.761606 - 1s
Epoch 31035/50000
discriminator loss: 1.355427 - generator loss: 0.744445 - 1s
Epoch 31036/50000
discriminator loss: 1.348724 - generator loss: 0.750512 - 1s
Epoch 31037/50000
discriminator loss: 1.344157 - generator loss: 0.757412 - 1s
Epoch 31038/50000
discriminator loss: 1.342625 - generator loss: 0.759909 - 1s
Epoch 31039/50000
discriminator loss: 1.345272 - generator loss: 0.757316 - 1s
Epoch 31040/50000
discriminator loss: 1.349018 - generator loss: 0.744485 - 1s
Epoch 31041/50000
discriminator loss: 1.344653 - generator loss: 0.755561 - 1s
Epoch 31042/50000
discriminator loss: 1.351361 - generator loss: 0.752837 - 1s
Epoch 31043/50000
discriminator loss: 1.341676 - generator loss: 0.754453 - 1s
Epoch 31044/50000
discriminator loss: 1.345272 - generator loss: 0.752369 - 1s
Epoch 31045/50000
discriminator loss: 1.347017 - generator loss: 0.751716 - 1s
Epoch 31046/50000
discriminator loss: 1.343853 - generator loss: 0.755359 - 1s
Epoch 31047/50000
discriminator loss: 1.346611 - generator loss: 0.750848 - 1s
Epoch 31048/50000
discriminator loss: 1.341152 - generator loss: 0.757316 - 1s
Epoch 31049/50000
discriminator loss: 1.347347 - generator loss: 0.750435 - 1s
Epoch 31050/50000
discriminator loss: 1.357779 - generator loss: 0.748841 - 1s
Epoch 31051/50000
discriminator loss: 1.343678 - generator loss: 0.754657 - 1s
Epoch 31052/50000
discriminator loss: 1.341363 - generator loss: 0.759255 - 1s
Epoch 31053/50000
discriminator loss: 1.356250 - generator loss: 0.754498 - 1s
Epoch 31054/50000
discriminator loss: 1.343328 - generator loss: 0.756138 - 1s
Epoch 31055/50000
discriminator loss: 1.347769 - generator loss: 0.747955 - 1s
Epoch 31056/50000
discriminator loss: 1.348566 - generator loss: 0.749637 - 1s
Epoch 31057/50000
discriminator loss: 1.348599 - generator loss: 0.754633 - 1s
Epoch 31058/50000
discriminator loss: 1.340317 - generator loss: 0.756771 - 1s
Epoch 31059/50000
discriminator loss: 1.341372 - generator loss: 0.760226 - 1s
Epoch 31060/50000
discriminator loss: 1.350225 - generator loss: 0.755857 - 1s
Epoch 31061/50000
discriminator loss: 1.354696 - generator loss: 0.744591 - 1s
Epoch 31062/50000
discriminator loss: 1.344898 - generator loss: 0.755504 - 1s
Epoch 31063/50000
discriminator loss: 1.343110 - generator loss: 0.752198 - 1s
Epoch 31064/50000
discriminator loss: 1.343535 - generator loss: 0.757516 - 1s
Epoch 31065/50000
discriminator loss: 1.345910 - generator loss: 0.759073 - 1s
Epoch 31066/50000
discriminator loss: 1.356013 - generator loss: 0.745618 - 1s
Epoch 31067/50000
discriminator loss: 1.362613 - generator loss: 0.738875 - 1s
Epoch 31068/50000
discriminator loss: 1.342764 - generator loss: 0.752643 - 1s
Epoch 31069/50000
discriminator loss: 1.342880 - generator loss: 0.756015 - 1s
Epoch 31070/50000
discriminator loss: 1.347473 - generator loss: 0.752459 - 1s
Epoch 31071/50000
discriminator loss: 1.353753 - generator loss: 0.747469 - 1s
Epoch 31072/50000
discriminator loss: 1.342721 - generator loss: 0.764130 - 1s
Epoch 31073/50000
discriminator loss: 1.347632 - generator loss: 0.754965 - 1s
Epoch 31074/50000
discriminator loss: 1.343131 - generator loss: 0.755097 - 1s
Epoch 31075/50000
discriminator loss: 1.350869 - generator loss: 0.747422 - 1s
Epoch 31076/50000
discriminator loss: 1.348436 - generator loss: 0.748562 - 1s
Epoch 31077/50000
discriminator loss: 1.353702 - generator loss: 0.748202 - 1s
Epoch 31078/50000
discriminator loss: 1.346357 - generator loss: 0.758278 - 1s
Epoch 31079/50000
discriminator loss: 1.347460 - generator loss: 0.751511 - 1s
Epoch 31080/50000
discriminator loss: 1.337494 - generator loss: 0.763976 - 1s
Epoch 31081/50000
discriminator loss: 1.343623 - generator loss: 0.756891 - 1s
Epoch 31082/50000
discriminator loss: 1.345152 - generator loss: 0.744094 - 1s
Epoch 31083/50000
discriminator loss: 1.349635 - generator loss: 0.751823 - 1s
Epoch 31084/50000
discriminator loss: 1.346287 - generator loss: 0.759349 - 1s
Epoch 31085/50000
discriminator loss: 1.343212 - generator loss: 0.759898 - 1s
Epoch 31086/50000
discriminator loss: 1.339164 - generator loss: 0.757813 - 1s
Epoch 31087/50000
discriminator loss: 1.345785 - generator loss: 0.752814 - 1s
Epoch 31088/50000
discriminator loss: 1.345971 - generator loss: 0.757610 - 1s
Epoch 31089/50000
discriminator loss: 1.348246 - generator loss: 0.746127 - 1s
Epoch 31090/50000
discriminator loss: 1.342351 - generator loss: 0.761044 - 1s
Epoch 31091/50000
discriminator loss: 1.344989 - generator loss: 0.754681 - 1s
Epoch 31092/50000
discriminator loss: 1.347826 - generator loss: 0.756733 - 1s
Epoch 31093/50000
discriminator loss: 1.343725 - generator loss: 0.758924 - 1s
Epoch 31094/50000
discriminator loss: 1.343898 - generator loss: 0.747990 - 1s
Epoch 31095/50000
discriminator loss: 1.351017 - generator loss: 0.751987 - 1s
Epoch 31096/50000
discriminator loss: 1.351238 - generator loss: 0.754960 - 1s
Epoch 31097/50000
discriminator loss: 1.343750 - generator loss: 0.752468 - 1s
Epoch 31098/50000
discriminator loss: 1.341326 - generator loss: 0.755350 - 1s
Epoch 31099/50000
discriminator loss: 1.353161 - generator loss: 0.749971 - 1s
Epoch 31100/50000
discriminator loss: 1.354902 - generator loss: 0.746917 - 1s
Epoch 31101/50000
discriminator loss: 1.341073 - generator loss: 0.763563 - 1s
Epoch 31102/50000
discriminator loss: 1.346359 - generator loss: 0.746592 - 1s
Epoch 31103/50000
discriminator loss: 1.342941 - generator loss: 0.760091 - 1s
Epoch 31104/50000
discriminator loss: 1.341032 - generator loss: 0.758108 - 1s
Epoch 31105/50000
discriminator loss: 1.337266 - generator loss: 0.758961 - 1s
Epoch 31106/50000
discriminator loss: 1.343091 - generator loss: 0.755959 - 1s
Epoch 31107/50000
discriminator loss: 1.335144 - generator loss: 0.754094 - 1s
Epoch 31108/50000
discriminator loss: 1.348203 - generator loss: 0.757614 - 1s
Epoch 31109/50000
discriminator loss: 1.351372 - generator loss: 0.750547 - 1s
Epoch 31110/50000
discriminator loss: 1.346846 - generator loss: 0.756295 - 1s
Epoch 31111/50000
discriminator loss: 1.344873 - generator loss: 0.751611 - 1s
Epoch 31112/50000
discriminator loss: 1.357982 - generator loss: 0.744794 - 1s
Epoch 31113/50000
discriminator loss: 1.346818 - generator loss: 0.760755 - 1s
Epoch 31114/50000
discriminator loss: 1.347295 - generator loss: 0.747327 - 1s
Epoch 31115/50000
discriminator loss: 1.350155 - generator loss: 0.750139 - 1s
Epoch 31116/50000
discriminator loss: 1.344626 - generator loss: 0.759630 - 1s
Epoch 31117/50000
discriminator loss: 1.352186 - generator loss: 0.748641 - 1s
Epoch 31118/50000
discriminator loss: 1.348260 - generator loss: 0.748920 - 1s
Epoch 31119/50000
discriminator loss: 1.340491 - generator loss: 0.755505 - 1s
Epoch 31120/50000
discriminator loss: 1.346606 - generator loss: 0.753265 - 1s
Epoch 31121/50000
discriminator loss: 1.350271 - generator loss: 0.753443 - 1s
Epoch 31122/50000
discriminator loss: 1.352126 - generator loss: 0.748839 - 1s
Epoch 31123/50000
discriminator loss: 1.344680 - generator loss: 0.771063 - 1s
Epoch 31124/50000
discriminator loss: 1.340212 - generator loss: 0.758847 - 1s
Epoch 31125/50000
discriminator loss: 1.342294 - generator loss: 0.753020 - 1s
Epoch 31126/50000
discriminator loss: 1.346450 - generator loss: 0.752890 - 1s
Epoch 31127/50000
discriminator loss: 1.342991 - generator loss: 0.754651 - 1s
Epoch 31128/50000
discriminator loss: 1.350347 - generator loss: 0.741322 - 1s
Epoch 31129/50000
discriminator loss: 1.350821 - generator loss: 0.754990 - 1s
Epoch 31130/50000
discriminator loss: 1.337170 - generator loss: 0.761934 - 1s
Epoch 31131/50000
discriminator loss: 1.352235 - generator loss: 0.746299 - 1s
Epoch 31132/50000
discriminator loss: 1.341799 - generator loss: 0.755335 - 1s
Epoch 31133/50000
discriminator loss: 1.340920 - generator loss: 0.757861 - 1s
Epoch 31134/50000
discriminator loss: 1.336466 - generator loss: 0.759958 - 1s
Epoch 31135/50000
discriminator loss: 1.345230 - generator loss: 0.750639 - 1s
Epoch 31136/50000
discriminator loss: 1.356441 - generator loss: 0.749130 - 1s
Epoch 31137/50000
discriminator loss: 1.357907 - generator loss: 0.742645 - 1s
Epoch 31138/50000
discriminator loss: 1.344906 - generator loss: 0.769017 - 1s
Epoch 31139/50000
discriminator loss: 1.343314 - generator loss: 0.748895 - 1s
Epoch 31140/50000
discriminator loss: 1.346342 - generator loss: 0.755215 - 1s
Epoch 31141/50000
discriminator loss: 1.345377 - generator loss: 0.756922 - 1s
Epoch 31142/50000
discriminator loss: 1.346620 - generator loss: 0.750774 - 1s
Epoch 31143/50000
discriminator loss: 1.350546 - generator loss: 0.751566 - 1s
Epoch 31144/50000
discriminator loss: 1.347048 - generator loss: 0.756289 - 1s
Epoch 31145/50000
discriminator loss: 1.340278 - generator loss: 0.761544 - 1s
Epoch 31146/50000
discriminator loss: 1.348039 - generator loss: 0.753453 - 1s
Epoch 31147/50000
discriminator loss: 1.343074 - generator loss: 0.752804 - 1s
Epoch 31148/50000
discriminator loss: 1.346512 - generator loss: 0.751672 - 1s
Epoch 31149/50000
discriminator loss: 1.334093 - generator loss: 0.758363 - 1s
Epoch 31150/50000
discriminator loss: 1.348343 - generator loss: 0.750653 - 1s
Epoch 31151/50000
discriminator loss: 1.351067 - generator loss: 0.752098 - 1s
Epoch 31152/50000
discriminator loss: 1.348632 - generator loss: 0.751711 - 1s
Epoch 31153/50000
discriminator loss: 1.340051 - generator loss: 0.763981 - 1s
Epoch 31154/50000
discriminator loss: 1.343370 - generator loss: 0.763069 - 1s
Epoch 31155/50000
discriminator loss: 1.347050 - generator loss: 0.762071 - 1s
Epoch 31156/50000
discriminator loss: 1.349025 - generator loss: 0.748164 - 1s
Epoch 31157/50000
discriminator loss: 1.350301 - generator loss: 0.745969 - 1s
Epoch 31158/50000
discriminator loss: 1.348331 - generator loss: 0.746862 - 1s
Epoch 31159/50000
discriminator loss: 1.334976 - generator loss: 0.768661 - 1s
Epoch 31160/50000
discriminator loss: 1.347224 - generator loss: 0.753088 - 1s
Epoch 31161/50000
discriminator loss: 1.349575 - generator loss: 0.748932 - 1s
Epoch 31162/50000
discriminator loss: 1.347288 - generator loss: 0.758317 - 1s
Epoch 31163/50000
discriminator loss: 1.335441 - generator loss: 0.760388 - 1s
Epoch 31164/50000
discriminator loss: 1.336949 - generator loss: 0.759496 - 1s
Epoch 31165/50000
discriminator loss: 1.346588 - generator loss: 0.754289 - 1s
Epoch 31166/50000
discriminator loss: 1.338271 - generator loss: 0.761520 - 1s
Epoch 31167/50000
discriminator loss: 1.361404 - generator loss: 0.744383 - 1s
Epoch 31168/50000
discriminator loss: 1.345952 - generator loss: 0.755291 - 1s
Epoch 31169/50000
discriminator loss: 1.341951 - generator loss: 0.756037 - 1s
Epoch 31170/50000
discriminator loss: 1.344245 - generator loss: 0.754096 - 1s
Epoch 31171/50000
discriminator loss: 1.354000 - generator loss: 0.742479 - 1s
Epoch 31172/50000
discriminator loss: 1.354920 - generator loss: 0.750286 - 1s
Epoch 31173/50000
discriminator loss: 1.347182 - generator loss: 0.744895 - 1s
Epoch 31174/50000
discriminator loss: 1.343628 - generator loss: 0.761331 - 1s
Epoch 31175/50000
discriminator loss: 1.339871 - generator loss: 0.763951 - 1s
Epoch 31176/50000
discriminator loss: 1.347751 - generator loss: 0.758012 - 1s
Epoch 31177/50000
discriminator loss: 1.352567 - generator loss: 0.746083 - 1s
Epoch 31178/50000
discriminator loss: 1.354883 - generator loss: 0.747380 - 1s
Epoch 31179/50000
discriminator loss: 1.348210 - generator loss: 0.748719 - 1s
Epoch 31180/50000
discriminator loss: 1.347403 - generator loss: 0.753177 - 1s
Epoch 31181/50000
discriminator loss: 1.338167 - generator loss: 0.758351 - 1s
Epoch 31182/50000
discriminator loss: 1.346524 - generator loss: 0.755612 - 1s
Epoch 31183/50000
discriminator loss: 1.352973 - generator loss: 0.750686 - 1s
Epoch 31184/50000
discriminator loss: 1.356645 - generator loss: 0.745877 - 1s
Epoch 31185/50000
discriminator loss: 1.348518 - generator loss: 0.757695 - 1s
Epoch 31186/50000
discriminator loss: 1.350979 - generator loss: 0.747133 - 1s
Epoch 31187/50000
discriminator loss: 1.346397 - generator loss: 0.755878 - 1s
Epoch 31188/50000
discriminator loss: 1.358450 - generator loss: 0.742811 - 1s
Epoch 31189/50000
discriminator loss: 1.349810 - generator loss: 0.749118 - 1s
Epoch 31190/50000
discriminator loss: 1.335199 - generator loss: 0.759503 - 1s
Epoch 31191/50000
discriminator loss: 1.337046 - generator loss: 0.762960 - 1s
Epoch 31192/50000
discriminator loss: 1.347651 - generator loss: 0.746167 - 1s
Epoch 31193/50000
discriminator loss: 1.358162 - generator loss: 0.746371 - 1s
Epoch 31194/50000
discriminator loss: 1.350015 - generator loss: 0.751300 - 1s
Epoch 31195/50000
discriminator loss: 1.347321 - generator loss: 0.752996 - 1s
Epoch 31196/50000
discriminator loss: 1.334736 - generator loss: 0.773530 - 1s
Epoch 31197/50000
discriminator loss: 1.351815 - generator loss: 0.742983 - 1s
Epoch 31198/50000
discriminator loss: 1.352231 - generator loss: 0.747925 - 1s
Epoch 31199/50000
discriminator loss: 1.349328 - generator loss: 0.752419 - 1s
Epoch 31200/50000
discriminator loss: 1.341038 - generator loss: 0.750372 - 1s
Epoch 31201/50000
discriminator loss: 1.350019 - generator loss: 0.756357 - 1s
Epoch 31202/50000
discriminator loss: 1.350811 - generator loss: 0.748689 - 1s
Epoch 31203/50000
discriminator loss: 1.346596 - generator loss: 0.752943 - 1s
Epoch 31204/50000
discriminator loss: 1.346132 - generator loss: 0.759807 - 1s
Epoch 31205/50000
discriminator loss: 1.344444 - generator loss: 0.754070 - 1s
Epoch 31206/50000
discriminator loss: 1.346687 - generator loss: 0.758796 - 1s
Epoch 31207/50000
discriminator loss: 1.347956 - generator loss: 0.749346 - 1s
Epoch 31208/50000
discriminator loss: 1.353518 - generator loss: 0.749368 - 1s
Epoch 31209/50000
discriminator loss: 1.351244 - generator loss: 0.750206 - 1s
Epoch 31210/50000
discriminator loss: 1.345979 - generator loss: 0.753867 - 1s
Epoch 31211/50000
discriminator loss: 1.343727 - generator loss: 0.758026 - 1s
Epoch 31212/50000
discriminator loss: 1.347205 - generator loss: 0.755973 - 1s
Epoch 31213/50000
discriminator loss: 1.346827 - generator loss: 0.747320 - 1s
Epoch 31214/50000
discriminator loss: 1.349604 - generator loss: 0.756948 - 1s
Epoch 31215/50000
discriminator loss: 1.343673 - generator loss: 0.749041 - 1s
Epoch 31216/50000
discriminator loss: 1.348730 - generator loss: 0.756537 - 1s
Epoch 31217/50000
discriminator loss: 1.354573 - generator loss: 0.751190 - 1s
Epoch 31218/50000
discriminator loss: 1.344727 - generator loss: 0.752351 - 1s
Epoch 31219/50000
discriminator loss: 1.351960 - generator loss: 0.749350 - 1s
Epoch 31220/50000
discriminator loss: 1.353444 - generator loss: 0.747403 - 1s
Epoch 31221/50000
discriminator loss: 1.345618 - generator loss: 0.751668 - 1s
Epoch 31222/50000
discriminator loss: 1.347112 - generator loss: 0.750497 - 1s
Epoch 31223/50000
discriminator loss: 1.349433 - generator loss: 0.757558 - 1s
Epoch 31224/50000
discriminator loss: 1.346440 - generator loss: 0.750505 - 1s
Epoch 31225/50000
discriminator loss: 1.345647 - generator loss: 0.756626 - 1s
Epoch 31226/50000
discriminator loss: 1.337484 - generator loss: 0.758699 - 1s
Epoch 31227/50000
discriminator loss: 1.343256 - generator loss: 0.758887 - 1s
Epoch 31228/50000
discriminator loss: 1.344385 - generator loss: 0.757788 - 1s
Epoch 31229/50000
discriminator loss: 1.342449 - generator loss: 0.750586 - 1s
Epoch 31230/50000
discriminator loss: 1.341816 - generator loss: 0.758723 - 1s
Epoch 31231/50000
discriminator loss: 1.348803 - generator loss: 0.747341 - 1s
Epoch 31232/50000
discriminator loss: 1.351523 - generator loss: 0.752777 - 1s
Epoch 31233/50000
discriminator loss: 1.348008 - generator loss: 0.748177 - 1s
Epoch 31234/50000
discriminator loss: 1.354099 - generator loss: 0.747299 - 1s
Epoch 31235/50000
discriminator loss: 1.346481 - generator loss: 0.757246 - 1s
Epoch 31236/50000
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Epoch 31237/50000
discriminator loss: 1.341398 - generator loss: 0.758006 - 1s
Epoch 31238/50000
discriminator loss: 1.341347 - generator loss: 0.759027 - 1s
Epoch 31239/50000
discriminator loss: 1.341141 - generator loss: 0.752873 - 1s
Epoch 31240/50000
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Epoch 31241/50000
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Epoch 31242/50000
discriminator loss: 1.343260 - generator loss: 0.755320 - 1s
Epoch 31243/50000
discriminator loss: 1.336711 - generator loss: 0.767818 - 1s
Epoch 31244/50000
discriminator loss: 1.339986 - generator loss: 0.752514 - 1s
Epoch 31245/50000
discriminator loss: 1.338707 - generator loss: 0.757851 - 1s
Epoch 31246/50000
discriminator loss: 1.343310 - generator loss: 0.758134 - 1s
Epoch 31247/50000
discriminator loss: 1.349496 - generator loss: 0.755359 - 1s
Epoch 31248/50000
discriminator loss: 1.347162 - generator loss: 0.753886 - 1s
Epoch 31249/50000
discriminator loss: 1.355411 - generator loss: 0.749994 - 1s
Epoch 31250/50000
discriminator loss: 1.353790 - generator loss: 0.746157 - 1s
Epoch 31251/50000
discriminator loss: 1.348758 - generator loss: 0.757675 - 1s
Epoch 31252/50000
discriminator loss: 1.344994 - generator loss: 0.752957 - 1s
Epoch 31253/50000
discriminator loss: 1.340947 - generator loss: 0.757169 - 1s
Epoch 31254/50000
discriminator loss: 1.342264 - generator loss: 0.754119 - 1s
Epoch 31255/50000
discriminator loss: 1.344975 - generator loss: 0.759405 - 1s
Epoch 31256/50000
discriminator loss: 1.342446 - generator loss: 0.748989 - 1s
Epoch 31257/50000
discriminator loss: 1.341724 - generator loss: 0.760447 - 1s
Epoch 31258/50000
discriminator loss: 1.339281 - generator loss: 0.765560 - 1s
Epoch 31259/50000
discriminator loss: 1.355049 - generator loss: 0.754488 - 1s
Epoch 31260/50000
discriminator loss: 1.344996 - generator loss: 0.749305 - 1s
Epoch 31261/50000
discriminator loss: 1.342699 - generator loss: 0.757500 - 1s
Epoch 31262/50000
discriminator loss: 1.348924 - generator loss: 0.744908 - 1s
Epoch 31263/50000
discriminator loss: 1.347066 - generator loss: 0.758090 - 1s
Epoch 31264/50000
discriminator loss: 1.347585 - generator loss: 0.745092 - 1s
Epoch 31265/50000
discriminator loss: 1.353213 - generator loss: 0.750099 - 1s
Epoch 31266/50000
discriminator loss: 1.336822 - generator loss: 0.765379 - 1s
Epoch 31267/50000
discriminator loss: 1.354431 - generator loss: 0.748453 - 1s
Epoch 31268/50000
discriminator loss: 1.345494 - generator loss: 0.759422 - 1s
Epoch 31269/50000
discriminator loss: 1.358733 - generator loss: 0.743606 - 1s
Epoch 31270/50000
discriminator loss: 1.344609 - generator loss: 0.755235 - 1s
Epoch 31271/50000
discriminator loss: 1.353154 - generator loss: 0.753118 - 1s
Epoch 31272/50000
discriminator loss: 1.346732 - generator loss: 0.750051 - 1s
Epoch 31273/50000
discriminator loss: 1.352865 - generator loss: 0.752693 - 1s
Epoch 31274/50000
discriminator loss: 1.342750 - generator loss: 0.754103 - 1s
Epoch 31275/50000
discriminator loss: 1.345206 - generator loss: 0.761542 - 1s
Epoch 31276/50000
discriminator loss: 1.339745 - generator loss: 0.754129 - 1s
Epoch 31277/50000
discriminator loss: 1.350677 - generator loss: 0.754248 - 1s
Epoch 31278/50000
discriminator loss: 1.354931 - generator loss: 0.752127 - 1s
Epoch 31279/50000
discriminator loss: 1.342636 - generator loss: 0.758374 - 1s
Epoch 31280/50000
discriminator loss: 1.336460 - generator loss: 0.757962 - 1s
Epoch 31281/50000
discriminator loss: 1.340173 - generator loss: 0.758217 - 1s
Epoch 31282/50000
discriminator loss: 1.354294 - generator loss: 0.750046 - 1s
Epoch 31283/50000
discriminator loss: 1.345212 - generator loss: 0.753925 - 1s
Epoch 31284/50000
discriminator loss: 1.341770 - generator loss: 0.756194 - 1s
Epoch 31285/50000
discriminator loss: 1.344973 - generator loss: 0.751687 - 1s
Epoch 31286/50000
discriminator loss: 1.348302 - generator loss: 0.748287 - 1s
Epoch 31287/50000
discriminator loss: 1.348251 - generator loss: 0.760244 - 1s
Epoch 31288/50000
discriminator loss: 1.347529 - generator loss: 0.756914 - 1s
Epoch 31289/50000
discriminator loss: 1.346656 - generator loss: 0.752907 - 1s
Epoch 31290/50000
discriminator loss: 1.348581 - generator loss: 0.746248 - 1s
Epoch 31291/50000
discriminator loss: 1.347694 - generator loss: 0.749848 - 1s
Epoch 31292/50000
discriminator loss: 1.347881 - generator loss: 0.755833 - 1s
Epoch 31293/50000
discriminator loss: 1.342132 - generator loss: 0.756607 - 1s
Epoch 31294/50000
discriminator loss: 1.343538 - generator loss: 0.757152 - 1s
Epoch 31295/50000
discriminator loss: 1.345439 - generator loss: 0.751673 - 1s
Epoch 31296/50000
discriminator loss: 1.343986 - generator loss: 0.755433 - 1s
Epoch 31297/50000
discriminator loss: 1.331923 - generator loss: 0.765350 - 1s
Epoch 31298/50000
discriminator loss: 1.341736 - generator loss: 0.756604 - 1s
Epoch 31299/50000
discriminator loss: 1.345336 - generator loss: 0.754252 - 1s
Epoch 31300/50000
discriminator loss: 1.345576 - generator loss: 0.753471 - 1s
Epoch 31301/50000
discriminator loss: 1.344167 - generator loss: 0.754471 - 1s
Epoch 31302/50000
discriminator loss: 1.336960 - generator loss: 0.762388 - 1s
Epoch 31303/50000
discriminator loss: 1.349850 - generator loss: 0.749731 - 1s
Epoch 31304/50000
discriminator loss: 1.352343 - generator loss: 0.753960 - 1s
Epoch 31305/50000
discriminator loss: 1.355560 - generator loss: 0.750401 - 1s
Epoch 31306/50000
discriminator loss: 1.338023 - generator loss: 0.755100 - 1s
Epoch 31307/50000
discriminator loss: 1.343648 - generator loss: 0.761752 - 1s
Epoch 31308/50000
discriminator loss: 1.344262 - generator loss: 0.754163 - 1s
Epoch 31309/50000
discriminator loss: 1.346548 - generator loss: 0.757926 - 1s
Epoch 31310/50000
discriminator loss: 1.333148 - generator loss: 0.758548 - 1s
Epoch 31311/50000
discriminator loss: 1.348299 - generator loss: 0.747701 - 1s
Epoch 31312/50000
discriminator loss: 1.344879 - generator loss: 0.761661 - 1s
Epoch 31313/50000
discriminator loss: 1.346063 - generator loss: 0.752351 - 1s
Epoch 31314/50000
discriminator loss: 1.351117 - generator loss: 0.752593 - 1s
Epoch 31315/50000
discriminator loss: 1.350083 - generator loss: 0.746360 - 1s
Epoch 31316/50000
discriminator loss: 1.349636 - generator loss: 0.746726 - 1s
Epoch 31317/50000
discriminator loss: 1.340050 - generator loss: 0.764789 - 1s
Epoch 31318/50000
discriminator loss: 1.350741 - generator loss: 0.751439 - 1s
Epoch 31319/50000
discriminator loss: 1.341257 - generator loss: 0.754968 - 1s
Epoch 31320/50000
discriminator loss: 1.353146 - generator loss: 0.751688 - 1s
Epoch 31321/50000
discriminator loss: 1.346430 - generator loss: 0.756053 - 1s
Epoch 31322/50000
discriminator loss: 1.343106 - generator loss: 0.748005 - 1s
Epoch 31323/50000
discriminator loss: 1.337135 - generator loss: 0.761997 - 1s
Epoch 31324/50000
discriminator loss: 1.344245 - generator loss: 0.752706 - 1s
Epoch 31325/50000
discriminator loss: 1.350172 - generator loss: 0.758609 - 1s
Epoch 31326/50000
discriminator loss: 1.340309 - generator loss: 0.755514 - 1s
Epoch 31327/50000
discriminator loss: 1.348609 - generator loss: 0.743608 - 1s
Epoch 31328/50000
discriminator loss: 1.344369 - generator loss: 0.759304 - 1s
Epoch 31329/50000
discriminator loss: 1.352100 - generator loss: 0.754774 - 1s
Epoch 31330/50000
discriminator loss: 1.348272 - generator loss: 0.751669 - 1s
Epoch 31331/50000
discriminator loss: 1.347636 - generator loss: 0.752611 - 1s
Epoch 31332/50000
discriminator loss: 1.343224 - generator loss: 0.755448 - 1s
Epoch 31333/50000
discriminator loss: 1.341387 - generator loss: 0.757309 - 1s
Epoch 31334/50000
discriminator loss: 1.346735 - generator loss: 0.755365 - 1s
Epoch 31335/50000
discriminator loss: 1.345301 - generator loss: 0.751674 - 1s
Epoch 31336/50000
discriminator loss: 1.346783 - generator loss: 0.761636 - 1s
Epoch 31337/50000
discriminator loss: 1.348651 - generator loss: 0.751729 - 1s
Epoch 31338/50000
discriminator loss: 1.352243 - generator loss: 0.747855 - 1s
Epoch 31339/50000
discriminator loss: 1.349345 - generator loss: 0.757436 - 1s
Epoch 31340/50000
discriminator loss: 1.357863 - generator loss: 0.745569 - 1s
Epoch 31341/50000
discriminator loss: 1.331981 - generator loss: 0.775546 - 1s
Epoch 31342/50000
discriminator loss: 1.348475 - generator loss: 0.745089 - 1s
Epoch 31343/50000
discriminator loss: 1.337703 - generator loss: 0.758003 - 1s
Epoch 31344/50000
discriminator loss: 1.357891 - generator loss: 0.744940 - 1s
Epoch 31345/50000
discriminator loss: 1.343272 - generator loss: 0.755539 - 1s
Epoch 31346/50000
discriminator loss: 1.346969 - generator loss: 0.748454 - 1s
Epoch 31347/50000
discriminator loss: 1.344927 - generator loss: 0.762894 - 1s
Epoch 31348/50000
discriminator loss: 1.348703 - generator loss: 0.751485 - 1s
Epoch 31349/50000
discriminator loss: 1.336126 - generator loss: 0.767830 - 1s
Epoch 31350/50000
discriminator loss: 1.352774 - generator loss: 0.747762 - 1s
Epoch 31351/50000
discriminator loss: 1.337612 - generator loss: 0.754681 - 1s
Epoch 31352/50000
discriminator loss: 1.345196 - generator loss: 0.759349 - 1s
Epoch 31353/50000
discriminator loss: 1.342108 - generator loss: 0.755742 - 1s
Epoch 31354/50000
discriminator loss: 1.348614 - generator loss: 0.752908 - 1s
Epoch 31355/50000
discriminator loss: 1.347538 - generator loss: 0.757465 - 1s
Epoch 31356/50000
discriminator loss: 1.346006 - generator loss: 0.753871 - 1s
Epoch 31357/50000
discriminator loss: 1.350353 - generator loss: 0.756239 - 1s
Epoch 31358/50000
discriminator loss: 1.358293 - generator loss: 0.739747 - 1s
Epoch 31359/50000
discriminator loss: 1.345224 - generator loss: 0.756279 - 1s
Epoch 31360/50000
discriminator loss: 1.342015 - generator loss: 0.763526 - 1s
Epoch 31361/50000
discriminator loss: 1.354630 - generator loss: 0.746724 - 1s
Epoch 31362/50000
discriminator loss: 1.346090 - generator loss: 0.752105 - 1s
Epoch 31363/50000
discriminator loss: 1.347196 - generator loss: 0.746153 - 1s
Epoch 31364/50000
discriminator loss: 1.354211 - generator loss: 0.749567 - 1s
Epoch 31365/50000
discriminator loss: 1.345093 - generator loss: 0.756760 - 1s
Epoch 31366/50000
discriminator loss: 1.352349 - generator loss: 0.747234 - 1s
Epoch 31367/50000
discriminator loss: 1.350228 - generator loss: 0.756714 - 1s
Epoch 31368/50000
discriminator loss: 1.347172 - generator loss: 0.753109 - 1s
Epoch 31369/50000
discriminator loss: 1.343786 - generator loss: 0.763484 - 1s
Epoch 31370/50000
discriminator loss: 1.345961 - generator loss: 0.746370 - 1s
Epoch 31371/50000
discriminator loss: 1.345571 - generator loss: 0.759801 - 1s
Epoch 31372/50000
discriminator loss: 1.342108 - generator loss: 0.756179 - 1s
Epoch 31373/50000
discriminator loss: 1.341725 - generator loss: 0.753663 - 1s
Epoch 31374/50000
discriminator loss: 1.336058 - generator loss: 0.758958 - 1s
Epoch 31375/50000
discriminator loss: 1.338544 - generator loss: 0.756618 - 1s
Epoch 31376/50000
discriminator loss: 1.350819 - generator loss: 0.752659 - 1s
Epoch 31377/50000
discriminator loss: 1.359863 - generator loss: 0.748397 - 1s
Epoch 31378/50000
discriminator loss: 1.342512 - generator loss: 0.760531 - 1s
Epoch 31379/50000
discriminator loss: 1.336645 - generator loss: 0.759629 - 1s
Epoch 31380/50000
discriminator loss: 1.340658 - generator loss: 0.754151 - 1s
Epoch 31381/50000
discriminator loss: 1.342267 - generator loss: 0.759861 - 1s
Epoch 31382/50000
discriminator loss: 1.350473 - generator loss: 0.746045 - 1s
Epoch 31383/50000
discriminator loss: 1.348425 - generator loss: 0.748203 - 1s
Epoch 31384/50000
discriminator loss: 1.352782 - generator loss: 0.753430 - 1s
Epoch 31385/50000
discriminator loss: 1.341701 - generator loss: 0.763182 - 1s
Epoch 31386/50000
discriminator loss: 1.350270 - generator loss: 0.753423 - 1s
Epoch 31387/50000
discriminator loss: 1.340851 - generator loss: 0.750480 - 1s
Epoch 31388/50000
discriminator loss: 1.344609 - generator loss: 0.760351 - 1s
Epoch 31389/50000
discriminator loss: 1.342670 - generator loss: 0.758429 - 1s
Epoch 31390/50000
discriminator loss: 1.347601 - generator loss: 0.752150 - 1s
Epoch 31391/50000
discriminator loss: 1.348182 - generator loss: 0.756003 - 1s
Epoch 31392/50000
discriminator loss: 1.335643 - generator loss: 0.758115 - 1s
Epoch 31393/50000
discriminator loss: 1.334793 - generator loss: 0.764371 - 1s
Epoch 31394/50000
discriminator loss: 1.348228 - generator loss: 0.745891 - 1s
Epoch 31395/50000
discriminator loss: 1.345368 - generator loss: 0.756574 - 1s
Epoch 31396/50000
discriminator loss: 1.337917 - generator loss: 0.761393 - 1s
Epoch 31397/50000
discriminator loss: 1.348977 - generator loss: 0.751016 - 1s
Epoch 31398/50000
discriminator loss: 1.343777 - generator loss: 0.757198 - 1s
Epoch 31399/50000
discriminator loss: 1.344565 - generator loss: 0.759202 - 1s
Epoch 31400/50000
discriminator loss: 1.338548 - generator loss: 0.763310 - 1s
Epoch 31401/50000
discriminator loss: 1.351124 - generator loss: 0.744109 - 1s
Epoch 31402/50000
discriminator loss: 1.351431 - generator loss: 0.751423 - 1s
Epoch 31403/50000
discriminator loss: 1.346373 - generator loss: 0.758660 - 1s
Epoch 31404/50000
discriminator loss: 1.338311 - generator loss: 0.751284 - 1s
Epoch 31405/50000
discriminator loss: 1.347922 - generator loss: 0.755989 - 1s
Epoch 31406/50000
discriminator loss: 1.354018 - generator loss: 0.745292 - 1s
Epoch 31407/50000
discriminator loss: 1.348305 - generator loss: 0.753797 - 1s
Epoch 31408/50000
discriminator loss: 1.341441 - generator loss: 0.761753 - 1s
Epoch 31409/50000
discriminator loss: 1.346452 - generator loss: 0.753191 - 1s
Epoch 31410/50000
discriminator loss: 1.341644 - generator loss: 0.757047 - 1s
Epoch 31411/50000
discriminator loss: 1.350643 - generator loss: 0.752888 - 1s
Epoch 31412/50000
discriminator loss: 1.349582 - generator loss: 0.750444 - 1s
Epoch 31413/50000
discriminator loss: 1.352088 - generator loss: 0.744031 - 1s
Epoch 31414/50000
discriminator loss: 1.352660 - generator loss: 0.754598 - 1s
Epoch 31415/50000
discriminator loss: 1.346096 - generator loss: 0.745687 - 1s
Epoch 31416/50000
discriminator loss: 1.341207 - generator loss: 0.756302 - 1s
Epoch 31417/50000
discriminator loss: 1.349082 - generator loss: 0.752792 - 1s
Epoch 31418/50000
discriminator loss: 1.341427 - generator loss: 0.761673 - 1s
Epoch 31419/50000
discriminator loss: 1.344883 - generator loss: 0.751274 - 1s
Epoch 31420/50000
discriminator loss: 1.350184 - generator loss: 0.758826 - 1s
Epoch 31421/50000
discriminator loss: 1.341776 - generator loss: 0.756828 - 1s
Epoch 31422/50000
discriminator loss: 1.354479 - generator loss: 0.744133 - 1s
Epoch 31423/50000
discriminator loss: 1.345922 - generator loss: 0.748990 - 1s
Epoch 31424/50000
discriminator loss: 1.335874 - generator loss: 0.762178 - 1s
Epoch 31425/50000
discriminator loss: 1.334838 - generator loss: 0.759205 - 1s
Epoch 31426/50000
discriminator loss: 1.345341 - generator loss: 0.757708 - 1s
Epoch 31427/50000
discriminator loss: 1.345479 - generator loss: 0.753997 - 1s
Epoch 31428/50000
discriminator loss: 1.353092 - generator loss: 0.747104 - 1s
Epoch 31429/50000
discriminator loss: 1.349369 - generator loss: 0.754371 - 1s
Epoch 31430/50000
discriminator loss: 1.334643 - generator loss: 0.766614 - 1s
Epoch 31431/50000
discriminator loss: 1.339554 - generator loss: 0.758870 - 1s
Epoch 31432/50000
discriminator loss: 1.349483 - generator loss: 0.749756 - 1s
Epoch 31433/50000
discriminator loss: 1.348248 - generator loss: 0.751951 - 1s
Epoch 31434/50000
discriminator loss: 1.338953 - generator loss: 0.756788 - 1s
Epoch 31435/50000
discriminator loss: 1.335248 - generator loss: 0.758662 - 1s
Epoch 31436/50000
discriminator loss: 1.336094 - generator loss: 0.763651 - 1s
Epoch 31437/50000
discriminator loss: 1.351467 - generator loss: 0.753571 - 1s
Epoch 31438/50000
discriminator loss: 1.349758 - generator loss: 0.753589 - 1s
Epoch 31439/50000
discriminator loss: 1.352313 - generator loss: 0.742383 - 1s
Epoch 31440/50000
discriminator loss: 1.343535 - generator loss: 0.761190 - 1s
Epoch 31441/50000
discriminator loss: 1.345341 - generator loss: 0.759390 - 1s
Epoch 31442/50000
discriminator loss: 1.350886 - generator loss: 0.748910 - 1s
Epoch 31443/50000
discriminator loss: 1.345703 - generator loss: 0.757178 - 1s
Epoch 31444/50000
discriminator loss: 1.347572 - generator loss: 0.759965 - 1s
Epoch 31445/50000
discriminator loss: 1.335074 - generator loss: 0.750856 - 1s
Epoch 31446/50000
discriminator loss: 1.340883 - generator loss: 0.757645 - 1s
Epoch 31447/50000
discriminator loss: 1.335390 - generator loss: 0.761781 - 1s
Epoch 31448/50000
discriminator loss: 1.351136 - generator loss: 0.746238 - 1s
Epoch 31449/50000
discriminator loss: 1.347351 - generator loss: 0.755486 - 1s
Epoch 31450/50000
discriminator loss: 1.355011 - generator loss: 0.754842 - 1s
Epoch 31451/50000
discriminator loss: 1.342904 - generator loss: 0.764129 - 1s
Epoch 31452/50000
discriminator loss: 1.341153 - generator loss: 0.759487 - 1s
Epoch 31453/50000
discriminator loss: 1.349407 - generator loss: 0.747296 - 1s
Epoch 31454/50000
discriminator loss: 1.343896 - generator loss: 0.752916 - 1s
Epoch 31455/50000
discriminator loss: 1.345107 - generator loss: 0.749258 - 1s
Epoch 31456/50000
discriminator loss: 1.347535 - generator loss: 0.750823 - 1s
Epoch 31457/50000
discriminator loss: 1.346321 - generator loss: 0.760574 - 1s
Epoch 31458/50000
discriminator loss: 1.342475 - generator loss: 0.759104 - 1s
Epoch 31459/50000
discriminator loss: 1.347570 - generator loss: 0.754827 - 1s
Epoch 31460/50000
discriminator loss: 1.347935 - generator loss: 0.753228 - 1s
Epoch 31461/50000
discriminator loss: 1.344316 - generator loss: 0.758209 - 1s
Epoch 31462/50000
discriminator loss: 1.342591 - generator loss: 0.752888 - 1s
Epoch 31463/50000
discriminator loss: 1.349744 - generator loss: 0.749583 - 1s
Epoch 31464/50000
discriminator loss: 1.354144 - generator loss: 0.753983 - 1s
Epoch 31465/50000
discriminator loss: 1.348042 - generator loss: 0.755241 - 1s
Epoch 31466/50000
discriminator loss: 1.345930 - generator loss: 0.758745 - 1s
Epoch 31467/50000
discriminator loss: 1.346912 - generator loss: 0.750778 - 1s
Epoch 31468/50000
discriminator loss: 1.352059 - generator loss: 0.750801 - 1s
Epoch 31469/50000
discriminator loss: 1.348102 - generator loss: 0.756118 - 1s
Epoch 31470/50000
discriminator loss: 1.347763 - generator loss: 0.748213 - 1s
Epoch 31471/50000
discriminator loss: 1.339514 - generator loss: 0.763689 - 1s
Epoch 31472/50000
discriminator loss: 1.344959 - generator loss: 0.765367 - 1s
Epoch 31473/50000
discriminator loss: 1.353853 - generator loss: 0.748385 - 1s
Epoch 31474/50000
discriminator loss: 1.338309 - generator loss: 0.758024 - 1s
Epoch 31475/50000
discriminator loss: 1.342476 - generator loss: 0.754944 - 1s
Epoch 31476/50000
discriminator loss: 1.340391 - generator loss: 0.753592 - 1s
Epoch 31477/50000
discriminator loss: 1.348469 - generator loss: 0.753214 - 1s
Epoch 31478/50000
discriminator loss: 1.341925 - generator loss: 0.759045 - 1s
Epoch 31479/50000
discriminator loss: 1.341068 - generator loss: 0.757730 - 1s
Epoch 31480/50000
discriminator loss: 1.351477 - generator loss: 0.756753 - 1s
Epoch 31481/50000
discriminator loss: 1.343333 - generator loss: 0.763306 - 1s
Epoch 31482/50000
discriminator loss: 1.345009 - generator loss: 0.756308 - 1s
Epoch 31483/50000
discriminator loss: 1.348968 - generator loss: 0.750330 - 1s
Epoch 31484/50000
discriminator loss: 1.348578 - generator loss: 0.744440 - 1s
Epoch 31485/50000
discriminator loss: 1.349260 - generator loss: 0.753967 - 1s
Epoch 31486/50000
discriminator loss: 1.345640 - generator loss: 0.754496 - 1s
Epoch 31487/50000
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Epoch 31488/50000
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Epoch 31489/50000
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Epoch 31490/50000
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Epoch 31491/50000
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Epoch 31492/50000
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Epoch 31493/50000
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Epoch 31494/50000
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Epoch 31495/50000
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Epoch 31496/50000
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Epoch 31497/50000
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Epoch 31498/50000
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Epoch 31499/50000
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Epoch 31500/50000
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Epoch 31501/50000
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Epoch 31502/50000
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Epoch 31503/50000
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Epoch 31504/50000
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Epoch 31505/50000
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Epoch 31506/50000
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Epoch 31507/50000
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Epoch 31508/50000
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Epoch 31509/50000
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Epoch 31510/50000
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Epoch 31511/50000
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Epoch 31512/50000
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Epoch 31513/50000
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Epoch 31514/50000
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Epoch 31515/50000
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Epoch 31516/50000
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Epoch 31517/50000
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Epoch 31518/50000
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Epoch 31519/50000
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Epoch 31520/50000
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Epoch 31521/50000
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Epoch 31522/50000
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Epoch 31523/50000
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Epoch 31524/50000
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Epoch 31525/50000
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Epoch 31526/50000
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Epoch 31527/50000
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Epoch 31528/50000
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Epoch 31529/50000
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Epoch 31530/50000
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Epoch 31531/50000
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Epoch 31532/50000
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Epoch 31533/50000
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Epoch 31534/50000
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Epoch 31535/50000
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Epoch 31536/50000
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Epoch 31537/50000
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Epoch 31538/50000
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Epoch 31539/50000
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Epoch 31540/50000
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Epoch 31541/50000
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Epoch 31542/50000
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Epoch 31543/50000
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Epoch 31544/50000
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Epoch 31545/50000
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Epoch 31546/50000
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Epoch 31547/50000
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Epoch 31548/50000
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Epoch 31549/50000
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Epoch 31550/50000
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Epoch 31551/50000
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Epoch 31552/50000
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Epoch 31553/50000
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Epoch 31554/50000
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Epoch 31555/50000
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Epoch 31556/50000
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Epoch 31557/50000
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Epoch 31558/50000
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Epoch 31559/50000
discriminator loss: 1.341212 - generator loss: 0.758310 - 1s
Epoch 31560/50000
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Epoch 31561/50000
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Epoch 31562/50000
discriminator loss: 1.347844 - generator loss: 0.745659 - 1s
Epoch 31563/50000
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Epoch 31564/50000
discriminator loss: 1.351222 - generator loss: 0.752460 - 1s
Epoch 31565/50000
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Epoch 31566/50000
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Epoch 31567/50000
discriminator loss: 1.348346 - generator loss: 0.751686 - 1s
Epoch 31568/50000
discriminator loss: 1.357484 - generator loss: 0.746078 - 1s
Epoch 31569/50000
discriminator loss: 1.341562 - generator loss: 0.759359 - 1s
Epoch 31570/50000
discriminator loss: 1.346974 - generator loss: 0.752389 - 1s
Epoch 31571/50000
discriminator loss: 1.349343 - generator loss: 0.753252 - 1s
Epoch 31572/50000
discriminator loss: 1.350117 - generator loss: 0.748980 - 1s
Epoch 31573/50000
discriminator loss: 1.345228 - generator loss: 0.753003 - 1s
Epoch 31574/50000
discriminator loss: 1.343762 - generator loss: 0.757437 - 1s
Epoch 31575/50000
discriminator loss: 1.348076 - generator loss: 0.755761 - 1s
Epoch 31576/50000
discriminator loss: 1.340294 - generator loss: 0.760202 - 1s
Epoch 31577/50000
discriminator loss: 1.351367 - generator loss: 0.750870 - 1s
Epoch 31578/50000
discriminator loss: 1.353336 - generator loss: 0.750916 - 1s
Epoch 31579/50000
discriminator loss: 1.343206 - generator loss: 0.759185 - 1s
Epoch 31580/50000
discriminator loss: 1.337371 - generator loss: 0.755073 - 1s
Epoch 31581/50000
discriminator loss: 1.335503 - generator loss: 0.760831 - 1s
Epoch 31582/50000
discriminator loss: 1.324821 - generator loss: 0.764163 - 1s
Epoch 31583/50000
discriminator loss: 1.342762 - generator loss: 0.754710 - 1s
Epoch 31584/50000
discriminator loss: 1.348316 - generator loss: 0.755679 - 1s
Epoch 31585/50000
discriminator loss: 1.341471 - generator loss: 0.758982 - 1s
Epoch 31586/50000
discriminator loss: 1.343238 - generator loss: 0.761449 - 1s
Epoch 31587/50000
discriminator loss: 1.351122 - generator loss: 0.752935 - 1s
Epoch 31588/50000
discriminator loss: 1.345345 - generator loss: 0.748835 - 1s
Epoch 31589/50000
discriminator loss: 1.352130 - generator loss: 0.750374 - 1s
Epoch 31590/50000
discriminator loss: 1.341805 - generator loss: 0.754607 - 1s
Epoch 31591/50000
discriminator loss: 1.341757 - generator loss: 0.758832 - 1s
Epoch 31592/50000
discriminator loss: 1.335146 - generator loss: 0.756157 - 1s
Epoch 31593/50000
discriminator loss: 1.344973 - generator loss: 0.753555 - 1s
Epoch 31594/50000
discriminator loss: 1.349864 - generator loss: 0.752291 - 1s
Epoch 31595/50000
discriminator loss: 1.343082 - generator loss: 0.754860 - 1s
Epoch 31596/50000
discriminator loss: 1.350217 - generator loss: 0.757138 - 1s
Epoch 31597/50000
discriminator loss: 1.343096 - generator loss: 0.757094 - 1s
Epoch 31598/50000
discriminator loss: 1.350029 - generator loss: 0.752554 - 1s
Epoch 31599/50000
discriminator loss: 1.352377 - generator loss: 0.754734 - 1s
Epoch 31600/50000
discriminator loss: 1.351112 - generator loss: 0.745814 - 1s
Epoch 31601/50000
discriminator loss: 1.345208 - generator loss: 0.753992 - 1s
Epoch 31602/50000
discriminator loss: 1.350187 - generator loss: 0.749443 - 1s
Epoch 31603/50000
discriminator loss: 1.340355 - generator loss: 0.749371 - 1s
Epoch 31604/50000
discriminator loss: 1.344801 - generator loss: 0.759295 - 1s
Epoch 31605/50000
discriminator loss: 1.345720 - generator loss: 0.751802 - 1s
Epoch 31606/50000
discriminator loss: 1.345579 - generator loss: 0.756947 - 1s
Epoch 31607/50000
discriminator loss: 1.336633 - generator loss: 0.761402 - 1s
Epoch 31608/50000
discriminator loss: 1.350780 - generator loss: 0.758008 - 1s
Epoch 31609/50000
discriminator loss: 1.359486 - generator loss: 0.746513 - 1s
Epoch 31610/50000
discriminator loss: 1.353285 - generator loss: 0.750104 - 1s
Epoch 31611/50000
discriminator loss: 1.354934 - generator loss: 0.747560 - 1s
Epoch 31612/50000
discriminator loss: 1.341650 - generator loss: 0.760726 - 1s
Epoch 31613/50000
discriminator loss: 1.350311 - generator loss: 0.744887 - 1s
Epoch 31614/50000
discriminator loss: 1.348232 - generator loss: 0.758918 - 1s
Epoch 31615/50000
discriminator loss: 1.346301 - generator loss: 0.746863 - 1s
Epoch 31616/50000
discriminator loss: 1.350283 - generator loss: 0.752484 - 1s
Epoch 31617/50000
discriminator loss: 1.339236 - generator loss: 0.758612 - 1s
Epoch 31618/50000
discriminator loss: 1.348023 - generator loss: 0.757859 - 1s
Epoch 31619/50000
discriminator loss: 1.346030 - generator loss: 0.752129 - 1s
Epoch 31620/50000
discriminator loss: 1.359973 - generator loss: 0.739369 - 1s
Epoch 31621/50000
discriminator loss: 1.349465 - generator loss: 0.750910 - 1s
Epoch 31622/50000
discriminator loss: 1.339802 - generator loss: 0.750234 - 1s
Epoch 31623/50000
discriminator loss: 1.347580 - generator loss: 0.758776 - 1s
Epoch 31624/50000
discriminator loss: 1.344890 - generator loss: 0.754457 - 1s
Epoch 31625/50000
discriminator loss: 1.347150 - generator loss: 0.758075 - 1s
Epoch 31626/50000
discriminator loss: 1.355726 - generator loss: 0.751291 - 1s
Epoch 31627/50000
discriminator loss: 1.343237 - generator loss: 0.754294 - 1s
Epoch 31628/50000
discriminator loss: 1.346122 - generator loss: 0.745947 - 1s
Epoch 31629/50000
discriminator loss: 1.347917 - generator loss: 0.751189 - 1s
Epoch 31630/50000
discriminator loss: 1.341329 - generator loss: 0.757674 - 1s
Epoch 31631/50000
discriminator loss: 1.348710 - generator loss: 0.756337 - 1s
Epoch 31632/50000
discriminator loss: 1.348061 - generator loss: 0.756204 - 1s
Epoch 31633/50000
discriminator loss: 1.343910 - generator loss: 0.749079 - 1s
Epoch 31634/50000
discriminator loss: 1.345420 - generator loss: 0.753690 - 1s
Epoch 31635/50000
discriminator loss: 1.347386 - generator loss: 0.752079 - 1s
Epoch 31636/50000
discriminator loss: 1.345492 - generator loss: 0.751839 - 1s
Epoch 31637/50000
discriminator loss: 1.336624 - generator loss: 0.763718 - 1s
Epoch 31638/50000
discriminator loss: 1.337423 - generator loss: 0.755806 - 1s
Epoch 31639/50000
discriminator loss: 1.341633 - generator loss: 0.763957 - 1s
Epoch 31640/50000
discriminator loss: 1.350736 - generator loss: 0.755633 - 1s
Epoch 31641/50000
discriminator loss: 1.331878 - generator loss: 0.761154 - 1s
Epoch 31642/50000
discriminator loss: 1.348087 - generator loss: 0.747195 - 1s
Epoch 31643/50000
discriminator loss: 1.351336 - generator loss: 0.754735 - 1s
Epoch 31644/50000
discriminator loss: 1.347629 - generator loss: 0.756353 - 1s
Epoch 31645/50000
discriminator loss: 1.344291 - generator loss: 0.758341 - 1s
Epoch 31646/50000
discriminator loss: 1.343435 - generator loss: 0.753174 - 1s
Epoch 31647/50000
discriminator loss: 1.351938 - generator loss: 0.753435 - 1s
Epoch 31648/50000
discriminator loss: 1.348814 - generator loss: 0.750535 - 1s
Epoch 31649/50000
discriminator loss: 1.347492 - generator loss: 0.755794 - 1s
Epoch 31650/50000
discriminator loss: 1.343729 - generator loss: 0.749942 - 1s
Epoch 31651/50000
discriminator loss: 1.350814 - generator loss: 0.758971 - 1s
Epoch 31652/50000
discriminator loss: 1.346722 - generator loss: 0.752884 - 1s
Epoch 31653/50000
discriminator loss: 1.344150 - generator loss: 0.751928 - 1s
Epoch 31654/50000
discriminator loss: 1.341385 - generator loss: 0.753799 - 1s
Epoch 31655/50000
discriminator loss: 1.346867 - generator loss: 0.751582 - 1s
Epoch 31656/50000
discriminator loss: 1.353042 - generator loss: 0.750916 - 1s
Epoch 31657/50000
discriminator loss: 1.358072 - generator loss: 0.741106 - 1s
Epoch 31658/50000
discriminator loss: 1.347598 - generator loss: 0.753795 - 1s
Epoch 31659/50000
discriminator loss: 1.353229 - generator loss: 0.755512 - 1s
Epoch 31660/50000
discriminator loss: 1.347084 - generator loss: 0.752323 - 1s
Epoch 31661/50000
discriminator loss: 1.343568 - generator loss: 0.758288 - 1s
Epoch 31662/50000
discriminator loss: 1.344072 - generator loss: 0.750998 - 1s
Epoch 31663/50000
discriminator loss: 1.341044 - generator loss: 0.761789 - 1s
Epoch 31664/50000
discriminator loss: 1.343595 - generator loss: 0.754120 - 1s
Epoch 31665/50000
discriminator loss: 1.349349 - generator loss: 0.756516 - 1s
Epoch 31666/50000
discriminator loss: 1.349243 - generator loss: 0.749614 - 1s
Epoch 31667/50000
discriminator loss: 1.339043 - generator loss: 0.757674 - 1s
Epoch 31668/50000
discriminator loss: 1.344347 - generator loss: 0.756169 - 1s
Epoch 31669/50000
discriminator loss: 1.340439 - generator loss: 0.756763 - 1s
Epoch 31670/50000
discriminator loss: 1.337486 - generator loss: 0.758567 - 1s
Epoch 31671/50000
discriminator loss: 1.346419 - generator loss: 0.753470 - 1s
Epoch 31672/50000
discriminator loss: 1.333023 - generator loss: 0.758069 - 1s
Epoch 31673/50000
discriminator loss: 1.343499 - generator loss: 0.757692 - 1s
Epoch 31674/50000
discriminator loss: 1.340205 - generator loss: 0.755061 - 1s
Epoch 31675/50000
discriminator loss: 1.347490 - generator loss: 0.756380 - 1s
Epoch 31676/50000
discriminator loss: 1.341149 - generator loss: 0.764138 - 1s
Epoch 31677/50000
discriminator loss: 1.345414 - generator loss: 0.751351 - 1s
Epoch 31678/50000
discriminator loss: 1.345969 - generator loss: 0.752300 - 1s
Epoch 31679/50000
discriminator loss: 1.336148 - generator loss: 0.757537 - 1s
Epoch 31680/50000
discriminator loss: 1.345589 - generator loss: 0.761900 - 1s
Epoch 31681/50000
discriminator loss: 1.346401 - generator loss: 0.751283 - 1s
Epoch 31682/50000
discriminator loss: 1.345593 - generator loss: 0.764636 - 1s
Epoch 31683/50000
discriminator loss: 1.351224 - generator loss: 0.749218 - 1s
Epoch 31684/50000
discriminator loss: 1.342739 - generator loss: 0.757906 - 1s
Epoch 31685/50000
discriminator loss: 1.346530 - generator loss: 0.755659 - 1s
Epoch 31686/50000
discriminator loss: 1.344091 - generator loss: 0.750201 - 1s
Epoch 31687/50000
discriminator loss: 1.342760 - generator loss: 0.760400 - 1s
Epoch 31688/50000
discriminator loss: 1.347828 - generator loss: 0.757492 - 1s
Epoch 31689/50000
discriminator loss: 1.348043 - generator loss: 0.755594 - 1s
Epoch 31690/50000
discriminator loss: 1.333508 - generator loss: 0.767509 - 1s
Epoch 31691/50000
discriminator loss: 1.339929 - generator loss: 0.763303 - 1s
Epoch 31692/50000
discriminator loss: 1.338526 - generator loss: 0.758556 - 1s
Epoch 31693/50000
discriminator loss: 1.345203 - generator loss: 0.746721 - 1s
Epoch 31694/50000
discriminator loss: 1.345659 - generator loss: 0.754197 - 1s
Epoch 31695/50000
discriminator loss: 1.351955 - generator loss: 0.749823 - 1s
Epoch 31696/50000
discriminator loss: 1.334579 - generator loss: 0.765716 - 1s
Epoch 31697/50000
discriminator loss: 1.350750 - generator loss: 0.748430 - 1s
Epoch 31698/50000
discriminator loss: 1.353993 - generator loss: 0.749052 - 1s
Epoch 31699/50000
discriminator loss: 1.346341 - generator loss: 0.757401 - 1s
Epoch 31700/50000
discriminator loss: 1.345274 - generator loss: 0.758073 - 1s
Epoch 31701/50000
discriminator loss: 1.345137 - generator loss: 0.750316 - 1s
Epoch 31702/50000
discriminator loss: 1.342787 - generator loss: 0.751768 - 1s
Epoch 31703/50000
discriminator loss: 1.351415 - generator loss: 0.755423 - 1s
Epoch 31704/50000
discriminator loss: 1.344844 - generator loss: 0.753268 - 1s
Epoch 31705/50000
discriminator loss: 1.348931 - generator loss: 0.751291 - 1s
Epoch 31706/50000
discriminator loss: 1.341058 - generator loss: 0.751349 - 1s
Epoch 31707/50000
discriminator loss: 1.345926 - generator loss: 0.758900 - 1s
Epoch 31708/50000
discriminator loss: 1.356215 - generator loss: 0.748508 - 1s
Epoch 31709/50000
discriminator loss: 1.347878 - generator loss: 0.742672 - 1s
Epoch 31710/50000
discriminator loss: 1.348279 - generator loss: 0.757598 - 1s
Epoch 31711/50000
discriminator loss: 1.350424 - generator loss: 0.752342 - 1s
Epoch 31712/50000
discriminator loss: 1.343818 - generator loss: 0.755296 - 1s
Epoch 31713/50000
discriminator loss: 1.352455 - generator loss: 0.749798 - 1s
Epoch 31714/50000
discriminator loss: 1.342424 - generator loss: 0.760322 - 1s
Epoch 31715/50000
discriminator loss: 1.342736 - generator loss: 0.748036 - 1s
Epoch 31716/50000
discriminator loss: 1.334490 - generator loss: 0.762212 - 1s
Epoch 31717/50000
discriminator loss: 1.345218 - generator loss: 0.753925 - 1s
Epoch 31718/50000
discriminator loss: 1.348041 - generator loss: 0.750170 - 1s
Epoch 31719/50000
discriminator loss: 1.350595 - generator loss: 0.750871 - 1s
Epoch 31720/50000
discriminator loss: 1.338301 - generator loss: 0.766546 - 1s
Epoch 31721/50000
discriminator loss: 1.339402 - generator loss: 0.761163 - 1s
Epoch 31722/50000
discriminator loss: 1.346837 - generator loss: 0.752516 - 1s
Epoch 31723/50000
discriminator loss: 1.344506 - generator loss: 0.751238 - 1s
Epoch 31724/50000
discriminator loss: 1.361487 - generator loss: 0.741055 - 1s
Epoch 31725/50000
discriminator loss: 1.348215 - generator loss: 0.750114 - 1s
Epoch 31726/50000
discriminator loss: 1.344660 - generator loss: 0.754162 - 1s
Epoch 31727/50000
discriminator loss: 1.347284 - generator loss: 0.753982 - 1s
Epoch 31728/50000
discriminator loss: 1.341309 - generator loss: 0.754867 - 1s
Epoch 31729/50000
discriminator loss: 1.357625 - generator loss: 0.749288 - 1s
Epoch 31730/50000
discriminator loss: 1.357032 - generator loss: 0.746543 - 1s
Epoch 31731/50000
discriminator loss: 1.344553 - generator loss: 0.760654 - 1s
Epoch 31732/50000
discriminator loss: 1.336274 - generator loss: 0.755410 - 1s
Epoch 31733/50000
discriminator loss: 1.329381 - generator loss: 0.762435 - 1s
Epoch 31734/50000
discriminator loss: 1.345999 - generator loss: 0.756867 - 1s
Epoch 31735/50000
discriminator loss: 1.351439 - generator loss: 0.752113 - 1s
Epoch 31736/50000
discriminator loss: 1.345856 - generator loss: 0.757128 - 1s
Epoch 31737/50000
discriminator loss: 1.338482 - generator loss: 0.760392 - 1s
Epoch 31738/50000
discriminator loss: 1.346828 - generator loss: 0.753403 - 1s
Epoch 31739/50000
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Epoch 31740/50000
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Epoch 31741/50000
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Epoch 31742/50000
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Epoch 31743/50000
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Epoch 31744/50000
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Epoch 31745/50000
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Epoch 31746/50000
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Epoch 31747/50000
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Epoch 31748/50000
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Epoch 31749/50000
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Epoch 31750/50000
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Epoch 31751/50000
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Epoch 31752/50000
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Epoch 31753/50000
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Epoch 31754/50000
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Epoch 31755/50000
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Epoch 31756/50000
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Epoch 31757/50000
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Epoch 31758/50000
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Epoch 31759/50000
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Epoch 31760/50000
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Epoch 31761/50000
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Epoch 31762/50000
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Epoch 31763/50000
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Epoch 31764/50000
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Epoch 31765/50000
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Epoch 31766/50000
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Epoch 31767/50000
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Epoch 31768/50000
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Epoch 31769/50000
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Epoch 31770/50000
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Epoch 31771/50000
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Epoch 31772/50000
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Epoch 31773/50000
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Epoch 31774/50000
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Epoch 31775/50000
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Epoch 31776/50000
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Epoch 31777/50000
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Epoch 31778/50000
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Epoch 31779/50000
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Epoch 31780/50000
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Epoch 31781/50000
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Epoch 31782/50000
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Epoch 31783/50000
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Epoch 31784/50000
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Epoch 31785/50000
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Epoch 31786/50000
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Epoch 31787/50000
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Epoch 31788/50000
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Epoch 31789/50000
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Epoch 31790/50000
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Epoch 31791/50000
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Epoch 31792/50000
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Epoch 31793/50000
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Epoch 31794/50000
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Epoch 31795/50000
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Epoch 31796/50000
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Epoch 31797/50000
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Epoch 31798/50000
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Epoch 31799/50000
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Epoch 31800/50000
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Epoch 31801/50000
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Epoch 31802/50000
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Epoch 31803/50000
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Epoch 31804/50000
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Epoch 31805/50000
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Epoch 31806/50000
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Epoch 31807/50000
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Epoch 31808/50000
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Epoch 31809/50000
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Epoch 31810/50000
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Epoch 31811/50000
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Epoch 31812/50000
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Epoch 31813/50000
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Epoch 31814/50000
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Epoch 31815/50000
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Epoch 31816/50000
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Epoch 31817/50000
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Epoch 31818/50000
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Epoch 31819/50000
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Epoch 31820/50000
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Epoch 31821/50000
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Epoch 31822/50000
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Epoch 31823/50000
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Epoch 31824/50000
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Epoch 31825/50000
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Epoch 31826/50000
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Epoch 31827/50000
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Epoch 31828/50000
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Epoch 31829/50000
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Epoch 31830/50000
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Epoch 31831/50000
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Epoch 31832/50000
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Epoch 31833/50000
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Epoch 31834/50000
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Epoch 31835/50000
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Epoch 31836/50000
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Epoch 31837/50000
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Epoch 31838/50000
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Epoch 31839/50000
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Epoch 31840/50000
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Epoch 31841/50000
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Epoch 31842/50000
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Epoch 31843/50000
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Epoch 31844/50000
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Epoch 31845/50000
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Epoch 31846/50000
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Epoch 31847/50000
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Epoch 31848/50000
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Epoch 31849/50000
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Epoch 31850/50000
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Epoch 31851/50000
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Epoch 31852/50000
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Epoch 31853/50000
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Epoch 31854/50000
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Epoch 31855/50000
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Epoch 31856/50000
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Epoch 31857/50000
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Epoch 31858/50000
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Epoch 31859/50000
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Epoch 31860/50000
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Epoch 31861/50000
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Epoch 31862/50000
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Epoch 31863/50000
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Epoch 31864/50000
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Epoch 31865/50000
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Epoch 31866/50000
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Epoch 31867/50000
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Epoch 31868/50000
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Epoch 31869/50000
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Epoch 31870/50000
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Epoch 31871/50000
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Epoch 31872/50000
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Epoch 31873/50000
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Epoch 31874/50000
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Epoch 31875/50000
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Epoch 31876/50000
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Epoch 31877/50000
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Epoch 31878/50000
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Epoch 31879/50000
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Epoch 31880/50000
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Epoch 31881/50000
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Epoch 31882/50000
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Epoch 31883/50000
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Epoch 31884/50000
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Epoch 31885/50000
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Epoch 31886/50000
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Epoch 31887/50000
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Epoch 31888/50000
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Epoch 31889/50000
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Epoch 31890/50000
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Epoch 31891/50000
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Epoch 31892/50000
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Epoch 31893/50000
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Epoch 31894/50000
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Epoch 31895/50000
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Epoch 31896/50000
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Epoch 31897/50000
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Epoch 31898/50000
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Epoch 31899/50000
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Epoch 31900/50000
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Epoch 31901/50000
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Epoch 31902/50000
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Epoch 31903/50000
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Epoch 31904/50000
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Epoch 31905/50000
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Epoch 31906/50000
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Epoch 31907/50000
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Epoch 31908/50000
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Epoch 31909/50000
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Epoch 31910/50000
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Epoch 31911/50000
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Epoch 31912/50000
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Epoch 31913/50000
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Epoch 31914/50000
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Epoch 31915/50000
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Epoch 31916/50000
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Epoch 31917/50000
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Epoch 31918/50000
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Epoch 31919/50000
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Epoch 31920/50000
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Epoch 31921/50000
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Epoch 31922/50000
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Epoch 31923/50000
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Epoch 31924/50000
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Epoch 31925/50000
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Epoch 31926/50000
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Epoch 31927/50000
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Epoch 31928/50000
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Epoch 31929/50000
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Epoch 31930/50000
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Epoch 31931/50000
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Epoch 31932/50000
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Epoch 31933/50000
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Epoch 31934/50000
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Epoch 31935/50000
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Epoch 31936/50000
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Epoch 31937/50000
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Epoch 31938/50000
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Epoch 31939/50000
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Epoch 31940/50000
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Epoch 31941/50000
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Epoch 31942/50000
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Epoch 31943/50000
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Epoch 31944/50000
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Epoch 31945/50000
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Epoch 31946/50000
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Epoch 31947/50000
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Epoch 31948/50000
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Epoch 31949/50000
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Epoch 31950/50000
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Epoch 31951/50000
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Epoch 31952/50000
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Epoch 31953/50000
discriminator loss: 1.346883 - generator loss: 0.750946 - 1s
Epoch 31954/50000
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Epoch 31955/50000
discriminator loss: 1.337043 - generator loss: 0.764245 - 1s
Epoch 31956/50000
discriminator loss: 1.349401 - generator loss: 0.753272 - 1s
Epoch 31957/50000
discriminator loss: 1.342850 - generator loss: 0.760508 - 1s
Epoch 31958/50000
discriminator loss: 1.335491 - generator loss: 0.753724 - 1s
Epoch 31959/50000
discriminator loss: 1.336578 - generator loss: 0.761023 - 1s
Epoch 31960/50000
discriminator loss: 1.350340 - generator loss: 0.755732 - 1s
Epoch 31961/50000
discriminator loss: 1.340371 - generator loss: 0.761919 - 1s
Epoch 31962/50000
discriminator loss: 1.342491 - generator loss: 0.757065 - 1s
Epoch 31963/50000
discriminator loss: 1.343500 - generator loss: 0.752289 - 1s
Epoch 31964/50000
discriminator loss: 1.349331 - generator loss: 0.753238 - 1s
Epoch 31965/50000
discriminator loss: 1.340204 - generator loss: 0.763123 - 1s
Epoch 31966/50000
discriminator loss: 1.349590 - generator loss: 0.745292 - 1s
Epoch 31967/50000
discriminator loss: 1.350577 - generator loss: 0.756608 - 1s
Epoch 31968/50000
discriminator loss: 1.344552 - generator loss: 0.755061 - 1s
Epoch 31969/50000
discriminator loss: 1.344737 - generator loss: 0.761186 - 1s
Epoch 31970/50000
discriminator loss: 1.338034 - generator loss: 0.755144 - 1s
Epoch 31971/50000
discriminator loss: 1.341172 - generator loss: 0.757655 - 1s
Epoch 31972/50000
discriminator loss: 1.331073 - generator loss: 0.759939 - 1s
Epoch 31973/50000
discriminator loss: 1.348077 - generator loss: 0.752688 - 1s
Epoch 31974/50000
discriminator loss: 1.340448 - generator loss: 0.757194 - 1s
Epoch 31975/50000
discriminator loss: 1.345643 - generator loss: 0.747613 - 1s
Epoch 31976/50000
discriminator loss: 1.354963 - generator loss: 0.750163 - 1s
Epoch 31977/50000
discriminator loss: 1.345601 - generator loss: 0.759545 - 1s
Epoch 31978/50000
discriminator loss: 1.343796 - generator loss: 0.752940 - 1s
Epoch 31979/50000
discriminator loss: 1.346741 - generator loss: 0.758072 - 1s
Epoch 31980/50000
discriminator loss: 1.343075 - generator loss: 0.758071 - 1s
Epoch 31981/50000
discriminator loss: 1.341335 - generator loss: 0.758907 - 1s
Epoch 31982/50000
discriminator loss: 1.329951 - generator loss: 0.765315 - 1s
Epoch 31983/50000
discriminator loss: 1.346038 - generator loss: 0.751849 - 1s
Epoch 31984/50000
discriminator loss: 1.355179 - generator loss: 0.744258 - 1s
Epoch 31985/50000
discriminator loss: 1.344260 - generator loss: 0.762661 - 1s
Epoch 31986/50000
discriminator loss: 1.343825 - generator loss: 0.749395 - 1s
Epoch 31987/50000
discriminator loss: 1.336073 - generator loss: 0.762175 - 1s
Epoch 31988/50000
discriminator loss: 1.343077 - generator loss: 0.755614 - 1s
Epoch 31989/50000
discriminator loss: 1.355107 - generator loss: 0.751737 - 1s
Epoch 31990/50000
discriminator loss: 1.337709 - generator loss: 0.768953 - 1s
Epoch 31991/50000
discriminator loss: 1.347394 - generator loss: 0.749232 - 1s
Epoch 31992/50000
discriminator loss: 1.346108 - generator loss: 0.754071 - 1s
Epoch 31993/50000
discriminator loss: 1.347059 - generator loss: 0.753336 - 1s
Epoch 31994/50000
discriminator loss: 1.348419 - generator loss: 0.747578 - 1s
Epoch 31995/50000
discriminator loss: 1.346675 - generator loss: 0.751878 - 1s
Epoch 31996/50000
discriminator loss: 1.350240 - generator loss: 0.755684 - 1s
Epoch 31997/50000
discriminator loss: 1.353427 - generator loss: 0.756779 - 1s
Epoch 31998/50000
discriminator loss: 1.334105 - generator loss: 0.763849 - 1s
Epoch 31999/50000
discriminator loss: 1.343529 - generator loss: 0.758484 - 1s
Epoch 32000/50000
discriminator loss: 1.348930 - generator loss: 0.749402 - 1s
Epoch 32001/50000
discriminator loss: 1.343578 - generator loss: 0.756069 - 1s

Loss: 

Epoch 32002/50000
discriminator loss: 1.349770 - generator loss: 0.748892 - 1s
Epoch 32003/50000
discriminator loss: 1.348295 - generator loss: 0.747840 - 1s
Epoch 32004/50000
discriminator loss: 1.342219 - generator loss: 0.759220 - 1s
Epoch 32005/50000
discriminator loss: 1.353233 - generator loss: 0.756259 - 1s
Epoch 32006/50000
discriminator loss: 1.350687 - generator loss: 0.751187 - 1s
Epoch 32007/50000
discriminator loss: 1.351180 - generator loss: 0.751101 - 1s
Epoch 32008/50000
discriminator loss: 1.348003 - generator loss: 0.756830 - 1s
Epoch 32009/50000
discriminator loss: 1.345927 - generator loss: 0.757212 - 1s
Epoch 32010/50000
discriminator loss: 1.343381 - generator loss: 0.759355 - 1s
Epoch 32011/50000
discriminator loss: 1.344255 - generator loss: 0.752290 - 1s
Epoch 32012/50000
discriminator loss: 1.350300 - generator loss: 0.753332 - 1s
Epoch 32013/50000
discriminator loss: 1.342614 - generator loss: 0.754287 - 1s
Epoch 32014/50000
discriminator loss: 1.346414 - generator loss: 0.755044 - 1s
Epoch 32015/50000
discriminator loss: 1.348056 - generator loss: 0.754762 - 1s
Epoch 32016/50000
discriminator loss: 1.353416 - generator loss: 0.748788 - 1s
Epoch 32017/50000
discriminator loss: 1.343832 - generator loss: 0.754564 - 1s
Epoch 32018/50000
discriminator loss: 1.349795 - generator loss: 0.750414 - 1s
Epoch 32019/50000
discriminator loss: 1.344417 - generator loss: 0.763628 - 1s
Epoch 32020/50000
discriminator loss: 1.332235 - generator loss: 0.755249 - 1s
Epoch 32021/50000
discriminator loss: 1.343369 - generator loss: 0.762248 - 1s
Epoch 32022/50000
discriminator loss: 1.340822 - generator loss: 0.757359 - 1s
Epoch 32023/50000
discriminator loss: 1.349180 - generator loss: 0.748846 - 1s
Epoch 32024/50000
discriminator loss: 1.342134 - generator loss: 0.753603 - 1s
Epoch 32025/50000
discriminator loss: 1.342310 - generator loss: 0.759010 - 1s
Epoch 32026/50000
discriminator loss: 1.346946 - generator loss: 0.746522 - 1s
Epoch 32027/50000
discriminator loss: 1.350178 - generator loss: 0.757750 - 1s
Epoch 32028/50000
discriminator loss: 1.350853 - generator loss: 0.748988 - 1s
Epoch 32029/50000
discriminator loss: 1.353226 - generator loss: 0.750004 - 1s
Epoch 32030/50000
discriminator loss: 1.354366 - generator loss: 0.751686 - 1s
Epoch 32031/50000
discriminator loss: 1.356670 - generator loss: 0.748605 - 1s
Epoch 32032/50000
discriminator loss: 1.346676 - generator loss: 0.750701 - 1s
Epoch 32033/50000
discriminator loss: 1.351123 - generator loss: 0.746709 - 1s
Epoch 32034/50000
discriminator loss: 1.342195 - generator loss: 0.755115 - 1s
Epoch 32035/50000
discriminator loss: 1.356818 - generator loss: 0.744149 - 1s
Epoch 32036/50000
discriminator loss: 1.355041 - generator loss: 0.749304 - 1s
Epoch 32037/50000
discriminator loss: 1.355098 - generator loss: 0.750228 - 1s
Epoch 32038/50000
discriminator loss: 1.338987 - generator loss: 0.764111 - 1s
Epoch 32039/50000
discriminator loss: 1.339797 - generator loss: 0.755585 - 1s
Epoch 32040/50000
discriminator loss: 1.352346 - generator loss: 0.752641 - 1s
Epoch 32041/50000
discriminator loss: 1.345213 - generator loss: 0.748368 - 1s
Epoch 32042/50000
discriminator loss: 1.351973 - generator loss: 0.753949 - 1s
Epoch 32043/50000
discriminator loss: 1.348451 - generator loss: 0.744676 - 1s
Epoch 32044/50000
discriminator loss: 1.343871 - generator loss: 0.756467 - 1s
Epoch 32045/50000
discriminator loss: 1.348527 - generator loss: 0.755900 - 1s
Epoch 32046/50000
discriminator loss: 1.347238 - generator loss: 0.756300 - 1s
Epoch 32047/50000
discriminator loss: 1.345240 - generator loss: 0.754092 - 1s
Epoch 32048/50000
discriminator loss: 1.343145 - generator loss: 0.748183 - 1s
Epoch 32049/50000
discriminator loss: 1.347552 - generator loss: 0.751749 - 1s
Epoch 32050/50000
discriminator loss: 1.353510 - generator loss: 0.753970 - 1s
Epoch 32051/50000
discriminator loss: 1.348703 - generator loss: 0.747986 - 1s
Epoch 32052/50000
discriminator loss: 1.349062 - generator loss: 0.757094 - 1s
Epoch 32053/50000
discriminator loss: 1.354462 - generator loss: 0.749894 - 1s
Epoch 32054/50000
discriminator loss: 1.346876 - generator loss: 0.752145 - 1s
Epoch 32055/50000
discriminator loss: 1.337457 - generator loss: 0.759605 - 1s
Epoch 32056/50000
discriminator loss: 1.336312 - generator loss: 0.757533 - 1s
Epoch 32057/50000
discriminator loss: 1.347865 - generator loss: 0.754396 - 1s
Epoch 32058/50000
discriminator loss: 1.346399 - generator loss: 0.757790 - 1s
Epoch 32059/50000
discriminator loss: 1.345866 - generator loss: 0.753262 - 1s
Epoch 32060/50000
discriminator loss: 1.339450 - generator loss: 0.760017 - 1s
Epoch 32061/50000
discriminator loss: 1.332200 - generator loss: 0.764698 - 1s
Epoch 32062/50000
discriminator loss: 1.338027 - generator loss: 0.760090 - 1s
Epoch 32063/50000
discriminator loss: 1.342754 - generator loss: 0.757169 - 1s
Epoch 32064/50000
discriminator loss: 1.345344 - generator loss: 0.755876 - 1s
Epoch 32065/50000
discriminator loss: 1.348756 - generator loss: 0.749150 - 1s
Epoch 32066/50000
discriminator loss: 1.347257 - generator loss: 0.749540 - 1s
Epoch 32067/50000
discriminator loss: 1.341278 - generator loss: 0.765417 - 1s
Epoch 32068/50000
discriminator loss: 1.343983 - generator loss: 0.751607 - 1s
Epoch 32069/50000
discriminator loss: 1.346338 - generator loss: 0.753613 - 1s
Epoch 32070/50000
discriminator loss: 1.343527 - generator loss: 0.757234 - 1s
Epoch 32071/50000
discriminator loss: 1.334299 - generator loss: 0.759562 - 1s
Epoch 32072/50000
discriminator loss: 1.346892 - generator loss: 0.760656 - 1s
Epoch 32073/50000
discriminator loss: 1.343771 - generator loss: 0.752992 - 1s
Epoch 32074/50000
discriminator loss: 1.343562 - generator loss: 0.751819 - 1s
Epoch 32075/50000
discriminator loss: 1.343087 - generator loss: 0.756422 - 1s
Epoch 32076/50000
discriminator loss: 1.343375 - generator loss: 0.753148 - 1s
Epoch 32077/50000
discriminator loss: 1.347147 - generator loss: 0.756212 - 1s
Epoch 32078/50000
discriminator loss: 1.347375 - generator loss: 0.760288 - 1s
Epoch 32079/50000
discriminator loss: 1.346377 - generator loss: 0.744534 - 1s
Epoch 32080/50000
discriminator loss: 1.349851 - generator loss: 0.756899 - 1s
Epoch 32081/50000
discriminator loss: 1.351746 - generator loss: 0.746214 - 1s
Epoch 32082/50000
discriminator loss: 1.338936 - generator loss: 0.762973 - 1s
Epoch 32083/50000
discriminator loss: 1.336954 - generator loss: 0.764061 - 1s
Epoch 32084/50000
discriminator loss: 1.352754 - generator loss: 0.755170 - 1s
Epoch 32085/50000
discriminator loss: 1.347590 - generator loss: 0.752726 - 1s
Epoch 32086/50000
discriminator loss: 1.343072 - generator loss: 0.757029 - 1s
Epoch 32087/50000
discriminator loss: 1.341295 - generator loss: 0.755158 - 1s
Epoch 32088/50000
discriminator loss: 1.341487 - generator loss: 0.748971 - 1s
Epoch 32089/50000
discriminator loss: 1.343597 - generator loss: 0.752409 - 1s
Epoch 32090/50000
discriminator loss: 1.348007 - generator loss: 0.758811 - 1s
Epoch 32091/50000
discriminator loss: 1.341317 - generator loss: 0.757724 - 1s
Epoch 32092/50000
discriminator loss: 1.347932 - generator loss: 0.756246 - 1s
Epoch 32093/50000
discriminator loss: 1.338619 - generator loss: 0.762588 - 1s
Epoch 32094/50000
discriminator loss: 1.340919 - generator loss: 0.752614 - 1s
Epoch 32095/50000
discriminator loss: 1.342894 - generator loss: 0.758190 - 1s
Epoch 32096/50000
discriminator loss: 1.353480 - generator loss: 0.755097 - 1s
Epoch 32097/50000
discriminator loss: 1.348593 - generator loss: 0.744868 - 1s
Epoch 32098/50000
discriminator loss: 1.349813 - generator loss: 0.756512 - 1s
Epoch 32099/50000
discriminator loss: 1.342823 - generator loss: 0.755890 - 1s
Epoch 32100/50000
discriminator loss: 1.351768 - generator loss: 0.744014 - 1s
Epoch 32101/50000
discriminator loss: 1.349436 - generator loss: 0.754380 - 1s
Epoch 32102/50000
discriminator loss: 1.340953 - generator loss: 0.756308 - 1s
Epoch 32103/50000
discriminator loss: 1.343288 - generator loss: 0.764863 - 1s
Epoch 32104/50000
discriminator loss: 1.336968 - generator loss: 0.756666 - 1s
Epoch 32105/50000
discriminator loss: 1.342409 - generator loss: 0.757688 - 1s
Epoch 32106/50000
discriminator loss: 1.342276 - generator loss: 0.759357 - 1s
Epoch 32107/50000
discriminator loss: 1.337341 - generator loss: 0.763186 - 1s
Epoch 32108/50000
discriminator loss: 1.347716 - generator loss: 0.746353 - 1s
Epoch 32109/50000
discriminator loss: 1.346439 - generator loss: 0.751736 - 1s
Epoch 32110/50000
discriminator loss: 1.347649 - generator loss: 0.753465 - 1s
Epoch 32111/50000
discriminator loss: 1.340470 - generator loss: 0.760053 - 1s
Epoch 32112/50000
discriminator loss: 1.336603 - generator loss: 0.759054 - 1s
Epoch 32113/50000
discriminator loss: 1.346468 - generator loss: 0.755215 - 1s
Epoch 32114/50000
discriminator loss: 1.338078 - generator loss: 0.762271 - 1s
Epoch 32115/50000
discriminator loss: 1.355071 - generator loss: 0.744180 - 1s
Epoch 32116/50000
discriminator loss: 1.349678 - generator loss: 0.747577 - 1s
Epoch 32117/50000
discriminator loss: 1.340208 - generator loss: 0.757793 - 1s
Epoch 32118/50000
discriminator loss: 1.347860 - generator loss: 0.753624 - 1s
Epoch 32119/50000
discriminator loss: 1.350196 - generator loss: 0.755774 - 1s
Epoch 32120/50000
discriminator loss: 1.341425 - generator loss: 0.760083 - 1s
Epoch 32121/50000
discriminator loss: 1.343237 - generator loss: 0.754575 - 1s
Epoch 32122/50000
discriminator loss: 1.342131 - generator loss: 0.755767 - 1s
Epoch 32123/50000
discriminator loss: 1.340294 - generator loss: 0.768646 - 1s
Epoch 32124/50000
discriminator loss: 1.337406 - generator loss: 0.758014 - 1s
Epoch 32125/50000
discriminator loss: 1.344733 - generator loss: 0.746686 - 1s
Epoch 32126/50000
discriminator loss: 1.355060 - generator loss: 0.753130 - 1s
Epoch 32127/50000
discriminator loss: 1.350533 - generator loss: 0.754080 - 1s
Epoch 32128/50000
discriminator loss: 1.336192 - generator loss: 0.754400 - 1s
Epoch 32129/50000
discriminator loss: 1.361097 - generator loss: 0.747662 - 1s
Epoch 32130/50000
discriminator loss: 1.348038 - generator loss: 0.756431 - 1s
Epoch 32131/50000
discriminator loss: 1.341383 - generator loss: 0.757335 - 1s
Epoch 32132/50000
discriminator loss: 1.349089 - generator loss: 0.755400 - 1s
Epoch 32133/50000
discriminator loss: 1.351276 - generator loss: 0.758508 - 1s
Epoch 32134/50000
discriminator loss: 1.342347 - generator loss: 0.747942 - 1s
Epoch 32135/50000
discriminator loss: 1.349914 - generator loss: 0.755981 - 1s
Epoch 32136/50000
discriminator loss: 1.351320 - generator loss: 0.754307 - 1s
Epoch 32137/50000
discriminator loss: 1.349784 - generator loss: 0.756084 - 1s
Epoch 32138/50000
discriminator loss: 1.349460 - generator loss: 0.752600 - 1s
Epoch 32139/50000
discriminator loss: 1.346164 - generator loss: 0.757470 - 1s
Epoch 32140/50000
discriminator loss: 1.347605 - generator loss: 0.748655 - 1s
Epoch 32141/50000
discriminator loss: 1.341350 - generator loss: 0.754137 - 1s
Epoch 32142/50000
discriminator loss: 1.349925 - generator loss: 0.754307 - 1s
Epoch 32143/50000
discriminator loss: 1.339002 - generator loss: 0.756556 - 1s
Epoch 32144/50000
discriminator loss: 1.347622 - generator loss: 0.759535 - 1s
Epoch 32145/50000
discriminator loss: 1.339636 - generator loss: 0.753042 - 1s
Epoch 32146/50000
discriminator loss: 1.350221 - generator loss: 0.761906 - 1s
Epoch 32147/50000
discriminator loss: 1.349492 - generator loss: 0.751962 - 1s
Epoch 32148/50000
discriminator loss: 1.348878 - generator loss: 0.752261 - 1s
Epoch 32149/50000
discriminator loss: 1.343901 - generator loss: 0.748640 - 1s
Epoch 32150/50000
discriminator loss: 1.347935 - generator loss: 0.757931 - 1s
Epoch 32151/50000
discriminator loss: 1.346865 - generator loss: 0.764680 - 1s
Epoch 32152/50000
discriminator loss: 1.347005 - generator loss: 0.750459 - 1s
Epoch 32153/50000
discriminator loss: 1.333066 - generator loss: 0.760518 - 1s
Epoch 32154/50000
discriminator loss: 1.340485 - generator loss: 0.755619 - 1s
Epoch 32155/50000
discriminator loss: 1.350018 - generator loss: 0.752563 - 1s
Epoch 32156/50000
discriminator loss: 1.347114 - generator loss: 0.757490 - 1s
Epoch 32157/50000
discriminator loss: 1.347252 - generator loss: 0.751228 - 1s
Epoch 32158/50000
discriminator loss: 1.349250 - generator loss: 0.756907 - 1s
Epoch 32159/50000
discriminator loss: 1.343693 - generator loss: 0.754467 - 1s
Epoch 32160/50000
discriminator loss: 1.348143 - generator loss: 0.751104 - 1s
Epoch 32161/50000
discriminator loss: 1.348891 - generator loss: 0.748453 - 1s
Epoch 32162/50000
discriminator loss: 1.353570 - generator loss: 0.745776 - 1s
Epoch 32163/50000
discriminator loss: 1.345442 - generator loss: 0.758957 - 1s
Epoch 32164/50000
discriminator loss: 1.346409 - generator loss: 0.753919 - 1s
Epoch 32165/50000
discriminator loss: 1.340002 - generator loss: 0.759699 - 1s
Epoch 32166/50000
discriminator loss: 1.335719 - generator loss: 0.764198 - 1s
Epoch 32167/50000
discriminator loss: 1.345470 - generator loss: 0.752881 - 1s
Epoch 32168/50000
discriminator loss: 1.339588 - generator loss: 0.757610 - 1s
Epoch 32169/50000
discriminator loss: 1.341879 - generator loss: 0.753162 - 1s
Epoch 32170/50000
discriminator loss: 1.351942 - generator loss: 0.749262 - 1s
Epoch 32171/50000
discriminator loss: 1.359905 - generator loss: 0.751552 - 1s
Epoch 32172/50000
discriminator loss: 1.334636 - generator loss: 0.760919 - 1s
Epoch 32173/50000
discriminator loss: 1.338722 - generator loss: 0.762498 - 1s
Epoch 32174/50000
discriminator loss: 1.347384 - generator loss: 0.750421 - 1s
Epoch 32175/50000
discriminator loss: 1.350050 - generator loss: 0.746903 - 1s
Epoch 32176/50000
discriminator loss: 1.335803 - generator loss: 0.760288 - 1s
Epoch 32177/50000
discriminator loss: 1.354607 - generator loss: 0.743463 - 1s
Epoch 32178/50000
discriminator loss: 1.350865 - generator loss: 0.760383 - 1s
Epoch 32179/50000
discriminator loss: 1.345362 - generator loss: 0.752448 - 1s
Epoch 32180/50000
discriminator loss: 1.338570 - generator loss: 0.759627 - 1s
Epoch 32181/50000
discriminator loss: 1.347259 - generator loss: 0.756525 - 1s
Epoch 32182/50000
discriminator loss: 1.352558 - generator loss: 0.752245 - 1s
Epoch 32183/50000
discriminator loss: 1.342416 - generator loss: 0.755117 - 1s
Epoch 32184/50000
discriminator loss: 1.355610 - generator loss: 0.746220 - 1s
Epoch 32185/50000
discriminator loss: 1.342504 - generator loss: 0.759146 - 1s
Epoch 32186/50000
discriminator loss: 1.347077 - generator loss: 0.758749 - 1s
Epoch 32187/50000
discriminator loss: 1.349554 - generator loss: 0.752288 - 1s
Epoch 32188/50000
discriminator loss: 1.340650 - generator loss: 0.759999 - 1s
Epoch 32189/50000
discriminator loss: 1.345151 - generator loss: 0.750982 - 1s
Epoch 32190/50000
discriminator loss: 1.346060 - generator loss: 0.748807 - 1s
Epoch 32191/50000
discriminator loss: 1.346837 - generator loss: 0.761708 - 1s
Epoch 32192/50000
discriminator loss: 1.338272 - generator loss: 0.752780 - 1s
Epoch 32193/50000
discriminator loss: 1.349063 - generator loss: 0.755316 - 1s
Epoch 32194/50000
discriminator loss: 1.342848 - generator loss: 0.764168 - 1s
Epoch 32195/50000
discriminator loss: 1.340305 - generator loss: 0.755593 - 1s
Epoch 32196/50000
discriminator loss: 1.345356 - generator loss: 0.753596 - 1s
Epoch 32197/50000
discriminator loss: 1.348420 - generator loss: 0.754416 - 1s
Epoch 32198/50000
discriminator loss: 1.341172 - generator loss: 0.755916 - 1s
Epoch 32199/50000
discriminator loss: 1.337749 - generator loss: 0.766250 - 1s
Epoch 32200/50000
discriminator loss: 1.342146 - generator loss: 0.754434 - 1s
Epoch 32201/50000
discriminator loss: 1.349349 - generator loss: 0.749371 - 1s
Epoch 32202/50000
discriminator loss: 1.334684 - generator loss: 0.764580 - 1s
Epoch 32203/50000
discriminator loss: 1.336765 - generator loss: 0.753876 - 1s
Epoch 32204/50000
discriminator loss: 1.355918 - generator loss: 0.752869 - 1s
Epoch 32205/50000
discriminator loss: 1.340471 - generator loss: 0.764254 - 1s
Epoch 32206/50000
discriminator loss: 1.337221 - generator loss: 0.751946 - 1s
Epoch 32207/50000
discriminator loss: 1.344229 - generator loss: 0.754714 - 1s
Epoch 32208/50000
discriminator loss: 1.340610 - generator loss: 0.760819 - 1s
Epoch 32209/50000
discriminator loss: 1.338801 - generator loss: 0.754034 - 1s
Epoch 32210/50000
discriminator loss: 1.350566 - generator loss: 0.754331 - 1s
Epoch 32211/50000
discriminator loss: 1.353630 - generator loss: 0.745894 - 1s
Epoch 32212/50000
discriminator loss: 1.341852 - generator loss: 0.771055 - 1s
Epoch 32213/50000
discriminator loss: 1.341251 - generator loss: 0.759946 - 1s
Epoch 32214/50000
discriminator loss: 1.340299 - generator loss: 0.754240 - 1s
Epoch 32215/50000
discriminator loss: 1.338245 - generator loss: 0.754459 - 1s
Epoch 32216/50000
discriminator loss: 1.348405 - generator loss: 0.748759 - 1s
Epoch 32217/50000
discriminator loss: 1.350348 - generator loss: 0.753643 - 1s
Epoch 32218/50000
discriminator loss: 1.344209 - generator loss: 0.755541 - 1s
Epoch 32219/50000
discriminator loss: 1.344831 - generator loss: 0.759450 - 1s
Epoch 32220/50000
discriminator loss: 1.343322 - generator loss: 0.756596 - 1s
Epoch 32221/50000
discriminator loss: 1.352429 - generator loss: 0.748294 - 1s
Epoch 32222/50000
discriminator loss: 1.350617 - generator loss: 0.757945 - 1s
Epoch 32223/50000
discriminator loss: 1.345087 - generator loss: 0.749200 - 1s
Epoch 32224/50000
discriminator loss: 1.347625 - generator loss: 0.762296 - 1s
Epoch 32225/50000
discriminator loss: 1.351760 - generator loss: 0.755069 - 1s
Epoch 32226/50000
discriminator loss: 1.343771 - generator loss: 0.752527 - 1s
Epoch 32227/50000
discriminator loss: 1.350233 - generator loss: 0.748627 - 1s
Epoch 32228/50000
discriminator loss: 1.346936 - generator loss: 0.751833 - 1s
Epoch 32229/50000
discriminator loss: 1.347170 - generator loss: 0.750073 - 1s
Epoch 32230/50000
discriminator loss: 1.349980 - generator loss: 0.747925 - 1s
Epoch 32231/50000
discriminator loss: 1.341931 - generator loss: 0.757680 - 1s
Epoch 32232/50000
discriminator loss: 1.345717 - generator loss: 0.757627 - 1s
Epoch 32233/50000
discriminator loss: 1.341343 - generator loss: 0.763069 - 1s
Epoch 32234/50000
discriminator loss: 1.343447 - generator loss: 0.761257 - 1s
Epoch 32235/50000
discriminator loss: 1.346473 - generator loss: 0.754166 - 1s
Epoch 32236/50000
discriminator loss: 1.350554 - generator loss: 0.747913 - 1s
Epoch 32237/50000
discriminator loss: 1.341449 - generator loss: 0.757516 - 1s
Epoch 32238/50000
discriminator loss: 1.346548 - generator loss: 0.752914 - 1s
Epoch 32239/50000
discriminator loss: 1.352357 - generator loss: 0.752587 - 1s
Epoch 32240/50000
discriminator loss: 1.337836 - generator loss: 0.764420 - 1s
Epoch 32241/50000
discriminator loss: 1.350006 - generator loss: 0.750866 - 1s
Epoch 32242/50000
discriminator loss: 1.345234 - generator loss: 0.756846 - 1s
Epoch 32243/50000
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Epoch 32244/50000
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Epoch 32245/50000
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Epoch 32246/50000
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Epoch 32247/50000
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Epoch 32248/50000
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Epoch 32249/50000
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Epoch 32250/50000
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Epoch 32251/50000
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Epoch 32252/50000
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Epoch 32253/50000
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Epoch 32254/50000
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Epoch 32255/50000
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Epoch 32256/50000
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Epoch 32257/50000
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Epoch 32258/50000
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Epoch 32259/50000
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Epoch 32260/50000
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Epoch 32261/50000
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Epoch 32262/50000
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Epoch 32263/50000
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Epoch 32264/50000
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Epoch 32265/50000
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Epoch 32266/50000
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Epoch 32267/50000
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Epoch 32268/50000
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Epoch 32269/50000
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Epoch 32270/50000
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Epoch 32271/50000
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Epoch 32272/50000
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Epoch 32273/50000
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Epoch 32274/50000
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Epoch 32275/50000
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Epoch 32276/50000
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Epoch 32277/50000
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Epoch 32278/50000
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Epoch 32279/50000
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Epoch 32280/50000
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Epoch 32281/50000
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Epoch 32282/50000
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Epoch 32283/50000
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Epoch 32284/50000
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Epoch 32285/50000
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Epoch 32286/50000
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Epoch 32287/50000
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Epoch 32288/50000
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Epoch 32289/50000
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Epoch 32290/50000
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Epoch 32291/50000
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Epoch 32292/50000
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Epoch 32293/50000
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Epoch 32294/50000
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Epoch 32295/50000
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Epoch 32296/50000
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Epoch 32297/50000
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Epoch 32298/50000
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Epoch 32299/50000
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Epoch 32300/50000
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Epoch 32301/50000
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Epoch 32302/50000
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Epoch 32303/50000
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Epoch 32304/50000
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Epoch 32305/50000
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Epoch 32306/50000
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Epoch 32307/50000
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Epoch 32308/50000
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Epoch 32309/50000
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Epoch 32310/50000
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Epoch 32311/50000
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Epoch 32312/50000
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Epoch 32313/50000
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Epoch 32314/50000
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Epoch 32315/50000
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Epoch 32316/50000
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Epoch 32317/50000
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Epoch 32318/50000
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Epoch 32319/50000
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Epoch 32320/50000
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Epoch 32321/50000
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Epoch 32322/50000
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Epoch 32323/50000
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Epoch 32324/50000
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Epoch 32325/50000
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Epoch 32326/50000
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Epoch 32327/50000
discriminator loss: 1.352133 - generator loss: 0.749888 - 1s
Epoch 32328/50000
discriminator loss: 1.354491 - generator loss: 0.750858 - 1s
Epoch 32329/50000
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Epoch 32330/50000
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Epoch 32331/50000
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Epoch 32332/50000
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Epoch 32333/50000
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Epoch 32334/50000
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Epoch 32335/50000
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Epoch 32336/50000
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Epoch 32337/50000
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Epoch 32338/50000
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Epoch 32339/50000
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Epoch 32340/50000
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Epoch 32341/50000
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Epoch 32342/50000
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Epoch 32343/50000
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Epoch 32344/50000
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Epoch 32345/50000
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Epoch 32346/50000
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Epoch 32347/50000
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Epoch 32348/50000
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Epoch 32349/50000
discriminator loss: 1.349958 - generator loss: 0.745659 - 1s
Epoch 32350/50000
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Epoch 32351/50000
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Epoch 32352/50000
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Epoch 32353/50000
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Epoch 32354/50000
discriminator loss: 1.348747 - generator loss: 0.756202 - 1s
Epoch 32355/50000
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Epoch 32356/50000
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Epoch 32357/50000
discriminator loss: 1.351658 - generator loss: 0.751328 - 1s
Epoch 32358/50000
discriminator loss: 1.350848 - generator loss: 0.747090 - 1s
Epoch 32359/50000
discriminator loss: 1.352489 - generator loss: 0.751480 - 1s
Epoch 32360/50000
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Epoch 32361/50000
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Epoch 32362/50000
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Epoch 32363/50000
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Epoch 32364/50000
discriminator loss: 1.345889 - generator loss: 0.757707 - 1s
Epoch 32365/50000
discriminator loss: 1.338019 - generator loss: 0.760931 - 1s
Epoch 32366/50000
discriminator loss: 1.347577 - generator loss: 0.757003 - 1s
Epoch 32367/50000
discriminator loss: 1.334240 - generator loss: 0.768643 - 1s
Epoch 32368/50000
discriminator loss: 1.343240 - generator loss: 0.758523 - 1s
Epoch 32369/50000
discriminator loss: 1.343440 - generator loss: 0.753809 - 1s
Epoch 32370/50000
discriminator loss: 1.343103 - generator loss: 0.753282 - 1s
Epoch 32371/50000
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Epoch 32372/50000
discriminator loss: 1.348292 - generator loss: 0.753442 - 1s
Epoch 32373/50000
discriminator loss: 1.351065 - generator loss: 0.753650 - 1s
Epoch 32374/50000
discriminator loss: 1.344611 - generator loss: 0.761460 - 1s
Epoch 32375/50000
discriminator loss: 1.339545 - generator loss: 0.759162 - 1s
Epoch 32376/50000
discriminator loss: 1.343335 - generator loss: 0.759273 - 1s
Epoch 32377/50000
discriminator loss: 1.340422 - generator loss: 0.753235 - 1s
Epoch 32378/50000
discriminator loss: 1.343433 - generator loss: 0.762251 - 1s
Epoch 32379/50000
discriminator loss: 1.345062 - generator loss: 0.749885 - 1s
Epoch 32380/50000
discriminator loss: 1.345448 - generator loss: 0.754324 - 1s
Epoch 32381/50000
discriminator loss: 1.346872 - generator loss: 0.754371 - 1s
Epoch 32382/50000
discriminator loss: 1.340214 - generator loss: 0.757517 - 1s
Epoch 32383/50000
discriminator loss: 1.349119 - generator loss: 0.750085 - 1s
Epoch 32384/50000
discriminator loss: 1.352089 - generator loss: 0.753491 - 1s
Epoch 32385/50000
discriminator loss: 1.341209 - generator loss: 0.761673 - 1s
Epoch 32386/50000
discriminator loss: 1.345913 - generator loss: 0.754686 - 1s
Epoch 32387/50000
discriminator loss: 1.339166 - generator loss: 0.768165 - 1s
Epoch 32388/50000
discriminator loss: 1.340478 - generator loss: 0.754339 - 1s
Epoch 32389/50000
discriminator loss: 1.355454 - generator loss: 0.744459 - 1s
Epoch 32390/50000
discriminator loss: 1.348261 - generator loss: 0.753063 - 1s
Epoch 32391/50000
discriminator loss: 1.344110 - generator loss: 0.763364 - 1s
Epoch 32392/50000
discriminator loss: 1.339252 - generator loss: 0.757520 - 1s
Epoch 32393/50000
discriminator loss: 1.344271 - generator loss: 0.752665 - 1s
Epoch 32394/50000
discriminator loss: 1.350432 - generator loss: 0.756180 - 1s
Epoch 32395/50000
discriminator loss: 1.342425 - generator loss: 0.757820 - 1s
Epoch 32396/50000
discriminator loss: 1.334783 - generator loss: 0.756496 - 1s
Epoch 32397/50000
discriminator loss: 1.340195 - generator loss: 0.764853 - 1s
Epoch 32398/50000
discriminator loss: 1.345143 - generator loss: 0.749974 - 1s
Epoch 32399/50000
discriminator loss: 1.349160 - generator loss: 0.762919 - 1s
Epoch 32400/50000
discriminator loss: 1.351040 - generator loss: 0.752431 - 1s
Epoch 32401/50000
discriminator loss: 1.348857 - generator loss: 0.757379 - 1s
Epoch 32402/50000
discriminator loss: 1.343616 - generator loss: 0.753404 - 1s
Epoch 32403/50000
discriminator loss: 1.334289 - generator loss: 0.756956 - 1s
Epoch 32404/50000
discriminator loss: 1.348739 - generator loss: 0.749684 - 1s
Epoch 32405/50000
discriminator loss: 1.342104 - generator loss: 0.758527 - 1s
Epoch 32406/50000
discriminator loss: 1.341148 - generator loss: 0.753290 - 1s
Epoch 32407/50000
discriminator loss: 1.336376 - generator loss: 0.768615 - 1s
Epoch 32408/50000
discriminator loss: 1.338656 - generator loss: 0.764601 - 1s
Epoch 32409/50000
discriminator loss: 1.349078 - generator loss: 0.754296 - 1s
Epoch 32410/50000
discriminator loss: 1.347791 - generator loss: 0.746581 - 1s
Epoch 32411/50000
discriminator loss: 1.343025 - generator loss: 0.752072 - 1s
Epoch 32412/50000
discriminator loss: 1.334404 - generator loss: 0.763421 - 1s
Epoch 32413/50000
discriminator loss: 1.339000 - generator loss: 0.756881 - 1s
Epoch 32414/50000
discriminator loss: 1.341006 - generator loss: 0.760327 - 1s
Epoch 32415/50000
discriminator loss: 1.347430 - generator loss: 0.753940 - 1s
Epoch 32416/50000
discriminator loss: 1.342160 - generator loss: 0.759520 - 1s
Epoch 32417/50000
discriminator loss: 1.346262 - generator loss: 0.758133 - 1s
Epoch 32418/50000
discriminator loss: 1.351813 - generator loss: 0.749417 - 1s
Epoch 32419/50000
discriminator loss: 1.345027 - generator loss: 0.754422 - 1s
Epoch 32420/50000
discriminator loss: 1.343049 - generator loss: 0.760611 - 1s
Epoch 32421/50000
discriminator loss: 1.354136 - generator loss: 0.752910 - 1s
Epoch 32422/50000
discriminator loss: 1.327930 - generator loss: 0.768951 - 1s
Epoch 32423/50000
discriminator loss: 1.335574 - generator loss: 0.755748 - 1s
Epoch 32424/50000
discriminator loss: 1.335542 - generator loss: 0.756480 - 1s
Epoch 32425/50000
discriminator loss: 1.354909 - generator loss: 0.743647 - 1s
Epoch 32426/50000
discriminator loss: 1.349178 - generator loss: 0.752390 - 1s
Epoch 32427/50000
discriminator loss: 1.337732 - generator loss: 0.769152 - 1s
Epoch 32428/50000
discriminator loss: 1.337610 - generator loss: 0.766308 - 1s
Epoch 32429/50000
discriminator loss: 1.339760 - generator loss: 0.766570 - 1s
Epoch 32430/50000
discriminator loss: 1.348379 - generator loss: 0.751353 - 1s
Epoch 32431/50000
discriminator loss: 1.344152 - generator loss: 0.755028 - 1s
Epoch 32432/50000
discriminator loss: 1.347708 - generator loss: 0.748763 - 1s
Epoch 32433/50000
discriminator loss: 1.353418 - generator loss: 0.752036 - 1s
Epoch 32434/50000
discriminator loss: 1.353543 - generator loss: 0.752486 - 1s
Epoch 32435/50000
discriminator loss: 1.351008 - generator loss: 0.746466 - 1s
Epoch 32436/50000
discriminator loss: 1.355299 - generator loss: 0.753129 - 1s
Epoch 32437/50000
discriminator loss: 1.345564 - generator loss: 0.750718 - 1s
Epoch 32438/50000
discriminator loss: 1.348092 - generator loss: 0.751733 - 1s
Epoch 32439/50000
discriminator loss: 1.345785 - generator loss: 0.758682 - 1s
Epoch 32440/50000
discriminator loss: 1.342897 - generator loss: 0.760707 - 1s
Epoch 32441/50000
discriminator loss: 1.337293 - generator loss: 0.764136 - 1s
Epoch 32442/50000
discriminator loss: 1.342322 - generator loss: 0.756270 - 1s
Epoch 32443/50000
discriminator loss: 1.342237 - generator loss: 0.751498 - 1s
Epoch 32444/50000
discriminator loss: 1.341449 - generator loss: 0.756294 - 1s
Epoch 32445/50000
discriminator loss: 1.340550 - generator loss: 0.761379 - 1s
Epoch 32446/50000
discriminator loss: 1.340682 - generator loss: 0.758657 - 1s
Epoch 32447/50000
discriminator loss: 1.355717 - generator loss: 0.742909 - 1s
Epoch 32448/50000
discriminator loss: 1.351034 - generator loss: 0.760847 - 1s
Epoch 32449/50000
discriminator loss: 1.347509 - generator loss: 0.754978 - 1s
Epoch 32450/50000
discriminator loss: 1.332977 - generator loss: 0.767479 - 1s
Epoch 32451/50000
discriminator loss: 1.341355 - generator loss: 0.745432 - 1s
Epoch 32452/50000
discriminator loss: 1.346687 - generator loss: 0.756321 - 1s
Epoch 32453/50000
discriminator loss: 1.353495 - generator loss: 0.755970 - 1s
Epoch 32454/50000
discriminator loss: 1.340719 - generator loss: 0.763743 - 1s
Epoch 32455/50000
discriminator loss: 1.328722 - generator loss: 0.759822 - 1s
Epoch 32456/50000
discriminator loss: 1.343433 - generator loss: 0.759129 - 1s
Epoch 32457/50000
discriminator loss: 1.351965 - generator loss: 0.755298 - 1s
Epoch 32458/50000
discriminator loss: 1.347217 - generator loss: 0.748659 - 1s
Epoch 32459/50000
discriminator loss: 1.344017 - generator loss: 0.753348 - 1s
Epoch 32460/50000
discriminator loss: 1.343556 - generator loss: 0.760240 - 1s
Epoch 32461/50000
discriminator loss: 1.345704 - generator loss: 0.760861 - 1s
Epoch 32462/50000
discriminator loss: 1.351402 - generator loss: 0.752872 - 1s
Epoch 32463/50000
discriminator loss: 1.346916 - generator loss: 0.751622 - 1s
Epoch 32464/50000
discriminator loss: 1.345427 - generator loss: 0.755836 - 1s
Epoch 32465/50000
discriminator loss: 1.350345 - generator loss: 0.753309 - 1s
Epoch 32466/50000
discriminator loss: 1.335191 - generator loss: 0.764704 - 1s
Epoch 32467/50000
discriminator loss: 1.351430 - generator loss: 0.751604 - 1s
Epoch 32468/50000
discriminator loss: 1.351446 - generator loss: 0.749916 - 1s
Epoch 32469/50000
discriminator loss: 1.352316 - generator loss: 0.752093 - 1s
Epoch 32470/50000
discriminator loss: 1.341956 - generator loss: 0.760802 - 1s
Epoch 32471/50000
discriminator loss: 1.346914 - generator loss: 0.748451 - 1s
Epoch 32472/50000
discriminator loss: 1.352210 - generator loss: 0.755868 - 1s
Epoch 32473/50000
discriminator loss: 1.354156 - generator loss: 0.752151 - 1s
Epoch 32474/50000
discriminator loss: 1.351387 - generator loss: 0.752576 - 1s
Epoch 32475/50000
discriminator loss: 1.335623 - generator loss: 0.764286 - 1s
Epoch 32476/50000
discriminator loss: 1.337867 - generator loss: 0.756027 - 1s
Epoch 32477/50000
discriminator loss: 1.352393 - generator loss: 0.748405 - 1s
Epoch 32478/50000
discriminator loss: 1.341364 - generator loss: 0.758678 - 1s
Epoch 32479/50000
discriminator loss: 1.345061 - generator loss: 0.756497 - 1s
Epoch 32480/50000
discriminator loss: 1.349417 - generator loss: 0.754440 - 1s
Epoch 32481/50000
discriminator loss: 1.339531 - generator loss: 0.758589 - 1s
Epoch 32482/50000
discriminator loss: 1.339978 - generator loss: 0.764231 - 1s
Epoch 32483/50000
discriminator loss: 1.350558 - generator loss: 0.757196 - 1s
Epoch 32484/50000
discriminator loss: 1.344902 - generator loss: 0.750133 - 1s
Epoch 32485/50000
discriminator loss: 1.341352 - generator loss: 0.754637 - 1s
Epoch 32486/50000
discriminator loss: 1.336691 - generator loss: 0.774313 - 1s
Epoch 32487/50000
discriminator loss: 1.343485 - generator loss: 0.752479 - 1s
Epoch 32488/50000
discriminator loss: 1.341225 - generator loss: 0.758503 - 1s
Epoch 32489/50000
discriminator loss: 1.359496 - generator loss: 0.741992 - 1s
Epoch 32490/50000
discriminator loss: 1.363585 - generator loss: 0.748483 - 1s
Epoch 32491/50000
discriminator loss: 1.342047 - generator loss: 0.759103 - 1s
Epoch 32492/50000
discriminator loss: 1.351136 - generator loss: 0.750282 - 1s
Epoch 32493/50000
discriminator loss: 1.339030 - generator loss: 0.757124 - 1s
Epoch 32494/50000
discriminator loss: 1.350540 - generator loss: 0.752089 - 1s
Epoch 32495/50000
discriminator loss: 1.345689 - generator loss: 0.756330 - 1s
Epoch 32496/50000
discriminator loss: 1.344402 - generator loss: 0.755000 - 1s
Epoch 32497/50000
discriminator loss: 1.346959 - generator loss: 0.754071 - 1s
Epoch 32498/50000
discriminator loss: 1.346574 - generator loss: 0.757605 - 1s
Epoch 32499/50000
discriminator loss: 1.346700 - generator loss: 0.749495 - 1s
Epoch 32500/50000
discriminator loss: 1.342148 - generator loss: 0.755375 - 1s
Epoch 32501/50000
discriminator loss: 1.338676 - generator loss: 0.760739 - 1s
Epoch 32502/50000
discriminator loss: 1.335931 - generator loss: 0.762705 - 1s
Epoch 32503/50000
discriminator loss: 1.350832 - generator loss: 0.762340 - 1s
Epoch 32504/50000
discriminator loss: 1.344961 - generator loss: 0.748907 - 1s
Epoch 32505/50000
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Epoch 32506/50000
discriminator loss: 1.336316 - generator loss: 0.763268 - 1s
Epoch 32507/50000
discriminator loss: 1.343575 - generator loss: 0.750460 - 1s
Epoch 32508/50000
discriminator loss: 1.341283 - generator loss: 0.762357 - 1s
Epoch 32509/50000
discriminator loss: 1.334941 - generator loss: 0.757448 - 1s
Epoch 32510/50000
discriminator loss: 1.340983 - generator loss: 0.755148 - 1s
Epoch 32511/50000
discriminator loss: 1.343696 - generator loss: 0.766271 - 1s
Epoch 32512/50000
discriminator loss: 1.332666 - generator loss: 0.763820 - 1s
Epoch 32513/50000
discriminator loss: 1.337025 - generator loss: 0.769905 - 1s
Epoch 32514/50000
discriminator loss: 1.350460 - generator loss: 0.748139 - 1s
Epoch 32515/50000
discriminator loss: 1.352449 - generator loss: 0.743966 - 1s
Epoch 32516/50000
discriminator loss: 1.352148 - generator loss: 0.750899 - 1s
Epoch 32517/50000
discriminator loss: 1.346885 - generator loss: 0.753010 - 1s
Epoch 32518/50000
discriminator loss: 1.342260 - generator loss: 0.758133 - 1s
Epoch 32519/50000
discriminator loss: 1.357767 - generator loss: 0.745429 - 1s
Epoch 32520/50000
discriminator loss: 1.356808 - generator loss: 0.748076 - 1s
Epoch 32521/50000
discriminator loss: 1.340477 - generator loss: 0.757407 - 1s
Epoch 32522/50000
discriminator loss: 1.343172 - generator loss: 0.761727 - 1s
Epoch 32523/50000
discriminator loss: 1.330540 - generator loss: 0.768195 - 1s
Epoch 32524/50000
discriminator loss: 1.338808 - generator loss: 0.759692 - 1s
Epoch 32525/50000
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Epoch 32526/50000
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Epoch 32527/50000
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Epoch 32528/50000
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Epoch 32529/50000
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Epoch 32530/50000
discriminator loss: 1.351326 - generator loss: 0.751334 - 1s
Epoch 32531/50000
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Epoch 32532/50000
discriminator loss: 1.344089 - generator loss: 0.764247 - 1s
Epoch 32533/50000
discriminator loss: 1.333281 - generator loss: 0.771460 - 1s
Epoch 32534/50000
discriminator loss: 1.330245 - generator loss: 0.764507 - 1s
Epoch 32535/50000
discriminator loss: 1.335634 - generator loss: 0.755252 - 1s
Epoch 32536/50000
discriminator loss: 1.348632 - generator loss: 0.749055 - 1s
Epoch 32537/50000
discriminator loss: 1.337514 - generator loss: 0.756377 - 1s
Epoch 32538/50000
discriminator loss: 1.348455 - generator loss: 0.757563 - 1s
Epoch 32539/50000
discriminator loss: 1.345535 - generator loss: 0.752404 - 1s
Epoch 32540/50000
discriminator loss: 1.338361 - generator loss: 0.762414 - 1s
Epoch 32541/50000
discriminator loss: 1.343062 - generator loss: 0.750761 - 1s
Epoch 32542/50000
discriminator loss: 1.350633 - generator loss: 0.758121 - 1s
Epoch 32543/50000
discriminator loss: 1.340904 - generator loss: 0.752104 - 1s
Epoch 32544/50000
discriminator loss: 1.349271 - generator loss: 0.757750 - 1s
Epoch 32545/50000
discriminator loss: 1.338734 - generator loss: 0.765493 - 1s
Epoch 32546/50000
discriminator loss: 1.349534 - generator loss: 0.751836 - 1s
Epoch 32547/50000
discriminator loss: 1.346030 - generator loss: 0.757337 - 1s
Epoch 32548/50000
discriminator loss: 1.342350 - generator loss: 0.752283 - 1s
Epoch 32549/50000
discriminator loss: 1.345881 - generator loss: 0.755443 - 1s
Epoch 32550/50000
discriminator loss: 1.337778 - generator loss: 0.755941 - 1s
Epoch 32551/50000
discriminator loss: 1.348138 - generator loss: 0.754430 - 1s
Epoch 32552/50000
discriminator loss: 1.351248 - generator loss: 0.753310 - 1s
Epoch 32553/50000
discriminator loss: 1.336290 - generator loss: 0.765483 - 1s
Epoch 32554/50000
discriminator loss: 1.338987 - generator loss: 0.761977 - 1s
Epoch 32555/50000
discriminator loss: 1.335285 - generator loss: 0.763309 - 1s
Epoch 32556/50000
discriminator loss: 1.351927 - generator loss: 0.754424 - 1s
Epoch 32557/50000
discriminator loss: 1.344249 - generator loss: 0.752637 - 1s
Epoch 32558/50000
discriminator loss: 1.342947 - generator loss: 0.752683 - 1s
Epoch 32559/50000
discriminator loss: 1.348335 - generator loss: 0.758819 - 1s
Epoch 32560/50000
discriminator loss: 1.350894 - generator loss: 0.753416 - 1s
Epoch 32561/50000
discriminator loss: 1.343644 - generator loss: 0.760804 - 1s
Epoch 32562/50000
discriminator loss: 1.346399 - generator loss: 0.754761 - 1s
Epoch 32563/50000
discriminator loss: 1.345610 - generator loss: 0.755556 - 1s
Epoch 32564/50000
discriminator loss: 1.353342 - generator loss: 0.751906 - 1s
Epoch 32565/50000
discriminator loss: 1.337991 - generator loss: 0.760014 - 1s
Epoch 32566/50000
discriminator loss: 1.349418 - generator loss: 0.756576 - 1s
Epoch 32567/50000
discriminator loss: 1.343404 - generator loss: 0.753568 - 1s
Epoch 32568/50000
discriminator loss: 1.344843 - generator loss: 0.754896 - 1s
Epoch 32569/50000
discriminator loss: 1.342989 - generator loss: 0.757017 - 1s
Epoch 32570/50000
discriminator loss: 1.346301 - generator loss: 0.749767 - 1s
Epoch 32571/50000
discriminator loss: 1.340163 - generator loss: 0.764974 - 1s
Epoch 32572/50000
discriminator loss: 1.341076 - generator loss: 0.753472 - 1s
Epoch 32573/50000
discriminator loss: 1.345082 - generator loss: 0.757038 - 1s
Epoch 32574/50000
discriminator loss: 1.344820 - generator loss: 0.758953 - 1s
Epoch 32575/50000
discriminator loss: 1.358209 - generator loss: 0.741539 - 1s
Epoch 32576/50000
discriminator loss: 1.347226 - generator loss: 0.761394 - 1s
Epoch 32577/50000
discriminator loss: 1.340320 - generator loss: 0.758456 - 1s
Epoch 32578/50000
discriminator loss: 1.343137 - generator loss: 0.755310 - 1s
Epoch 32579/50000
discriminator loss: 1.342702 - generator loss: 0.758761 - 1s
Epoch 32580/50000
discriminator loss: 1.354525 - generator loss: 0.744652 - 1s
Epoch 32581/50000
discriminator loss: 1.347710 - generator loss: 0.760379 - 1s
Epoch 32582/50000
discriminator loss: 1.340574 - generator loss: 0.757545 - 1s
Epoch 32583/50000
discriminator loss: 1.354151 - generator loss: 0.751741 - 1s
Epoch 32584/50000
discriminator loss: 1.349252 - generator loss: 0.756372 - 1s
Epoch 32585/50000
discriminator loss: 1.347427 - generator loss: 0.758113 - 1s
Epoch 32586/50000
discriminator loss: 1.333582 - generator loss: 0.758126 - 1s
Epoch 32587/50000
discriminator loss: 1.333374 - generator loss: 0.761098 - 1s
Epoch 32588/50000
discriminator loss: 1.342127 - generator loss: 0.753460 - 1s
Epoch 32589/50000
discriminator loss: 1.341364 - generator loss: 0.768829 - 1s
Epoch 32590/50000
discriminator loss: 1.343525 - generator loss: 0.747029 - 1s
Epoch 32591/50000
discriminator loss: 1.345711 - generator loss: 0.760231 - 1s
Epoch 32592/50000
discriminator loss: 1.339514 - generator loss: 0.761027 - 1s
Epoch 32593/50000
discriminator loss: 1.334593 - generator loss: 0.759405 - 1s
Epoch 32594/50000
discriminator loss: 1.334805 - generator loss: 0.765293 - 1s
Epoch 32595/50000
discriminator loss: 1.326065 - generator loss: 0.770429 - 1s
Epoch 32596/50000
discriminator loss: 1.348768 - generator loss: 0.754002 - 1s
Epoch 32597/50000
discriminator loss: 1.338764 - generator loss: 0.759912 - 1s
Epoch 32598/50000
discriminator loss: 1.347305 - generator loss: 0.760057 - 1s
Epoch 32599/50000
discriminator loss: 1.345770 - generator loss: 0.756605 - 1s
Epoch 32600/50000
discriminator loss: 1.344041 - generator loss: 0.751451 - 1s
Epoch 32601/50000
discriminator loss: 1.347851 - generator loss: 0.753675 - 1s
Epoch 32602/50000
discriminator loss: 1.341782 - generator loss: 0.752089 - 1s
Epoch 32603/50000
discriminator loss: 1.349977 - generator loss: 0.753171 - 1s
Epoch 32604/50000
discriminator loss: 1.342081 - generator loss: 0.754852 - 1s
Epoch 32605/50000
discriminator loss: 1.349488 - generator loss: 0.755635 - 1s
Epoch 32606/50000
discriminator loss: 1.351672 - generator loss: 0.749889 - 1s
Epoch 32607/50000
discriminator loss: 1.339736 - generator loss: 0.763562 - 1s
Epoch 32608/50000
discriminator loss: 1.338125 - generator loss: 0.761681 - 1s
Epoch 32609/50000
discriminator loss: 1.343070 - generator loss: 0.758742 - 1s
Epoch 32610/50000
discriminator loss: 1.337913 - generator loss: 0.763793 - 1s
Epoch 32611/50000
discriminator loss: 1.340781 - generator loss: 0.757273 - 1s
Epoch 32612/50000
discriminator loss: 1.345104 - generator loss: 0.748628 - 1s
Epoch 32613/50000
discriminator loss: 1.344678 - generator loss: 0.756811 - 1s
Epoch 32614/50000
discriminator loss: 1.340191 - generator loss: 0.766021 - 1s
Epoch 32615/50000
discriminator loss: 1.343561 - generator loss: 0.754815 - 1s
Epoch 32616/50000
discriminator loss: 1.343275 - generator loss: 0.749725 - 1s
Epoch 32617/50000
discriminator loss: 1.344840 - generator loss: 0.752317 - 1s
Epoch 32618/50000
discriminator loss: 1.346455 - generator loss: 0.760783 - 1s
Epoch 32619/50000
discriminator loss: 1.347696 - generator loss: 0.757755 - 1s
Epoch 32620/50000
discriminator loss: 1.343898 - generator loss: 0.757637 - 1s
Epoch 32621/50000
discriminator loss: 1.342653 - generator loss: 0.763166 - 1s
Epoch 32622/50000
discriminator loss: 1.349365 - generator loss: 0.749303 - 1s
Epoch 32623/50000
discriminator loss: 1.339753 - generator loss: 0.758170 - 1s
Epoch 32624/50000
discriminator loss: 1.343917 - generator loss: 0.749626 - 1s
Epoch 32625/50000
discriminator loss: 1.338348 - generator loss: 0.761395 - 1s
Epoch 32626/50000
discriminator loss: 1.352558 - generator loss: 0.756819 - 1s
Epoch 32627/50000
discriminator loss: 1.341352 - generator loss: 0.765329 - 1s
Epoch 32628/50000
discriminator loss: 1.342647 - generator loss: 0.751924 - 1s
Epoch 32629/50000
discriminator loss: 1.346040 - generator loss: 0.758188 - 1s
Epoch 32630/50000
discriminator loss: 1.344192 - generator loss: 0.753245 - 1s
Epoch 32631/50000
discriminator loss: 1.356263 - generator loss: 0.744194 - 1s
Epoch 32632/50000
discriminator loss: 1.355864 - generator loss: 0.746177 - 1s
Epoch 32633/50000
discriminator loss: 1.339943 - generator loss: 0.757950 - 1s
Epoch 32634/50000
discriminator loss: 1.344723 - generator loss: 0.751071 - 1s
Epoch 32635/50000
discriminator loss: 1.343608 - generator loss: 0.764673 - 1s
Epoch 32636/50000
discriminator loss: 1.347966 - generator loss: 0.757120 - 1s
Epoch 32637/50000
discriminator loss: 1.344116 - generator loss: 0.752387 - 1s
Epoch 32638/50000
discriminator loss: 1.348399 - generator loss: 0.752120 - 1s
Epoch 32639/50000
discriminator loss: 1.359862 - generator loss: 0.750165 - 1s
Epoch 32640/50000
discriminator loss: 1.348347 - generator loss: 0.751176 - 1s
Epoch 32641/50000
discriminator loss: 1.347536 - generator loss: 0.752664 - 1s
Epoch 32642/50000
discriminator loss: 1.354900 - generator loss: 0.748045 - 1s
Epoch 32643/50000
discriminator loss: 1.355009 - generator loss: 0.756656 - 1s
Epoch 32644/50000
discriminator loss: 1.338833 - generator loss: 0.757306 - 1s
Epoch 32645/50000
discriminator loss: 1.345000 - generator loss: 0.756483 - 1s
Epoch 32646/50000
discriminator loss: 1.353354 - generator loss: 0.750185 - 1s
Epoch 32647/50000
discriminator loss: 1.359634 - generator loss: 0.746780 - 1s
Epoch 32648/50000
discriminator loss: 1.341960 - generator loss: 0.759772 - 1s
Epoch 32649/50000
discriminator loss: 1.337094 - generator loss: 0.756975 - 1s
Epoch 32650/50000
discriminator loss: 1.343040 - generator loss: 0.756450 - 1s
Epoch 32651/50000
discriminator loss: 1.341723 - generator loss: 0.762979 - 1s
Epoch 32652/50000
discriminator loss: 1.349748 - generator loss: 0.751413 - 1s
Epoch 32653/50000
discriminator loss: 1.347852 - generator loss: 0.750210 - 1s
Epoch 32654/50000
discriminator loss: 1.336085 - generator loss: 0.760909 - 1s
Epoch 32655/50000
discriminator loss: 1.335820 - generator loss: 0.762172 - 1s
Epoch 32656/50000
discriminator loss: 1.338524 - generator loss: 0.765211 - 1s
Epoch 32657/50000
discriminator loss: 1.344796 - generator loss: 0.748790 - 1s
Epoch 32658/50000
discriminator loss: 1.344251 - generator loss: 0.755543 - 1s
Epoch 32659/50000
discriminator loss: 1.343147 - generator loss: 0.765412 - 1s
Epoch 32660/50000
discriminator loss: 1.345600 - generator loss: 0.764149 - 1s
Epoch 32661/50000
discriminator loss: 1.347813 - generator loss: 0.751433 - 1s
Epoch 32662/50000
discriminator loss: 1.339310 - generator loss: 0.757798 - 1s
Epoch 32663/50000
discriminator loss: 1.333550 - generator loss: 0.756195 - 1s
Epoch 32664/50000
discriminator loss: 1.350819 - generator loss: 0.754247 - 1s
Epoch 32665/50000
discriminator loss: 1.339643 - generator loss: 0.757206 - 1s
Epoch 32666/50000
discriminator loss: 1.345462 - generator loss: 0.758055 - 1s
Epoch 32667/50000
discriminator loss: 1.346429 - generator loss: 0.756513 - 1s
Epoch 32668/50000
discriminator loss: 1.350881 - generator loss: 0.754758 - 1s
Epoch 32669/50000
discriminator loss: 1.344387 - generator loss: 0.759882 - 1s
Epoch 32670/50000
discriminator loss: 1.344375 - generator loss: 0.755519 - 1s
Epoch 32671/50000
discriminator loss: 1.338948 - generator loss: 0.760991 - 1s
Epoch 32672/50000
discriminator loss: 1.357963 - generator loss: 0.744222 - 1s
Epoch 32673/50000
discriminator loss: 1.338909 - generator loss: 0.763190 - 1s
Epoch 32674/50000
discriminator loss: 1.344457 - generator loss: 0.757640 - 1s
Epoch 32675/50000
discriminator loss: 1.341909 - generator loss: 0.762455 - 1s
Epoch 32676/50000
discriminator loss: 1.345335 - generator loss: 0.751413 - 1s
Epoch 32677/50000
discriminator loss: 1.348301 - generator loss: 0.756404 - 1s
Epoch 32678/50000
discriminator loss: 1.339002 - generator loss: 0.757808 - 1s
Epoch 32679/50000
discriminator loss: 1.345958 - generator loss: 0.757402 - 1s
Epoch 32680/50000
discriminator loss: 1.344548 - generator loss: 0.761630 - 1s
Epoch 32681/50000
discriminator loss: 1.348101 - generator loss: 0.760443 - 1s
Epoch 32682/50000
discriminator loss: 1.343428 - generator loss: 0.756663 - 1s
Epoch 32683/50000
discriminator loss: 1.358478 - generator loss: 0.747712 - 1s
Epoch 32684/50000
discriminator loss: 1.345196 - generator loss: 0.759691 - 1s
Epoch 32685/50000
discriminator loss: 1.337054 - generator loss: 0.760523 - 1s
Epoch 32686/50000
discriminator loss: 1.343424 - generator loss: 0.757284 - 1s
Epoch 32687/50000
discriminator loss: 1.347349 - generator loss: 0.750327 - 1s
Epoch 32688/50000
discriminator loss: 1.354505 - generator loss: 0.751649 - 1s
Epoch 32689/50000
discriminator loss: 1.341498 - generator loss: 0.753887 - 1s
Epoch 32690/50000
discriminator loss: 1.345439 - generator loss: 0.761677 - 1s
Epoch 32691/50000
discriminator loss: 1.347006 - generator loss: 0.757178 - 1s
Epoch 32692/50000
discriminator loss: 1.349105 - generator loss: 0.755841 - 1s
Epoch 32693/50000
discriminator loss: 1.350405 - generator loss: 0.749302 - 1s
Epoch 32694/50000
discriminator loss: 1.355216 - generator loss: 0.749755 - 1s
Epoch 32695/50000
discriminator loss: 1.348559 - generator loss: 0.753299 - 1s
Epoch 32696/50000
discriminator loss: 1.342880 - generator loss: 0.758785 - 1s
Epoch 32697/50000
discriminator loss: 1.335845 - generator loss: 0.762516 - 1s
Epoch 32698/50000
discriminator loss: 1.347376 - generator loss: 0.750098 - 1s
Epoch 32699/50000
discriminator loss: 1.345696 - generator loss: 0.760615 - 1s
Epoch 32700/50000
discriminator loss: 1.340893 - generator loss: 0.763156 - 1s
Epoch 32701/50000
discriminator loss: 1.338949 - generator loss: 0.754111 - 1s
Epoch 32702/50000
discriminator loss: 1.341083 - generator loss: 0.762674 - 1s
Epoch 32703/50000
discriminator loss: 1.348851 - generator loss: 0.743763 - 1s
Epoch 32704/50000
discriminator loss: 1.350229 - generator loss: 0.754314 - 1s
Epoch 32705/50000
discriminator loss: 1.349989 - generator loss: 0.758409 - 1s
Epoch 32706/50000
discriminator loss: 1.342198 - generator loss: 0.758918 - 1s
Epoch 32707/50000
discriminator loss: 1.343433 - generator loss: 0.756560 - 1s
Epoch 32708/50000
discriminator loss: 1.340128 - generator loss: 0.755977 - 1s
Epoch 32709/50000
discriminator loss: 1.342723 - generator loss: 0.759779 - 1s
Epoch 32710/50000
discriminator loss: 1.350799 - generator loss: 0.745045 - 1s
Epoch 32711/50000
discriminator loss: 1.343288 - generator loss: 0.761261 - 1s
Epoch 32712/50000
discriminator loss: 1.343788 - generator loss: 0.758748 - 1s
Epoch 32713/50000
discriminator loss: 1.338115 - generator loss: 0.772668 - 1s
Epoch 32714/50000
discriminator loss: 1.345800 - generator loss: 0.754104 - 1s
Epoch 32715/50000
discriminator loss: 1.348167 - generator loss: 0.749901 - 1s
Epoch 32716/50000
discriminator loss: 1.343670 - generator loss: 0.754283 - 1s
Epoch 32717/50000
discriminator loss: 1.341037 - generator loss: 0.758917 - 1s
Epoch 32718/50000
discriminator loss: 1.345988 - generator loss: 0.760126 - 1s
Epoch 32719/50000
discriminator loss: 1.349811 - generator loss: 0.745398 - 1s
Epoch 32720/50000
discriminator loss: 1.339340 - generator loss: 0.757817 - 1s
Epoch 32721/50000
discriminator loss: 1.337726 - generator loss: 0.764030 - 1s
Epoch 32722/50000
discriminator loss: 1.341432 - generator loss: 0.758723 - 1s
Epoch 32723/50000
discriminator loss: 1.345965 - generator loss: 0.755156 - 1s
Epoch 32724/50000
discriminator loss: 1.336054 - generator loss: 0.766377 - 1s
Epoch 32725/50000
discriminator loss: 1.352762 - generator loss: 0.746806 - 1s
Epoch 32726/50000
discriminator loss: 1.349687 - generator loss: 0.752463 - 1s
Epoch 32727/50000
discriminator loss: 1.328606 - generator loss: 0.768064 - 1s
Epoch 32728/50000
discriminator loss: 1.343513 - generator loss: 0.753547 - 1s
Epoch 32729/50000
discriminator loss: 1.346666 - generator loss: 0.757507 - 1s
Epoch 32730/50000
discriminator loss: 1.349149 - generator loss: 0.749972 - 1s
Epoch 32731/50000
discriminator loss: 1.332978 - generator loss: 0.767693 - 1s
Epoch 32732/50000
discriminator loss: 1.346834 - generator loss: 0.750935 - 1s
Epoch 32733/50000
discriminator loss: 1.345850 - generator loss: 0.767845 - 1s
Epoch 32734/50000
discriminator loss: 1.336214 - generator loss: 0.758879 - 1s
Epoch 32735/50000
discriminator loss: 1.336625 - generator loss: 0.755931 - 1s
Epoch 32736/50000
discriminator loss: 1.343056 - generator loss: 0.756754 - 1s
Epoch 32737/50000
discriminator loss: 1.342697 - generator loss: 0.752819 - 1s
Epoch 32738/50000
discriminator loss: 1.344868 - generator loss: 0.754755 - 1s
Epoch 32739/50000
discriminator loss: 1.344404 - generator loss: 0.760609 - 1s
Epoch 32740/50000
discriminator loss: 1.349587 - generator loss: 0.752056 - 1s
Epoch 32741/50000
discriminator loss: 1.346544 - generator loss: 0.756935 - 1s
Epoch 32742/50000
discriminator loss: 1.343180 - generator loss: 0.758535 - 1s
Epoch 32743/50000
discriminator loss: 1.342332 - generator loss: 0.762894 - 1s
Epoch 32744/50000
discriminator loss: 1.351267 - generator loss: 0.745684 - 1s
Epoch 32745/50000
discriminator loss: 1.335557 - generator loss: 0.761631 - 1s
Epoch 32746/50000
discriminator loss: 1.341430 - generator loss: 0.756847 - 1s
Epoch 32747/50000
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Epoch 32748/50000
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Epoch 32749/50000
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Epoch 32750/50000
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Epoch 32751/50000
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Epoch 32752/50000
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Epoch 32753/50000
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Epoch 32754/50000
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Epoch 32755/50000
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Epoch 32756/50000
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Epoch 32757/50000
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Epoch 32758/50000
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Epoch 32759/50000
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Epoch 32760/50000
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Epoch 32761/50000
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Epoch 32762/50000
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Epoch 32763/50000
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Epoch 32764/50000
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Epoch 32765/50000
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Epoch 32766/50000
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Epoch 32767/50000
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Epoch 32768/50000
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Epoch 32769/50000
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Epoch 32770/50000
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Epoch 32771/50000
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Epoch 32772/50000
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Epoch 32773/50000
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Epoch 32774/50000
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Epoch 32775/50000
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Epoch 32776/50000
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Epoch 32777/50000
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Epoch 32778/50000
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Epoch 32779/50000
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Epoch 32780/50000
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Epoch 32781/50000
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Epoch 32782/50000
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Epoch 32783/50000
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Epoch 32784/50000
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Epoch 32785/50000
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Epoch 32786/50000
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Epoch 32787/50000
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Epoch 32788/50000
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Epoch 32789/50000
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Epoch 32790/50000
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Epoch 32791/50000
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Epoch 32792/50000
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Epoch 32793/50000
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Epoch 32794/50000
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Epoch 32795/50000
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Epoch 32796/50000
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Epoch 32797/50000
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Epoch 32798/50000
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Epoch 32799/50000
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Epoch 32800/50000
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Epoch 32801/50000
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Epoch 32802/50000
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Epoch 32803/50000
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Epoch 32804/50000
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Epoch 32805/50000
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Epoch 32806/50000
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Epoch 32807/50000
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Epoch 32808/50000
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Epoch 32809/50000
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Epoch 32810/50000
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Epoch 32811/50000
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Epoch 32812/50000
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Epoch 32813/50000
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Epoch 32814/50000
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Epoch 32815/50000
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Epoch 32816/50000
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Epoch 32817/50000
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Epoch 32818/50000
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Epoch 32819/50000
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Epoch 32820/50000
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Epoch 32821/50000
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Epoch 32822/50000
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Epoch 32823/50000
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Epoch 32824/50000
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Epoch 32825/50000
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Epoch 32826/50000
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Epoch 32827/50000
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Epoch 32828/50000
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Epoch 32829/50000
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Epoch 32830/50000
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Epoch 32831/50000
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Epoch 32832/50000
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Epoch 32833/50000
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Epoch 32834/50000
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Epoch 32835/50000
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Epoch 32836/50000
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Epoch 32837/50000
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Epoch 32838/50000
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Epoch 32839/50000
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Epoch 32840/50000
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Epoch 32841/50000
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Epoch 32842/50000
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Epoch 32843/50000
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Epoch 32844/50000
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Epoch 32845/50000
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Epoch 32846/50000
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Epoch 32847/50000
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Epoch 32848/50000
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Epoch 32849/50000
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Epoch 32850/50000
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Epoch 32851/50000
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Epoch 32852/50000
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Epoch 32853/50000
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Epoch 32854/50000
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Epoch 32855/50000
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Epoch 32856/50000
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Epoch 32857/50000
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Epoch 32858/50000
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Epoch 32859/50000
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Epoch 32860/50000
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Epoch 32861/50000
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Epoch 32862/50000
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Epoch 32863/50000
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Epoch 32864/50000
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Epoch 32865/50000
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Epoch 32866/50000
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Epoch 32867/50000
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Epoch 32868/50000
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Epoch 32869/50000
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Epoch 32870/50000
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Epoch 32871/50000
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Epoch 32872/50000
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Epoch 32873/50000
discriminator loss: 1.333600 - generator loss: 0.753174 - 1s
Epoch 32874/50000
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Epoch 32875/50000
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Epoch 32876/50000
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Epoch 32877/50000
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Epoch 32878/50000
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Epoch 32879/50000
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Epoch 32880/50000
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Epoch 32881/50000
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Epoch 32882/50000
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Epoch 32883/50000
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Epoch 32884/50000
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Epoch 32885/50000
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Epoch 32886/50000
discriminator loss: 1.357837 - generator loss: 0.741582 - 1s
Epoch 32887/50000
discriminator loss: 1.347073 - generator loss: 0.756678 - 1s
Epoch 32888/50000
discriminator loss: 1.340987 - generator loss: 0.757577 - 1s
Epoch 32889/50000
discriminator loss: 1.335158 - generator loss: 0.767951 - 1s
Epoch 32890/50000
discriminator loss: 1.348077 - generator loss: 0.758171 - 1s
Epoch 32891/50000
discriminator loss: 1.354219 - generator loss: 0.745543 - 1s
Epoch 32892/50000
discriminator loss: 1.355906 - generator loss: 0.751885 - 1s
Epoch 32893/50000
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Epoch 32894/50000
discriminator loss: 1.346918 - generator loss: 0.749702 - 1s
Epoch 32895/50000
discriminator loss: 1.344105 - generator loss: 0.757515 - 1s
Epoch 32896/50000
discriminator loss: 1.340962 - generator loss: 0.748718 - 1s
Epoch 32897/50000
discriminator loss: 1.360532 - generator loss: 0.752977 - 1s
Epoch 32898/50000
discriminator loss: 1.341350 - generator loss: 0.762445 - 1s
Epoch 32899/50000
discriminator loss: 1.340305 - generator loss: 0.762508 - 1s
Epoch 32900/50000
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Epoch 32901/50000
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Epoch 32902/50000
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Epoch 32903/50000
discriminator loss: 1.351742 - generator loss: 0.746244 - 1s
Epoch 32904/50000
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Epoch 32905/50000
discriminator loss: 1.334098 - generator loss: 0.764387 - 1s
Epoch 32906/50000
discriminator loss: 1.346367 - generator loss: 0.758290 - 1s
Epoch 32907/50000
discriminator loss: 1.355779 - generator loss: 0.752123 - 1s
Epoch 32908/50000
discriminator loss: 1.352322 - generator loss: 0.741011 - 1s
Epoch 32909/50000
discriminator loss: 1.348658 - generator loss: 0.748293 - 1s
Epoch 32910/50000
discriminator loss: 1.337517 - generator loss: 0.766538 - 1s
Epoch 32911/50000
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Epoch 32912/50000
discriminator loss: 1.341298 - generator loss: 0.762744 - 1s
Epoch 32913/50000
discriminator loss: 1.350840 - generator loss: 0.747058 - 1s
Epoch 32914/50000
discriminator loss: 1.343869 - generator loss: 0.756590 - 1s
Epoch 32915/50000
discriminator loss: 1.336834 - generator loss: 0.754855 - 1s
Epoch 32916/50000
discriminator loss: 1.328966 - generator loss: 0.773476 - 1s
Epoch 32917/50000
discriminator loss: 1.346602 - generator loss: 0.746683 - 1s
Epoch 32918/50000
discriminator loss: 1.344087 - generator loss: 0.755938 - 1s
Epoch 32919/50000
discriminator loss: 1.346232 - generator loss: 0.756690 - 1s
Epoch 32920/50000
discriminator loss: 1.344476 - generator loss: 0.757217 - 1s
Epoch 32921/50000
discriminator loss: 1.339059 - generator loss: 0.758821 - 1s
Epoch 32922/50000
discriminator loss: 1.345584 - generator loss: 0.758985 - 1s
Epoch 32923/50000
discriminator loss: 1.348505 - generator loss: 0.749650 - 1s
Epoch 32924/50000
discriminator loss: 1.347146 - generator loss: 0.748090 - 1s
Epoch 32925/50000
discriminator loss: 1.349712 - generator loss: 0.755762 - 1s
Epoch 32926/50000
discriminator loss: 1.351299 - generator loss: 0.753186 - 1s
Epoch 32927/50000
discriminator loss: 1.349378 - generator loss: 0.752908 - 1s
Epoch 32928/50000
discriminator loss: 1.336787 - generator loss: 0.761838 - 1s
Epoch 32929/50000
discriminator loss: 1.338635 - generator loss: 0.757764 - 1s
Epoch 32930/50000
discriminator loss: 1.347802 - generator loss: 0.752583 - 1s
Epoch 32931/50000
discriminator loss: 1.348499 - generator loss: 0.757959 - 1s
Epoch 32932/50000
discriminator loss: 1.342432 - generator loss: 0.761299 - 1s
Epoch 32933/50000
discriminator loss: 1.342898 - generator loss: 0.761217 - 1s
Epoch 32934/50000
discriminator loss: 1.349641 - generator loss: 0.749102 - 1s
Epoch 32935/50000
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Epoch 32936/50000
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Epoch 32937/50000
discriminator loss: 1.337433 - generator loss: 0.759068 - 1s
Epoch 32938/50000
discriminator loss: 1.342466 - generator loss: 0.759283 - 1s
Epoch 32939/50000
discriminator loss: 1.350502 - generator loss: 0.750128 - 1s
Epoch 32940/50000
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Epoch 32941/50000
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Epoch 32942/50000
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Epoch 32943/50000
discriminator loss: 1.336826 - generator loss: 0.766140 - 1s
Epoch 32944/50000
discriminator loss: 1.343465 - generator loss: 0.754425 - 1s
Epoch 32945/50000
discriminator loss: 1.343495 - generator loss: 0.753229 - 1s
Epoch 32946/50000
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Epoch 32947/50000
discriminator loss: 1.339112 - generator loss: 0.760018 - 1s
Epoch 32948/50000
discriminator loss: 1.343285 - generator loss: 0.754333 - 1s
Epoch 32949/50000
discriminator loss: 1.336284 - generator loss: 0.766642 - 1s
Epoch 32950/50000
discriminator loss: 1.337078 - generator loss: 0.754672 - 1s
Epoch 32951/50000
discriminator loss: 1.338841 - generator loss: 0.757590 - 1s
Epoch 32952/50000
discriminator loss: 1.339602 - generator loss: 0.763829 - 1s
Epoch 32953/50000
discriminator loss: 1.338900 - generator loss: 0.763664 - 1s
Epoch 32954/50000
discriminator loss: 1.344689 - generator loss: 0.755818 - 1s
Epoch 32955/50000
discriminator loss: 1.348959 - generator loss: 0.755481 - 1s
Epoch 32956/50000
discriminator loss: 1.340023 - generator loss: 0.760825 - 1s
Epoch 32957/50000
discriminator loss: 1.344517 - generator loss: 0.753251 - 1s
Epoch 32958/50000
discriminator loss: 1.345834 - generator loss: 0.760899 - 1s
Epoch 32959/50000
discriminator loss: 1.343664 - generator loss: 0.754727 - 1s
Epoch 32960/50000
discriminator loss: 1.352851 - generator loss: 0.744051 - 1s
Epoch 32961/50000
discriminator loss: 1.347111 - generator loss: 0.752171 - 1s
Epoch 32962/50000
discriminator loss: 1.349929 - generator loss: 0.756542 - 1s
Epoch 32963/50000
discriminator loss: 1.340745 - generator loss: 0.756006 - 1s
Epoch 32964/50000
discriminator loss: 1.344712 - generator loss: 0.765168 - 1s
Epoch 32965/50000
discriminator loss: 1.345137 - generator loss: 0.751563 - 1s
Epoch 32966/50000
discriminator loss: 1.332176 - generator loss: 0.772871 - 1s
Epoch 32967/50000
discriminator loss: 1.340381 - generator loss: 0.757957 - 1s
Epoch 32968/50000
discriminator loss: 1.335689 - generator loss: 0.759598 - 1s
Epoch 32969/50000
discriminator loss: 1.343106 - generator loss: 0.753798 - 1s
Epoch 32970/50000
discriminator loss: 1.342872 - generator loss: 0.754128 - 1s
Epoch 32971/50000
discriminator loss: 1.353947 - generator loss: 0.748773 - 1s
Epoch 32972/50000
discriminator loss: 1.344120 - generator loss: 0.764049 - 1s
Epoch 32973/50000
discriminator loss: 1.348390 - generator loss: 0.752151 - 1s
Epoch 32974/50000
discriminator loss: 1.346152 - generator loss: 0.760478 - 1s
Epoch 32975/50000
discriminator loss: 1.339457 - generator loss: 0.758816 - 1s
Epoch 32976/50000
discriminator loss: 1.347295 - generator loss: 0.750807 - 1s
Epoch 32977/50000
discriminator loss: 1.339034 - generator loss: 0.763211 - 1s
Epoch 32978/50000
discriminator loss: 1.343356 - generator loss: 0.755090 - 1s
Epoch 32979/50000
discriminator loss: 1.354588 - generator loss: 0.754208 - 1s
Epoch 32980/50000
discriminator loss: 1.342202 - generator loss: 0.754109 - 1s
Epoch 32981/50000
discriminator loss: 1.345224 - generator loss: 0.754825 - 1s
Epoch 32982/50000
discriminator loss: 1.338495 - generator loss: 0.763276 - 1s
Epoch 32983/50000
discriminator loss: 1.339271 - generator loss: 0.758058 - 1s
Epoch 32984/50000
discriminator loss: 1.343114 - generator loss: 0.757847 - 1s
Epoch 32985/50000
discriminator loss: 1.343139 - generator loss: 0.756361 - 1s
Epoch 32986/50000
discriminator loss: 1.344837 - generator loss: 0.755883 - 1s
Epoch 32987/50000
discriminator loss: 1.350754 - generator loss: 0.754383 - 1s
Epoch 32988/50000
discriminator loss: 1.346481 - generator loss: 0.751376 - 1s
Epoch 32989/50000
discriminator loss: 1.351262 - generator loss: 0.757441 - 1s
Epoch 32990/50000
discriminator loss: 1.343128 - generator loss: 0.753075 - 1s
Epoch 32991/50000
discriminator loss: 1.346111 - generator loss: 0.753308 - 1s
Epoch 32992/50000
discriminator loss: 1.353700 - generator loss: 0.749693 - 1s
Epoch 32993/50000
discriminator loss: 1.343907 - generator loss: 0.756007 - 1s
Epoch 32994/50000
discriminator loss: 1.342819 - generator loss: 0.759948 - 1s
Epoch 32995/50000
discriminator loss: 1.346002 - generator loss: 0.755869 - 1s
Epoch 32996/50000
discriminator loss: 1.344348 - generator loss: 0.762554 - 1s
Epoch 32997/50000
discriminator loss: 1.347398 - generator loss: 0.753969 - 1s
Epoch 32998/50000
discriminator loss: 1.338040 - generator loss: 0.764359 - 1s
Epoch 32999/50000
discriminator loss: 1.343942 - generator loss: 0.749708 - 1s
Epoch 33000/50000
discriminator loss: 1.349134 - generator loss: 0.751875 - 1s
Epoch 33001/50000
discriminator loss: 1.353728 - generator loss: 0.745062 - 1s

Loss: 

Epoch 33002/50000
discriminator loss: 1.354664 - generator loss: 0.743595 - 1s
Epoch 33003/50000
discriminator loss: 1.344848 - generator loss: 0.766485 - 1s
Epoch 33004/50000
discriminator loss: 1.348901 - generator loss: 0.754372 - 1s
Epoch 33005/50000
discriminator loss: 1.339933 - generator loss: 0.755547 - 1s
Epoch 33006/50000
discriminator loss: 1.346448 - generator loss: 0.756834 - 1s
Epoch 33007/50000
discriminator loss: 1.337151 - generator loss: 0.753302 - 1s
Epoch 33008/50000
discriminator loss: 1.341247 - generator loss: 0.763550 - 1s
Epoch 33009/50000
discriminator loss: 1.338813 - generator loss: 0.762891 - 1s
Epoch 33010/50000
discriminator loss: 1.342831 - generator loss: 0.759091 - 1s
Epoch 33011/50000
discriminator loss: 1.340551 - generator loss: 0.754957 - 1s
Epoch 33012/50000
discriminator loss: 1.346968 - generator loss: 0.754136 - 1s
Epoch 33013/50000
discriminator loss: 1.349822 - generator loss: 0.758814 - 1s
Epoch 33014/50000
discriminator loss: 1.341882 - generator loss: 0.749864 - 1s
Epoch 33015/50000
discriminator loss: 1.338009 - generator loss: 0.760900 - 1s
Epoch 33016/50000
discriminator loss: 1.342155 - generator loss: 0.758573 - 1s
Epoch 33017/50000
discriminator loss: 1.352283 - generator loss: 0.757226 - 1s
Epoch 33018/50000
discriminator loss: 1.344329 - generator loss: 0.749448 - 1s
Epoch 33019/50000
discriminator loss: 1.341606 - generator loss: 0.759734 - 1s
Epoch 33020/50000
discriminator loss: 1.348887 - generator loss: 0.748600 - 1s
Epoch 33021/50000
discriminator loss: 1.338641 - generator loss: 0.758613 - 1s
Epoch 33022/50000
discriminator loss: 1.345618 - generator loss: 0.754225 - 1s
Epoch 33023/50000
discriminator loss: 1.350033 - generator loss: 0.754505 - 1s
Epoch 33024/50000
discriminator loss: 1.347275 - generator loss: 0.762623 - 1s
Epoch 33025/50000
discriminator loss: 1.342005 - generator loss: 0.758040 - 1s
Epoch 33026/50000
discriminator loss: 1.342949 - generator loss: 0.757447 - 1s
Epoch 33027/50000
discriminator loss: 1.355599 - generator loss: 0.749045 - 1s
Epoch 33028/50000
discriminator loss: 1.348890 - generator loss: 0.754211 - 1s
Epoch 33029/50000
discriminator loss: 1.344380 - generator loss: 0.752839 - 1s
Epoch 33030/50000
discriminator loss: 1.348719 - generator loss: 0.752530 - 1s
Epoch 33031/50000
discriminator loss: 1.345231 - generator loss: 0.753153 - 1s
Epoch 33032/50000
discriminator loss: 1.341663 - generator loss: 0.760889 - 1s
Epoch 33033/50000
discriminator loss: 1.337199 - generator loss: 0.765106 - 1s
Epoch 33034/50000
discriminator loss: 1.342766 - generator loss: 0.756059 - 1s
Epoch 33035/50000
discriminator loss: 1.346955 - generator loss: 0.758014 - 1s
Epoch 33036/50000
discriminator loss: 1.343573 - generator loss: 0.756518 - 1s
Epoch 33037/50000
discriminator loss: 1.350428 - generator loss: 0.752286 - 1s
Epoch 33038/50000
discriminator loss: 1.342822 - generator loss: 0.763284 - 1s
Epoch 33039/50000
discriminator loss: 1.347645 - generator loss: 0.759311 - 1s
Epoch 33040/50000
discriminator loss: 1.340981 - generator loss: 0.756798 - 1s
Epoch 33041/50000
discriminator loss: 1.348225 - generator loss: 0.759911 - 1s
Epoch 33042/50000
discriminator loss: 1.347957 - generator loss: 0.752052 - 1s
Epoch 33043/50000
discriminator loss: 1.343167 - generator loss: 0.751730 - 1s
Epoch 33044/50000
discriminator loss: 1.344788 - generator loss: 0.758049 - 1s
Epoch 33045/50000
discriminator loss: 1.342040 - generator loss: 0.761548 - 1s
Epoch 33046/50000
discriminator loss: 1.340310 - generator loss: 0.760751 - 1s
Epoch 33047/50000
discriminator loss: 1.345407 - generator loss: 0.757162 - 1s
Epoch 33048/50000
discriminator loss: 1.348499 - generator loss: 0.757659 - 1s
Epoch 33049/50000
discriminator loss: 1.346718 - generator loss: 0.756395 - 1s
Epoch 33050/50000
discriminator loss: 1.350408 - generator loss: 0.753474 - 1s
Epoch 33051/50000
discriminator loss: 1.345569 - generator loss: 0.752921 - 1s
Epoch 33052/50000
discriminator loss: 1.344185 - generator loss: 0.749146 - 1s
Epoch 33053/50000
discriminator loss: 1.344851 - generator loss: 0.761200 - 1s
Epoch 33054/50000
discriminator loss: 1.342176 - generator loss: 0.760834 - 1s
Epoch 33055/50000
discriminator loss: 1.346450 - generator loss: 0.751220 - 1s
Epoch 33056/50000
discriminator loss: 1.345621 - generator loss: 0.750701 - 1s
Epoch 33057/50000
discriminator loss: 1.345566 - generator loss: 0.754786 - 1s
Epoch 33058/50000
discriminator loss: 1.340221 - generator loss: 0.765098 - 1s
Epoch 33059/50000
discriminator loss: 1.342759 - generator loss: 0.757561 - 1s
Epoch 33060/50000
discriminator loss: 1.347942 - generator loss: 0.756335 - 1s
Epoch 33061/50000
discriminator loss: 1.350157 - generator loss: 0.754369 - 1s
Epoch 33062/50000
discriminator loss: 1.341886 - generator loss: 0.752545 - 1s
Epoch 33063/50000
discriminator loss: 1.338736 - generator loss: 0.761231 - 1s
Epoch 33064/50000
discriminator loss: 1.340498 - generator loss: 0.760559 - 1s
Epoch 33065/50000
discriminator loss: 1.344237 - generator loss: 0.756635 - 1s
Epoch 33066/50000
discriminator loss: 1.340316 - generator loss: 0.760726 - 1s
Epoch 33067/50000
discriminator loss: 1.344831 - generator loss: 0.750714 - 1s
Epoch 33068/50000
discriminator loss: 1.344121 - generator loss: 0.760155 - 1s
Epoch 33069/50000
discriminator loss: 1.348415 - generator loss: 0.748734 - 1s
Epoch 33070/50000
discriminator loss: 1.338298 - generator loss: 0.760828 - 1s
Epoch 33071/50000
discriminator loss: 1.339897 - generator loss: 0.767043 - 1s
Epoch 33072/50000
discriminator loss: 1.345574 - generator loss: 0.759677 - 1s
Epoch 33073/50000
discriminator loss: 1.359222 - generator loss: 0.743687 - 1s
Epoch 33074/50000
discriminator loss: 1.348709 - generator loss: 0.754904 - 1s
Epoch 33075/50000
discriminator loss: 1.347049 - generator loss: 0.749580 - 1s
Epoch 33076/50000
discriminator loss: 1.344416 - generator loss: 0.764450 - 1s
Epoch 33077/50000
discriminator loss: 1.350806 - generator loss: 0.744652 - 1s
Epoch 33078/50000
discriminator loss: 1.344727 - generator loss: 0.758988 - 1s
Epoch 33079/50000
discriminator loss: 1.344468 - generator loss: 0.762563 - 1s
Epoch 33080/50000
discriminator loss: 1.341638 - generator loss: 0.754700 - 1s
Epoch 33081/50000
discriminator loss: 1.339085 - generator loss: 0.760606 - 1s
Epoch 33082/50000
discriminator loss: 1.347687 - generator loss: 0.749502 - 1s
Epoch 33083/50000
discriminator loss: 1.339044 - generator loss: 0.763055 - 1s
Epoch 33084/50000
discriminator loss: 1.352723 - generator loss: 0.746564 - 1s
Epoch 33085/50000
discriminator loss: 1.348316 - generator loss: 0.762801 - 1s
Epoch 33086/50000
discriminator loss: 1.349754 - generator loss: 0.757466 - 1s
Epoch 33087/50000
discriminator loss: 1.353602 - generator loss: 0.749652 - 1s
Epoch 33088/50000
discriminator loss: 1.343180 - generator loss: 0.751098 - 1s
Epoch 33089/50000
discriminator loss: 1.340191 - generator loss: 0.759476 - 1s
Epoch 33090/50000
discriminator loss: 1.338651 - generator loss: 0.762366 - 1s
Epoch 33091/50000
discriminator loss: 1.344012 - generator loss: 0.759021 - 1s
Epoch 33092/50000
discriminator loss: 1.339506 - generator loss: 0.760149 - 1s
Epoch 33093/50000
discriminator loss: 1.338680 - generator loss: 0.759189 - 1s
Epoch 33094/50000
discriminator loss: 1.339298 - generator loss: 0.760150 - 1s
Epoch 33095/50000
discriminator loss: 1.339093 - generator loss: 0.762453 - 1s
Epoch 33096/50000
discriminator loss: 1.343676 - generator loss: 0.754082 - 1s
Epoch 33097/50000
discriminator loss: 1.348358 - generator loss: 0.746243 - 1s
Epoch 33098/50000
discriminator loss: 1.342170 - generator loss: 0.763422 - 1s
Epoch 33099/50000
discriminator loss: 1.342438 - generator loss: 0.758205 - 1s
Epoch 33100/50000
discriminator loss: 1.346683 - generator loss: 0.751104 - 1s
Epoch 33101/50000
discriminator loss: 1.347932 - generator loss: 0.756146 - 1s
Epoch 33102/50000
discriminator loss: 1.344807 - generator loss: 0.760492 - 1s
Epoch 33103/50000
discriminator loss: 1.339715 - generator loss: 0.754190 - 1s
Epoch 33104/50000
discriminator loss: 1.340033 - generator loss: 0.763857 - 1s
Epoch 33105/50000
discriminator loss: 1.345360 - generator loss: 0.753411 - 1s
Epoch 33106/50000
discriminator loss: 1.351643 - generator loss: 0.750346 - 1s
Epoch 33107/50000
discriminator loss: 1.351829 - generator loss: 0.751513 - 1s
Epoch 33108/50000
discriminator loss: 1.342252 - generator loss: 0.760809 - 1s
Epoch 33109/50000
discriminator loss: 1.348059 - generator loss: 0.753448 - 1s
Epoch 33110/50000
discriminator loss: 1.346698 - generator loss: 0.748242 - 1s
Epoch 33111/50000
discriminator loss: 1.349881 - generator loss: 0.759494 - 1s
Epoch 33112/50000
discriminator loss: 1.347738 - generator loss: 0.761329 - 1s
Epoch 33113/50000
discriminator loss: 1.339394 - generator loss: 0.753789 - 1s
Epoch 33114/50000
discriminator loss: 1.341419 - generator loss: 0.765715 - 1s
Epoch 33115/50000
discriminator loss: 1.339680 - generator loss: 0.759030 - 1s
Epoch 33116/50000
discriminator loss: 1.346399 - generator loss: 0.763786 - 1s
Epoch 33117/50000
discriminator loss: 1.350665 - generator loss: 0.744382 - 1s
Epoch 33118/50000
discriminator loss: 1.347484 - generator loss: 0.762525 - 1s
Epoch 33119/50000
discriminator loss: 1.337323 - generator loss: 0.756173 - 1s
Epoch 33120/50000
discriminator loss: 1.339376 - generator loss: 0.763067 - 1s
Epoch 33121/50000
discriminator loss: 1.349186 - generator loss: 0.743121 - 1s
Epoch 33122/50000
discriminator loss: 1.348023 - generator loss: 0.756239 - 1s
Epoch 33123/50000
discriminator loss: 1.341812 - generator loss: 0.764330 - 1s
Epoch 33124/50000
discriminator loss: 1.349573 - generator loss: 0.756486 - 1s
Epoch 33125/50000
discriminator loss: 1.349896 - generator loss: 0.752168 - 1s
Epoch 33126/50000
discriminator loss: 1.345499 - generator loss: 0.756395 - 1s
Epoch 33127/50000
discriminator loss: 1.340608 - generator loss: 0.756710 - 1s
Epoch 33128/50000
discriminator loss: 1.346889 - generator loss: 0.754315 - 1s
Epoch 33129/50000
discriminator loss: 1.343859 - generator loss: 0.753214 - 1s
Epoch 33130/50000
discriminator loss: 1.343013 - generator loss: 0.755007 - 1s
Epoch 33131/50000
discriminator loss: 1.337861 - generator loss: 0.758363 - 1s
Epoch 33132/50000
discriminator loss: 1.351145 - generator loss: 0.746195 - 1s
Epoch 33133/50000
discriminator loss: 1.341956 - generator loss: 0.766260 - 1s
Epoch 33134/50000
discriminator loss: 1.352809 - generator loss: 0.748571 - 1s
Epoch 33135/50000
discriminator loss: 1.342893 - generator loss: 0.753178 - 1s
Epoch 33136/50000
discriminator loss: 1.344405 - generator loss: 0.757003 - 1s
Epoch 33137/50000
discriminator loss: 1.346458 - generator loss: 0.756638 - 1s
Epoch 33138/50000
discriminator loss: 1.348153 - generator loss: 0.754461 - 1s
Epoch 33139/50000
discriminator loss: 1.341452 - generator loss: 0.759792 - 1s
Epoch 33140/50000
discriminator loss: 1.335802 - generator loss: 0.767381 - 1s
Epoch 33141/50000
discriminator loss: 1.335295 - generator loss: 0.761284 - 1s
Epoch 33142/50000
discriminator loss: 1.345179 - generator loss: 0.747361 - 1s
Epoch 33143/50000
discriminator loss: 1.340333 - generator loss: 0.763977 - 1s
Epoch 33144/50000
discriminator loss: 1.342127 - generator loss: 0.757977 - 1s
Epoch 33145/50000
discriminator loss: 1.346818 - generator loss: 0.757982 - 1s
Epoch 33146/50000
discriminator loss: 1.348402 - generator loss: 0.753276 - 1s
Epoch 33147/50000
discriminator loss: 1.345893 - generator loss: 0.758837 - 1s
Epoch 33148/50000
discriminator loss: 1.350420 - generator loss: 0.754696 - 1s
Epoch 33149/50000
discriminator loss: 1.344375 - generator loss: 0.756788 - 1s
Epoch 33150/50000
discriminator loss: 1.354652 - generator loss: 0.746342 - 1s
Epoch 33151/50000
discriminator loss: 1.347270 - generator loss: 0.747697 - 1s
Epoch 33152/50000
discriminator loss: 1.348671 - generator loss: 0.755482 - 1s
Epoch 33153/50000
discriminator loss: 1.351993 - generator loss: 0.748979 - 1s
Epoch 33154/50000
discriminator loss: 1.350601 - generator loss: 0.757836 - 1s
Epoch 33155/50000
discriminator loss: 1.336386 - generator loss: 0.770512 - 1s
Epoch 33156/50000
discriminator loss: 1.343068 - generator loss: 0.750037 - 1s
Epoch 33157/50000
discriminator loss: 1.339432 - generator loss: 0.758168 - 1s
Epoch 33158/50000
discriminator loss: 1.342644 - generator loss: 0.754704 - 1s
Epoch 33159/50000
discriminator loss: 1.344501 - generator loss: 0.759769 - 1s
Epoch 33160/50000
discriminator loss: 1.341995 - generator loss: 0.754321 - 1s
Epoch 33161/50000
discriminator loss: 1.333755 - generator loss: 0.762964 - 1s
Epoch 33162/50000
discriminator loss: 1.339947 - generator loss: 0.753714 - 1s
Epoch 33163/50000
discriminator loss: 1.340919 - generator loss: 0.754667 - 1s
Epoch 33164/50000
discriminator loss: 1.342105 - generator loss: 0.759650 - 1s
Epoch 33165/50000
discriminator loss: 1.337251 - generator loss: 0.755213 - 1s
Epoch 33166/50000
discriminator loss: 1.345346 - generator loss: 0.757176 - 1s
Epoch 33167/50000
discriminator loss: 1.342616 - generator loss: 0.755871 - 1s
Epoch 33168/50000
discriminator loss: 1.336797 - generator loss: 0.762972 - 1s
Epoch 33169/50000
discriminator loss: 1.342494 - generator loss: 0.757054 - 1s
Epoch 33170/50000
discriminator loss: 1.338143 - generator loss: 0.759802 - 1s
Epoch 33171/50000
discriminator loss: 1.342621 - generator loss: 0.749911 - 1s
Epoch 33172/50000
discriminator loss: 1.345957 - generator loss: 0.757524 - 1s
Epoch 33173/50000
discriminator loss: 1.349582 - generator loss: 0.755167 - 1s
Epoch 33174/50000
discriminator loss: 1.343842 - generator loss: 0.760160 - 1s
Epoch 33175/50000
discriminator loss: 1.355933 - generator loss: 0.739850 - 1s
Epoch 33176/50000
discriminator loss: 1.341016 - generator loss: 0.767879 - 1s
Epoch 33177/50000
discriminator loss: 1.348949 - generator loss: 0.747680 - 1s
Epoch 33178/50000
discriminator loss: 1.352068 - generator loss: 0.753455 - 1s
Epoch 33179/50000
discriminator loss: 1.350225 - generator loss: 0.750122 - 1s
Epoch 33180/50000
discriminator loss: 1.350208 - generator loss: 0.751234 - 1s
Epoch 33181/50000
discriminator loss: 1.349019 - generator loss: 0.757053 - 1s
Epoch 33182/50000
discriminator loss: 1.339581 - generator loss: 0.759383 - 1s
Epoch 33183/50000
discriminator loss: 1.339990 - generator loss: 0.752635 - 1s
Epoch 33184/50000
discriminator loss: 1.342783 - generator loss: 0.754303 - 1s
Epoch 33185/50000
discriminator loss: 1.346845 - generator loss: 0.751767 - 1s
Epoch 33186/50000
discriminator loss: 1.353661 - generator loss: 0.755466 - 1s
Epoch 33187/50000
discriminator loss: 1.347312 - generator loss: 0.750518 - 1s
Epoch 33188/50000
discriminator loss: 1.341073 - generator loss: 0.769472 - 1s
Epoch 33189/50000
discriminator loss: 1.334088 - generator loss: 0.765321 - 1s
Epoch 33190/50000
discriminator loss: 1.345356 - generator loss: 0.762249 - 1s
Epoch 33191/50000
discriminator loss: 1.342019 - generator loss: 0.750824 - 1s
Epoch 33192/50000
discriminator loss: 1.333623 - generator loss: 0.760665 - 3s
Epoch 33193/50000
discriminator loss: 1.347899 - generator loss: 0.756887 - 1s
Epoch 33194/50000
discriminator loss: 1.344252 - generator loss: 0.755171 - 3s
Epoch 33195/50000
discriminator loss: 1.341337 - generator loss: 0.754456 - 1s
Epoch 33196/50000
discriminator loss: 1.358929 - generator loss: 0.746757 - 1s
Epoch 33197/50000
discriminator loss: 1.333435 - generator loss: 0.766434 - 1s
Epoch 33198/50000
discriminator loss: 1.338013 - generator loss: 0.767946 - 1s
Epoch 33199/50000
discriminator loss: 1.336722 - generator loss: 0.766529 - 1s
Epoch 33200/50000
discriminator loss: 1.344106 - generator loss: 0.755102 - 1s
Epoch 33201/50000
discriminator loss: 1.348935 - generator loss: 0.751434 - 1s
Epoch 33202/50000
discriminator loss: 1.336049 - generator loss: 0.759337 - 1s
Epoch 33203/50000
discriminator loss: 1.330990 - generator loss: 0.764110 - 1s
Epoch 33204/50000
discriminator loss: 1.349426 - generator loss: 0.752956 - 1s
Epoch 33205/50000
discriminator loss: 1.353339 - generator loss: 0.748671 - 1s
Epoch 33206/50000
discriminator loss: 1.355309 - generator loss: 0.748070 - 1s
Epoch 33207/50000
discriminator loss: 1.340760 - generator loss: 0.763492 - 1s
Epoch 33208/50000
discriminator loss: 1.329316 - generator loss: 0.769343 - 1s
Epoch 33209/50000
discriminator loss: 1.345892 - generator loss: 0.757434 - 1s
Epoch 33210/50000
discriminator loss: 1.347825 - generator loss: 0.750381 - 1s
Epoch 33211/50000
discriminator loss: 1.352773 - generator loss: 0.755080 - 1s
Epoch 33212/50000
discriminator loss: 1.353410 - generator loss: 0.745094 - 1s
Epoch 33213/50000
discriminator loss: 1.336597 - generator loss: 0.762404 - 1s
Epoch 33214/50000
discriminator loss: 1.341282 - generator loss: 0.765211 - 1s
Epoch 33215/50000
discriminator loss: 1.345634 - generator loss: 0.754508 - 1s
Epoch 33216/50000
discriminator loss: 1.352448 - generator loss: 0.749886 - 1s
Epoch 33217/50000
discriminator loss: 1.349402 - generator loss: 0.743823 - 1s
Epoch 33218/50000
discriminator loss: 1.343426 - generator loss: 0.764478 - 1s
Epoch 33219/50000
discriminator loss: 1.330685 - generator loss: 0.760686 - 1s
Epoch 33220/50000
discriminator loss: 1.348314 - generator loss: 0.759021 - 1s
Epoch 33221/50000
discriminator loss: 1.343807 - generator loss: 0.757503 - 1s
Epoch 33222/50000
discriminator loss: 1.347541 - generator loss: 0.757156 - 1s
Epoch 33223/50000
discriminator loss: 1.336286 - generator loss: 0.764744 - 1s
Epoch 33224/50000
discriminator loss: 1.326604 - generator loss: 0.761696 - 1s
Epoch 33225/50000
discriminator loss: 1.334961 - generator loss: 0.755093 - 1s
Epoch 33226/50000
discriminator loss: 1.346294 - generator loss: 0.754754 - 1s
Epoch 33227/50000
discriminator loss: 1.345892 - generator loss: 0.756210 - 1s
Epoch 33228/50000
discriminator loss: 1.337909 - generator loss: 0.768788 - 1s
Epoch 33229/50000
discriminator loss: 1.333364 - generator loss: 0.775261 - 1s
Epoch 33230/50000
discriminator loss: 1.334404 - generator loss: 0.766009 - 1s
Epoch 33231/50000
discriminator loss: 1.357412 - generator loss: 0.748896 - 1s
Epoch 33232/50000
discriminator loss: 1.350350 - generator loss: 0.743211 - 1s
Epoch 33233/50000
discriminator loss: 1.343836 - generator loss: 0.749612 - 1s
Epoch 33234/50000
discriminator loss: 1.342379 - generator loss: 0.754298 - 1s
Epoch 33235/50000
discriminator loss: 1.328628 - generator loss: 0.770838 - 1s
Epoch 33236/50000
discriminator loss: 1.345902 - generator loss: 0.763382 - 1s
Epoch 33237/50000
discriminator loss: 1.355110 - generator loss: 0.749675 - 1s
Epoch 33238/50000
discriminator loss: 1.347145 - generator loss: 0.760649 - 1s
Epoch 33239/50000
discriminator loss: 1.344329 - generator loss: 0.750511 - 1s
Epoch 33240/50000
discriminator loss: 1.346768 - generator loss: 0.757881 - 1s
Epoch 33241/50000
discriminator loss: 1.336387 - generator loss: 0.766822 - 1s
Epoch 33242/50000
discriminator loss: 1.345532 - generator loss: 0.758083 - 1s
Epoch 33243/50000
discriminator loss: 1.346067 - generator loss: 0.753876 - 1s
Epoch 33244/50000
discriminator loss: 1.344514 - generator loss: 0.761776 - 1s
Epoch 33245/50000
discriminator loss: 1.329592 - generator loss: 0.762793 - 1s
Epoch 33246/50000
discriminator loss: 1.345747 - generator loss: 0.761938 - 1s
Epoch 33247/50000
discriminator loss: 1.340034 - generator loss: 0.761649 - 1s
Epoch 33248/50000
discriminator loss: 1.349366 - generator loss: 0.744443 - 1s
Epoch 33249/50000
discriminator loss: 1.347106 - generator loss: 0.750334 - 1s
Epoch 33250/50000
discriminator loss: 1.349906 - generator loss: 0.759501 - 1s
Epoch 33251/50000
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Epoch 33252/50000
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Epoch 33253/50000
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Epoch 33254/50000
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Epoch 33255/50000
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Epoch 33256/50000
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Epoch 33257/50000
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Epoch 33258/50000
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Epoch 33259/50000
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Epoch 33260/50000
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Epoch 33261/50000
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Epoch 33262/50000
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Epoch 33263/50000
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Epoch 33264/50000
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Epoch 33265/50000
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Epoch 33266/50000
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Epoch 33267/50000
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Epoch 33268/50000
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Epoch 33269/50000
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Epoch 33270/50000
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Epoch 33271/50000
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Epoch 33272/50000
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Epoch 33273/50000
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Epoch 33274/50000
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Epoch 33275/50000
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Epoch 33276/50000
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Epoch 33277/50000
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Epoch 33278/50000
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Epoch 33279/50000
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Epoch 33280/50000
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Epoch 33281/50000
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Epoch 33282/50000
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Epoch 33283/50000
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Epoch 33284/50000
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Epoch 33285/50000
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Epoch 33286/50000
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Epoch 33287/50000
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Epoch 33288/50000
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Epoch 33289/50000
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Epoch 33290/50000
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Epoch 33291/50000
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Epoch 33292/50000
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Epoch 33293/50000
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Epoch 33294/50000
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Epoch 33295/50000
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Epoch 33296/50000
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Epoch 33297/50000
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Epoch 33298/50000
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Epoch 33299/50000
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Epoch 33300/50000
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Epoch 33301/50000
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Epoch 33302/50000
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Epoch 33303/50000
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Epoch 33304/50000
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Epoch 33305/50000
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Epoch 33306/50000
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Epoch 33307/50000
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Epoch 33308/50000
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Epoch 33309/50000
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Epoch 33310/50000
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Epoch 33311/50000
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Epoch 33312/50000
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Epoch 33313/50000
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Epoch 33314/50000
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Epoch 33315/50000
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Epoch 33316/50000
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Epoch 33317/50000
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Epoch 33318/50000
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Epoch 33319/50000
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Epoch 33320/50000
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Epoch 33321/50000
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Epoch 33322/50000
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Epoch 33323/50000
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Epoch 33324/50000
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Epoch 33325/50000
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Epoch 33326/50000
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Epoch 33327/50000
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Epoch 33328/50000
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Epoch 33329/50000
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Epoch 33330/50000
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Epoch 33331/50000
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Epoch 33332/50000
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Epoch 33333/50000
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Epoch 33334/50000
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Epoch 33335/50000
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Epoch 33336/50000
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Epoch 33337/50000
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Epoch 33338/50000
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Epoch 33339/50000
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Epoch 33340/50000
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Epoch 33341/50000
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Epoch 33342/50000
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Epoch 33343/50000
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Epoch 33344/50000
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Epoch 33345/50000
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Epoch 33346/50000
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Epoch 33347/50000
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Epoch 33348/50000
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Epoch 33349/50000
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Epoch 33350/50000
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Epoch 33351/50000
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Epoch 33352/50000
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Epoch 33353/50000
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Epoch 33354/50000
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Epoch 33355/50000
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Epoch 33356/50000
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Epoch 33357/50000
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Epoch 33358/50000
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Epoch 33359/50000
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Epoch 33360/50000
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Epoch 33361/50000
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Epoch 33362/50000
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Epoch 33363/50000
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Epoch 33364/50000
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Epoch 33365/50000
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Epoch 33366/50000
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Epoch 33367/50000
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Epoch 33368/50000
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Epoch 33369/50000
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Epoch 33370/50000
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Epoch 33371/50000
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Epoch 33372/50000
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Epoch 33373/50000
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Epoch 33374/50000
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Epoch 33375/50000
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Epoch 33376/50000
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Epoch 33377/50000
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Epoch 33378/50000
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Epoch 33379/50000
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Epoch 33380/50000
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Epoch 33381/50000
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Epoch 33382/50000
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Epoch 33383/50000
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Epoch 33384/50000
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Epoch 33385/50000
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Epoch 33386/50000
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Epoch 33387/50000
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Epoch 33388/50000
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Epoch 33389/50000
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Epoch 33390/50000
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Epoch 33391/50000
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Epoch 33392/50000
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Epoch 33393/50000
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Epoch 33394/50000
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Epoch 33395/50000
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Epoch 33396/50000
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Epoch 33397/50000
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Epoch 33398/50000
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Epoch 33399/50000
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Epoch 33400/50000
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Epoch 33401/50000
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Epoch 33402/50000
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Epoch 33403/50000
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Epoch 33404/50000
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Epoch 33405/50000
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Epoch 33406/50000
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Epoch 33407/50000
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Epoch 33408/50000
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Epoch 33409/50000
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Epoch 33410/50000
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Epoch 33411/50000
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Epoch 33412/50000
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Epoch 33413/50000
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Epoch 33414/50000
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Epoch 33415/50000
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Epoch 33416/50000
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Epoch 33417/50000
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Epoch 33418/50000
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Epoch 33419/50000
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Epoch 33420/50000
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Epoch 33421/50000
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Epoch 33422/50000
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Epoch 33423/50000
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Epoch 33424/50000
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Epoch 33425/50000
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Epoch 33426/50000
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Epoch 33427/50000
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Epoch 33428/50000
discriminator loss: 1.329870 - generator loss: 0.766187 - 1s
Epoch 33429/50000
discriminator loss: 1.346646 - generator loss: 0.751441 - 1s
Epoch 33430/50000
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Epoch 33431/50000
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Epoch 33432/50000
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Epoch 33433/50000
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Epoch 33434/50000
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Epoch 33435/50000
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Epoch 33436/50000
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Epoch 33437/50000
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Epoch 33438/50000
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Epoch 33439/50000
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Epoch 33440/50000
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Epoch 33441/50000
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Epoch 33442/50000
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Epoch 33443/50000
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Epoch 33444/50000
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Epoch 33445/50000
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Epoch 33446/50000
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Epoch 33447/50000
discriminator loss: 1.344172 - generator loss: 0.756990 - 1s
Epoch 33448/50000
discriminator loss: 1.340091 - generator loss: 0.760697 - 1s
Epoch 33449/50000
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Epoch 33450/50000
discriminator loss: 1.339817 - generator loss: 0.758268 - 1s
Epoch 33451/50000
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Epoch 33452/50000
discriminator loss: 1.343470 - generator loss: 0.759655 - 1s
Epoch 33453/50000
discriminator loss: 1.348902 - generator loss: 0.747315 - 1s
Epoch 33454/50000
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Epoch 33455/50000
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Epoch 33456/50000
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Epoch 33457/50000
discriminator loss: 1.343431 - generator loss: 0.755540 - 1s
Epoch 33458/50000
discriminator loss: 1.329368 - generator loss: 0.770557 - 1s
Epoch 33459/50000
discriminator loss: 1.339830 - generator loss: 0.751792 - 1s
Epoch 33460/50000
discriminator loss: 1.345532 - generator loss: 0.759139 - 1s
Epoch 33461/50000
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Epoch 33462/50000
discriminator loss: 1.352563 - generator loss: 0.757907 - 1s
Epoch 33463/50000
discriminator loss: 1.346094 - generator loss: 0.759772 - 1s
Epoch 33464/50000
discriminator loss: 1.344671 - generator loss: 0.755919 - 1s
Epoch 33465/50000
discriminator loss: 1.340730 - generator loss: 0.758564 - 1s
Epoch 33466/50000
discriminator loss: 1.342204 - generator loss: 0.755892 - 1s
Epoch 33467/50000
discriminator loss: 1.341708 - generator loss: 0.760300 - 1s
Epoch 33468/50000
discriminator loss: 1.343251 - generator loss: 0.762553 - 1s
Epoch 33469/50000
discriminator loss: 1.339405 - generator loss: 0.761635 - 1s
Epoch 33470/50000
discriminator loss: 1.342844 - generator loss: 0.752057 - 1s
Epoch 33471/50000
discriminator loss: 1.345909 - generator loss: 0.755952 - 1s
Epoch 33472/50000
discriminator loss: 1.340576 - generator loss: 0.758171 - 1s
Epoch 33473/50000
discriminator loss: 1.340108 - generator loss: 0.753230 - 1s
Epoch 33474/50000
discriminator loss: 1.338845 - generator loss: 0.760354 - 1s
Epoch 33475/50000
discriminator loss: 1.343101 - generator loss: 0.762793 - 1s
Epoch 33476/50000
discriminator loss: 1.334054 - generator loss: 0.770126 - 1s
Epoch 33477/50000
discriminator loss: 1.343020 - generator loss: 0.753224 - 1s
Epoch 33478/50000
discriminator loss: 1.348099 - generator loss: 0.754614 - 1s
Epoch 33479/50000
discriminator loss: 1.343298 - generator loss: 0.754988 - 1s
Epoch 33480/50000
discriminator loss: 1.349310 - generator loss: 0.748566 - 1s
Epoch 33481/50000
discriminator loss: 1.337534 - generator loss: 0.760742 - 1s
Epoch 33482/50000
discriminator loss: 1.336809 - generator loss: 0.762203 - 1s
Epoch 33483/50000
discriminator loss: 1.345047 - generator loss: 0.757862 - 1s
Epoch 33484/50000
discriminator loss: 1.352574 - generator loss: 0.748077 - 1s
Epoch 33485/50000
discriminator loss: 1.337599 - generator loss: 0.770485 - 1s
Epoch 33486/50000
discriminator loss: 1.351912 - generator loss: 0.749458 - 1s
Epoch 33487/50000
discriminator loss: 1.329597 - generator loss: 0.767288 - 1s
Epoch 33488/50000
discriminator loss: 1.340481 - generator loss: 0.756118 - 1s
Epoch 33489/50000
discriminator loss: 1.345124 - generator loss: 0.755698 - 1s
Epoch 33490/50000
discriminator loss: 1.341877 - generator loss: 0.763722 - 1s
Epoch 33491/50000
discriminator loss: 1.348634 - generator loss: 0.749358 - 1s
Epoch 33492/50000
discriminator loss: 1.345637 - generator loss: 0.758217 - 1s
Epoch 33493/50000
discriminator loss: 1.340814 - generator loss: 0.754259 - 1s
Epoch 33494/50000
discriminator loss: 1.342620 - generator loss: 0.759372 - 1s
Epoch 33495/50000
discriminator loss: 1.350888 - generator loss: 0.746028 - 1s
Epoch 33496/50000
discriminator loss: 1.352257 - generator loss: 0.751193 - 1s
Epoch 33497/50000
discriminator loss: 1.331938 - generator loss: 0.769499 - 1s
Epoch 33498/50000
discriminator loss: 1.332853 - generator loss: 0.769386 - 1s
Epoch 33499/50000
discriminator loss: 1.339270 - generator loss: 0.761831 - 1s
Epoch 33500/50000
discriminator loss: 1.345105 - generator loss: 0.755073 - 1s
Epoch 33501/50000
discriminator loss: 1.342221 - generator loss: 0.750127 - 1s
Epoch 33502/50000
discriminator loss: 1.337787 - generator loss: 0.758270 - 1s
Epoch 33503/50000
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Epoch 33504/50000
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Epoch 33505/50000
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Epoch 33506/50000
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Epoch 33507/50000
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Epoch 33508/50000
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Epoch 33509/50000
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Epoch 33510/50000
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Epoch 33511/50000
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Epoch 33512/50000
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Epoch 33513/50000
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Epoch 33514/50000
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Epoch 33515/50000
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Epoch 33516/50000
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Epoch 33517/50000
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Epoch 33518/50000
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Epoch 33519/50000
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Epoch 33520/50000
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Epoch 33521/50000
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Epoch 33522/50000
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Epoch 33523/50000
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Epoch 33524/50000
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Epoch 33525/50000
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Epoch 33526/50000
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Epoch 33527/50000
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Epoch 33528/50000
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Epoch 33529/50000
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Epoch 33530/50000
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Epoch 33531/50000
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Epoch 33532/50000
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Epoch 33533/50000
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Epoch 33534/50000
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Epoch 33535/50000
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Epoch 33536/50000
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Epoch 33537/50000
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Epoch 33538/50000
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Epoch 33539/50000
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Epoch 33540/50000
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Epoch 33541/50000
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Epoch 33542/50000
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Epoch 33543/50000
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Epoch 33544/50000
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Epoch 33545/50000
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Epoch 33546/50000
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Epoch 33547/50000
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Epoch 33548/50000
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Epoch 33549/50000
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Epoch 33550/50000
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Epoch 33551/50000
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Epoch 33552/50000
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Epoch 33553/50000
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Epoch 33554/50000
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Epoch 33555/50000
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Epoch 33556/50000
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Epoch 33557/50000
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Epoch 33558/50000
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Epoch 33559/50000
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Epoch 33560/50000
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Epoch 33561/50000
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Epoch 33562/50000
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Epoch 33563/50000
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Epoch 33564/50000
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Epoch 33565/50000
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Epoch 33566/50000
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Epoch 33567/50000
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Epoch 33568/50000
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Epoch 33569/50000
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Epoch 33570/50000
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Epoch 33571/50000
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Epoch 33572/50000
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Epoch 33573/50000
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Epoch 33574/50000
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Epoch 33575/50000
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Epoch 33576/50000
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Epoch 33577/50000
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Epoch 33578/50000
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Epoch 33579/50000
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Epoch 33580/50000
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Epoch 33581/50000
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Epoch 33582/50000
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Epoch 33583/50000
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Epoch 33584/50000
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Epoch 33585/50000
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Epoch 33586/50000
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Epoch 33587/50000
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Epoch 33588/50000
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Epoch 33589/50000
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Epoch 33590/50000
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Epoch 33591/50000
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Epoch 33592/50000
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Epoch 33593/50000
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Epoch 33594/50000
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Epoch 33595/50000
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Epoch 33596/50000
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Epoch 33597/50000
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Epoch 33598/50000
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Epoch 33599/50000
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Epoch 33600/50000
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Epoch 33601/50000
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Epoch 33602/50000
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Epoch 33603/50000
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Epoch 33604/50000
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Epoch 33605/50000
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Epoch 33606/50000
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Epoch 33607/50000
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Epoch 33608/50000
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Epoch 33609/50000
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Epoch 33610/50000
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Epoch 33611/50000
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Epoch 33612/50000
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Epoch 33613/50000
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Epoch 33614/50000
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Epoch 33615/50000
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Epoch 33616/50000
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Epoch 33617/50000
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Epoch 33618/50000
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Epoch 33619/50000
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Epoch 33620/50000
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Epoch 33621/50000
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Epoch 33622/50000
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Epoch 33623/50000
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Epoch 33624/50000
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Epoch 33625/50000
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Epoch 33626/50000
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Epoch 33627/50000
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Epoch 33628/50000
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Epoch 33629/50000
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Epoch 33630/50000
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Epoch 33631/50000
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Epoch 33632/50000
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Epoch 33633/50000
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Epoch 33634/50000
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Epoch 33635/50000
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Epoch 33636/50000
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Epoch 33637/50000
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Epoch 33638/50000
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Epoch 33639/50000
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Epoch 33640/50000
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Epoch 33641/50000
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Epoch 33642/50000
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Epoch 33643/50000
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Epoch 33644/50000
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Epoch 33645/50000
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Epoch 33646/50000
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Epoch 33647/50000
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Epoch 33648/50000
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Epoch 33649/50000
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Epoch 33650/50000
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Epoch 33651/50000
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Epoch 33652/50000
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Epoch 33653/50000
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Epoch 33654/50000
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Epoch 33655/50000
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Epoch 33656/50000
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Epoch 33657/50000
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Epoch 33658/50000
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Epoch 33659/50000
discriminator loss: 1.351526 - generator loss: 0.750875 - 1s
Epoch 33660/50000
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Epoch 33661/50000
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Epoch 33662/50000
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Epoch 33663/50000
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Epoch 33664/50000
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Epoch 33665/50000
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Epoch 33666/50000
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Epoch 33667/50000
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Epoch 33668/50000
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Epoch 33669/50000
discriminator loss: 1.340061 - generator loss: 0.759562 - 1s
Epoch 33670/50000
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Epoch 33671/50000
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Epoch 33672/50000
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Epoch 33673/50000
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Epoch 33674/50000
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Epoch 33675/50000
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Epoch 33676/50000
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Epoch 33677/50000
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Epoch 33678/50000
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Epoch 33679/50000
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Epoch 33680/50000
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Epoch 33681/50000
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Epoch 33682/50000
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Epoch 33683/50000
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Epoch 33684/50000
discriminator loss: 1.340730 - generator loss: 0.761772 - 1s
Epoch 33685/50000
discriminator loss: 1.347431 - generator loss: 0.757250 - 1s
Epoch 33686/50000
discriminator loss: 1.333945 - generator loss: 0.759097 - 1s
Epoch 33687/50000
discriminator loss: 1.344182 - generator loss: 0.757936 - 1s
Epoch 33688/50000
discriminator loss: 1.350340 - generator loss: 0.750364 - 1s
Epoch 33689/50000
discriminator loss: 1.342763 - generator loss: 0.758993 - 1s
Epoch 33690/50000
discriminator loss: 1.337252 - generator loss: 0.762632 - 1s
Epoch 33691/50000
discriminator loss: 1.333342 - generator loss: 0.762622 - 1s
Epoch 33692/50000
discriminator loss: 1.344001 - generator loss: 0.762225 - 1s
Epoch 33693/50000
discriminator loss: 1.353787 - generator loss: 0.749559 - 1s
Epoch 33694/50000
discriminator loss: 1.339219 - generator loss: 0.762969 - 1s
Epoch 33695/50000
discriminator loss: 1.342441 - generator loss: 0.758602 - 1s
Epoch 33696/50000
discriminator loss: 1.343749 - generator loss: 0.753666 - 1s
Epoch 33697/50000
discriminator loss: 1.334911 - generator loss: 0.774605 - 1s
Epoch 33698/50000
discriminator loss: 1.341780 - generator loss: 0.765189 - 1s
Epoch 33699/50000
discriminator loss: 1.341956 - generator loss: 0.765321 - 1s
Epoch 33700/50000
discriminator loss: 1.351545 - generator loss: 0.746985 - 1s
Epoch 33701/50000
discriminator loss: 1.346846 - generator loss: 0.743954 - 1s
Epoch 33702/50000
discriminator loss: 1.347630 - generator loss: 0.757216 - 1s
Epoch 33703/50000
discriminator loss: 1.342594 - generator loss: 0.756851 - 1s
Epoch 33704/50000
discriminator loss: 1.342359 - generator loss: 0.765443 - 1s
Epoch 33705/50000
discriminator loss: 1.346275 - generator loss: 0.751922 - 1s
Epoch 33706/50000
discriminator loss: 1.344318 - generator loss: 0.761941 - 1s
Epoch 33707/50000
discriminator loss: 1.340878 - generator loss: 0.764581 - 1s
Epoch 33708/50000
discriminator loss: 1.330315 - generator loss: 0.768061 - 1s
Epoch 33709/50000
discriminator loss: 1.342289 - generator loss: 0.755727 - 1s
Epoch 33710/50000
discriminator loss: 1.350738 - generator loss: 0.755728 - 1s
Epoch 33711/50000
discriminator loss: 1.343265 - generator loss: 0.760062 - 1s
Epoch 33712/50000
discriminator loss: 1.347651 - generator loss: 0.758221 - 1s
Epoch 33713/50000
discriminator loss: 1.336093 - generator loss: 0.766170 - 1s
Epoch 33714/50000
discriminator loss: 1.343649 - generator loss: 0.752798 - 1s
Epoch 33715/50000
discriminator loss: 1.336423 - generator loss: 0.761643 - 1s
Epoch 33716/50000
discriminator loss: 1.345949 - generator loss: 0.755581 - 1s
Epoch 33717/50000
discriminator loss: 1.341674 - generator loss: 0.758127 - 1s
Epoch 33718/50000
discriminator loss: 1.344598 - generator loss: 0.768407 - 1s
Epoch 33719/50000
discriminator loss: 1.343518 - generator loss: 0.764577 - 1s
Epoch 33720/50000
discriminator loss: 1.344803 - generator loss: 0.747371 - 1s
Epoch 33721/50000
discriminator loss: 1.345306 - generator loss: 0.761609 - 1s
Epoch 33722/50000
discriminator loss: 1.332387 - generator loss: 0.763528 - 1s
Epoch 33723/50000
discriminator loss: 1.333451 - generator loss: 0.765910 - 1s
Epoch 33724/50000
discriminator loss: 1.346346 - generator loss: 0.754527 - 1s
Epoch 33725/50000
discriminator loss: 1.346542 - generator loss: 0.761595 - 1s
Epoch 33726/50000
discriminator loss: 1.337057 - generator loss: 0.762077 - 1s
Epoch 33727/50000
discriminator loss: 1.345828 - generator loss: 0.750897 - 1s
Epoch 33728/50000
discriminator loss: 1.341929 - generator loss: 0.765677 - 1s
Epoch 33729/50000
discriminator loss: 1.339557 - generator loss: 0.754703 - 1s
Epoch 33730/50000
discriminator loss: 1.345076 - generator loss: 0.756571 - 1s
Epoch 33731/50000
discriminator loss: 1.346965 - generator loss: 0.758720 - 1s
Epoch 33732/50000
discriminator loss: 1.349993 - generator loss: 0.753882 - 1s
Epoch 33733/50000
discriminator loss: 1.340654 - generator loss: 0.758148 - 1s
Epoch 33734/50000
discriminator loss: 1.341467 - generator loss: 0.753112 - 1s
Epoch 33735/50000
discriminator loss: 1.337255 - generator loss: 0.758517 - 1s
Epoch 33736/50000
discriminator loss: 1.339606 - generator loss: 0.767900 - 1s
Epoch 33737/50000
discriminator loss: 1.345233 - generator loss: 0.755510 - 1s
Epoch 33738/50000
discriminator loss: 1.329067 - generator loss: 0.777407 - 1s
Epoch 33739/50000
discriminator loss: 1.341361 - generator loss: 0.763335 - 1s
Epoch 33740/50000
discriminator loss: 1.348858 - generator loss: 0.756359 - 1s
Epoch 33741/50000
discriminator loss: 1.337507 - generator loss: 0.755900 - 1s
Epoch 33742/50000
discriminator loss: 1.342638 - generator loss: 0.754831 - 1s
Epoch 33743/50000
discriminator loss: 1.348689 - generator loss: 0.753680 - 1s
Epoch 33744/50000
discriminator loss: 1.344872 - generator loss: 0.759182 - 1s
Epoch 33745/50000
discriminator loss: 1.342827 - generator loss: 0.761047 - 1s
Epoch 33746/50000
discriminator loss: 1.345489 - generator loss: 0.757614 - 1s
Epoch 33747/50000
discriminator loss: 1.347069 - generator loss: 0.755241 - 1s
Epoch 33748/50000
discriminator loss: 1.339398 - generator loss: 0.765165 - 1s
Epoch 33749/50000
discriminator loss: 1.338132 - generator loss: 0.761765 - 1s
Epoch 33750/50000
discriminator loss: 1.348230 - generator loss: 0.758732 - 1s
Epoch 33751/50000
discriminator loss: 1.348063 - generator loss: 0.747308 - 1s
Epoch 33752/50000
discriminator loss: 1.352473 - generator loss: 0.755321 - 1s
Epoch 33753/50000
discriminator loss: 1.341876 - generator loss: 0.760074 - 1s
Epoch 33754/50000
discriminator loss: 1.333642 - generator loss: 0.765870 - 1s
Epoch 33755/50000
discriminator loss: 1.342085 - generator loss: 0.757593 - 1s
Epoch 33756/50000
discriminator loss: 1.350362 - generator loss: 0.751069 - 1s
Epoch 33757/50000
discriminator loss: 1.351380 - generator loss: 0.748836 - 1s
Epoch 33758/50000
discriminator loss: 1.342337 - generator loss: 0.763655 - 1s
Epoch 33759/50000
discriminator loss: 1.338479 - generator loss: 0.764652 - 1s
Epoch 33760/50000
discriminator loss: 1.336670 - generator loss: 0.768204 - 1s
Epoch 33761/50000
discriminator loss: 1.343642 - generator loss: 0.755389 - 1s
Epoch 33762/50000
discriminator loss: 1.340192 - generator loss: 0.764299 - 1s
Epoch 33763/50000
discriminator loss: 1.363066 - generator loss: 0.739358 - 1s
Epoch 33764/50000
discriminator loss: 1.340340 - generator loss: 0.755454 - 1s
Epoch 33765/50000
discriminator loss: 1.346855 - generator loss: 0.752714 - 1s
Epoch 33766/50000
discriminator loss: 1.337674 - generator loss: 0.762971 - 1s
Epoch 33767/50000
discriminator loss: 1.349097 - generator loss: 0.762004 - 1s
Epoch 33768/50000
discriminator loss: 1.355221 - generator loss: 0.753745 - 1s
Epoch 33769/50000
discriminator loss: 1.348272 - generator loss: 0.748085 - 1s
Epoch 33770/50000
discriminator loss: 1.343070 - generator loss: 0.762911 - 1s
Epoch 33771/50000
discriminator loss: 1.337494 - generator loss: 0.768358 - 1s
Epoch 33772/50000
discriminator loss: 1.345556 - generator loss: 0.766186 - 1s
Epoch 33773/50000
discriminator loss: 1.341923 - generator loss: 0.748691 - 1s
Epoch 33774/50000
discriminator loss: 1.351368 - generator loss: 0.756397 - 1s
Epoch 33775/50000
discriminator loss: 1.340002 - generator loss: 0.761575 - 1s
Epoch 33776/50000
discriminator loss: 1.338064 - generator loss: 0.760468 - 1s
Epoch 33777/50000
discriminator loss: 1.336620 - generator loss: 0.756676 - 1s
Epoch 33778/50000
discriminator loss: 1.346590 - generator loss: 0.749535 - 1s
Epoch 33779/50000
discriminator loss: 1.347960 - generator loss: 0.752073 - 1s
Epoch 33780/50000
discriminator loss: 1.345298 - generator loss: 0.767132 - 1s
Epoch 33781/50000
discriminator loss: 1.344161 - generator loss: 0.760831 - 1s
Epoch 33782/50000
discriminator loss: 1.337917 - generator loss: 0.764070 - 1s
Epoch 33783/50000
discriminator loss: 1.358078 - generator loss: 0.749560 - 1s
Epoch 33784/50000
discriminator loss: 1.343391 - generator loss: 0.762062 - 1s
Epoch 33785/50000
discriminator loss: 1.343402 - generator loss: 0.751679 - 1s
Epoch 33786/50000
discriminator loss: 1.339975 - generator loss: 0.759437 - 1s
Epoch 33787/50000
discriminator loss: 1.344535 - generator loss: 0.757177 - 1s
Epoch 33788/50000
discriminator loss: 1.348177 - generator loss: 0.755110 - 1s
Epoch 33789/50000
discriminator loss: 1.345917 - generator loss: 0.764538 - 1s
Epoch 33790/50000
discriminator loss: 1.352964 - generator loss: 0.746147 - 1s
Epoch 33791/50000
discriminator loss: 1.332238 - generator loss: 0.764431 - 1s
Epoch 33792/50000
discriminator loss: 1.340550 - generator loss: 0.763481 - 1s
Epoch 33793/50000
discriminator loss: 1.337016 - generator loss: 0.763105 - 1s
Epoch 33794/50000
discriminator loss: 1.352013 - generator loss: 0.751790 - 1s
Epoch 33795/50000
discriminator loss: 1.351719 - generator loss: 0.747097 - 1s
Epoch 33796/50000
discriminator loss: 1.344494 - generator loss: 0.756879 - 1s
Epoch 33797/50000
discriminator loss: 1.338748 - generator loss: 0.765338 - 1s
Epoch 33798/50000
discriminator loss: 1.341496 - generator loss: 0.754620 - 1s
Epoch 33799/50000
discriminator loss: 1.346527 - generator loss: 0.751036 - 1s
Epoch 33800/50000
discriminator loss: 1.352353 - generator loss: 0.756990 - 1s
Epoch 33801/50000
discriminator loss: 1.348195 - generator loss: 0.764743 - 1s
Epoch 33802/50000
discriminator loss: 1.343770 - generator loss: 0.764382 - 1s
Epoch 33803/50000
discriminator loss: 1.334018 - generator loss: 0.757887 - 1s
Epoch 33804/50000
discriminator loss: 1.349900 - generator loss: 0.751135 - 1s
Epoch 33805/50000
discriminator loss: 1.348284 - generator loss: 0.755637 - 1s
Epoch 33806/50000
discriminator loss: 1.340638 - generator loss: 0.758872 - 1s
Epoch 33807/50000
discriminator loss: 1.343909 - generator loss: 0.757857 - 1s
Epoch 33808/50000
discriminator loss: 1.336976 - generator loss: 0.763193 - 1s
Epoch 33809/50000
discriminator loss: 1.339355 - generator loss: 0.761468 - 1s
Epoch 33810/50000
discriminator loss: 1.341731 - generator loss: 0.760493 - 1s
Epoch 33811/50000
discriminator loss: 1.352287 - generator loss: 0.754011 - 1s
Epoch 33812/50000
discriminator loss: 1.347345 - generator loss: 0.753565 - 1s
Epoch 33813/50000
discriminator loss: 1.331395 - generator loss: 0.777024 - 1s
Epoch 33814/50000
discriminator loss: 1.330688 - generator loss: 0.766020 - 1s
Epoch 33815/50000
discriminator loss: 1.340709 - generator loss: 0.771404 - 1s
Epoch 33816/50000
discriminator loss: 1.343036 - generator loss: 0.758421 - 1s
Epoch 33817/50000
discriminator loss: 1.352486 - generator loss: 0.741430 - 1s
Epoch 33818/50000
discriminator loss: 1.346249 - generator loss: 0.760246 - 1s
Epoch 33819/50000
discriminator loss: 1.341169 - generator loss: 0.751452 - 1s
Epoch 33820/50000
discriminator loss: 1.347252 - generator loss: 0.760960 - 1s
Epoch 33821/50000
discriminator loss: 1.349687 - generator loss: 0.753010 - 1s
Epoch 33822/50000
discriminator loss: 1.343644 - generator loss: 0.761934 - 1s
Epoch 33823/50000
discriminator loss: 1.339839 - generator loss: 0.767535 - 1s
Epoch 33824/50000
discriminator loss: 1.342279 - generator loss: 0.759683 - 1s
Epoch 33825/50000
discriminator loss: 1.340719 - generator loss: 0.756665 - 1s
Epoch 33826/50000
discriminator loss: 1.340577 - generator loss: 0.755200 - 1s
Epoch 33827/50000
discriminator loss: 1.337351 - generator loss: 0.762211 - 1s
Epoch 33828/50000
discriminator loss: 1.336606 - generator loss: 0.760445 - 1s
Epoch 33829/50000
discriminator loss: 1.335701 - generator loss: 0.764453 - 1s
Epoch 33830/50000
discriminator loss: 1.336605 - generator loss: 0.765270 - 1s
Epoch 33831/50000
discriminator loss: 1.349907 - generator loss: 0.752705 - 1s
Epoch 33832/50000
discriminator loss: 1.345559 - generator loss: 0.755202 - 1s
Epoch 33833/50000
discriminator loss: 1.345175 - generator loss: 0.759555 - 1s
Epoch 33834/50000
discriminator loss: 1.341894 - generator loss: 0.753233 - 1s
Epoch 33835/50000
discriminator loss: 1.350702 - generator loss: 0.755788 - 1s
Epoch 33836/50000
discriminator loss: 1.348469 - generator loss: 0.763919 - 1s
Epoch 33837/50000
discriminator loss: 1.341367 - generator loss: 0.760820 - 1s
Epoch 33838/50000
discriminator loss: 1.346999 - generator loss: 0.749768 - 1s
Epoch 33839/50000
discriminator loss: 1.336140 - generator loss: 0.765270 - 1s
Epoch 33840/50000
discriminator loss: 1.337622 - generator loss: 0.759458 - 1s
Epoch 33841/50000
discriminator loss: 1.341808 - generator loss: 0.760990 - 1s
Epoch 33842/50000
discriminator loss: 1.348304 - generator loss: 0.755766 - 1s
Epoch 33843/50000
discriminator loss: 1.343143 - generator loss: 0.758190 - 1s
Epoch 33844/50000
discriminator loss: 1.339602 - generator loss: 0.758109 - 1s
Epoch 33845/50000
discriminator loss: 1.347866 - generator loss: 0.754591 - 1s
Epoch 33846/50000
discriminator loss: 1.340755 - generator loss: 0.755275 - 1s
Epoch 33847/50000
discriminator loss: 1.339949 - generator loss: 0.762614 - 1s
Epoch 33848/50000
discriminator loss: 1.351178 - generator loss: 0.756289 - 1s
Epoch 33849/50000
discriminator loss: 1.350418 - generator loss: 0.758799 - 1s
Epoch 33850/50000
discriminator loss: 1.341485 - generator loss: 0.758752 - 1s
Epoch 33851/50000
discriminator loss: 1.348099 - generator loss: 0.749758 - 1s
Epoch 33852/50000
discriminator loss: 1.337933 - generator loss: 0.758792 - 1s
Epoch 33853/50000
discriminator loss: 1.349053 - generator loss: 0.753853 - 1s
Epoch 33854/50000
discriminator loss: 1.348410 - generator loss: 0.759254 - 1s
Epoch 33855/50000
discriminator loss: 1.347085 - generator loss: 0.756551 - 1s
Epoch 33856/50000
discriminator loss: 1.343430 - generator loss: 0.763404 - 1s
Epoch 33857/50000
discriminator loss: 1.337581 - generator loss: 0.756954 - 1s
Epoch 33858/50000
discriminator loss: 1.345900 - generator loss: 0.754047 - 1s
Epoch 33859/50000
discriminator loss: 1.338177 - generator loss: 0.759466 - 1s
Epoch 33860/50000
discriminator loss: 1.343261 - generator loss: 0.756717 - 1s
Epoch 33861/50000
discriminator loss: 1.351889 - generator loss: 0.753509 - 1s
Epoch 33862/50000
discriminator loss: 1.335210 - generator loss: 0.768770 - 1s
Epoch 33863/50000
discriminator loss: 1.344554 - generator loss: 0.759982 - 1s
Epoch 33864/50000
discriminator loss: 1.353407 - generator loss: 0.753246 - 1s
Epoch 33865/50000
discriminator loss: 1.344407 - generator loss: 0.753121 - 1s
Epoch 33866/50000
discriminator loss: 1.333947 - generator loss: 0.766064 - 1s
Epoch 33867/50000
discriminator loss: 1.341333 - generator loss: 0.752742 - 1s
Epoch 33868/50000
discriminator loss: 1.344064 - generator loss: 0.751464 - 1s
Epoch 33869/50000
discriminator loss: 1.345844 - generator loss: 0.767064 - 1s
Epoch 33870/50000
discriminator loss: 1.342031 - generator loss: 0.768706 - 1s
Epoch 33871/50000
discriminator loss: 1.354614 - generator loss: 0.744418 - 1s
Epoch 33872/50000
discriminator loss: 1.350875 - generator loss: 0.743955 - 1s
Epoch 33873/50000
discriminator loss: 1.348487 - generator loss: 0.757224 - 1s
Epoch 33874/50000
discriminator loss: 1.342325 - generator loss: 0.757670 - 1s
Epoch 33875/50000
discriminator loss: 1.343711 - generator loss: 0.754341 - 1s
Epoch 33876/50000
discriminator loss: 1.348746 - generator loss: 0.756279 - 1s
Epoch 33877/50000
discriminator loss: 1.343420 - generator loss: 0.761205 - 1s
Epoch 33878/50000
discriminator loss: 1.355549 - generator loss: 0.756282 - 1s
Epoch 33879/50000
discriminator loss: 1.338918 - generator loss: 0.757610 - 1s
Epoch 33880/50000
discriminator loss: 1.350347 - generator loss: 0.753278 - 1s
Epoch 33881/50000
discriminator loss: 1.337483 - generator loss: 0.754787 - 1s
Epoch 33882/50000
discriminator loss: 1.348399 - generator loss: 0.761901 - 1s
Epoch 33883/50000
discriminator loss: 1.341495 - generator loss: 0.763293 - 1s
Epoch 33884/50000
discriminator loss: 1.351688 - generator loss: 0.750525 - 1s
Epoch 33885/50000
discriminator loss: 1.339180 - generator loss: 0.761700 - 1s
Epoch 33886/50000
discriminator loss: 1.344344 - generator loss: 0.758960 - 1s
Epoch 33887/50000
discriminator loss: 1.343273 - generator loss: 0.756870 - 1s
Epoch 33888/50000
discriminator loss: 1.348432 - generator loss: 0.751120 - 1s
Epoch 33889/50000
discriminator loss: 1.337575 - generator loss: 0.757010 - 1s
Epoch 33890/50000
discriminator loss: 1.338379 - generator loss: 0.765189 - 1s
Epoch 33891/50000
discriminator loss: 1.348013 - generator loss: 0.759710 - 1s
Epoch 33892/50000
discriminator loss: 1.350445 - generator loss: 0.752779 - 1s
Epoch 33893/50000
discriminator loss: 1.334087 - generator loss: 0.765923 - 1s
Epoch 33894/50000
discriminator loss: 1.340149 - generator loss: 0.755413 - 1s
Epoch 33895/50000
discriminator loss: 1.353489 - generator loss: 0.752160 - 1s
Epoch 33896/50000
discriminator loss: 1.353703 - generator loss: 0.754640 - 1s
Epoch 33897/50000
discriminator loss: 1.353388 - generator loss: 0.748085 - 1s
Epoch 33898/50000
discriminator loss: 1.343549 - generator loss: 0.761037 - 1s
Epoch 33899/50000
discriminator loss: 1.342050 - generator loss: 0.764226 - 1s
Epoch 33900/50000
discriminator loss: 1.338899 - generator loss: 0.766358 - 1s
Epoch 33901/50000
discriminator loss: 1.334876 - generator loss: 0.762934 - 1s
Epoch 33902/50000
discriminator loss: 1.346663 - generator loss: 0.760734 - 1s
Epoch 33903/50000
discriminator loss: 1.347948 - generator loss: 0.743706 - 1s
Epoch 33904/50000
discriminator loss: 1.336283 - generator loss: 0.765167 - 1s
Epoch 33905/50000
discriminator loss: 1.341173 - generator loss: 0.753554 - 1s
Epoch 33906/50000
discriminator loss: 1.342283 - generator loss: 0.765203 - 1s
Epoch 33907/50000
discriminator loss: 1.341698 - generator loss: 0.761406 - 1s
Epoch 33908/50000
discriminator loss: 1.346210 - generator loss: 0.750486 - 1s
Epoch 33909/50000
discriminator loss: 1.334758 - generator loss: 0.769239 - 1s
Epoch 33910/50000
discriminator loss: 1.340104 - generator loss: 0.760732 - 1s
Epoch 33911/50000
discriminator loss: 1.344619 - generator loss: 0.757666 - 1s
Epoch 33912/50000
discriminator loss: 1.340626 - generator loss: 0.750515 - 1s
Epoch 33913/50000
discriminator loss: 1.351436 - generator loss: 0.752988 - 1s
Epoch 33914/50000
discriminator loss: 1.339421 - generator loss: 0.763203 - 1s
Epoch 33915/50000
discriminator loss: 1.346635 - generator loss: 0.756257 - 1s
Epoch 33916/50000
discriminator loss: 1.341159 - generator loss: 0.759084 - 1s
Epoch 33917/50000
discriminator loss: 1.346104 - generator loss: 0.758613 - 1s
Epoch 33918/50000
discriminator loss: 1.342859 - generator loss: 0.750814 - 1s
Epoch 33919/50000
discriminator loss: 1.345323 - generator loss: 0.767824 - 1s
Epoch 33920/50000
discriminator loss: 1.344222 - generator loss: 0.758966 - 1s
Epoch 33921/50000
discriminator loss: 1.341961 - generator loss: 0.752813 - 1s
Epoch 33922/50000
discriminator loss: 1.349925 - generator loss: 0.755640 - 1s
Epoch 33923/50000
discriminator loss: 1.347500 - generator loss: 0.753250 - 1s
Epoch 33924/50000
discriminator loss: 1.345204 - generator loss: 0.760253 - 1s
Epoch 33925/50000
discriminator loss: 1.342284 - generator loss: 0.765046 - 1s
Epoch 33926/50000
discriminator loss: 1.347322 - generator loss: 0.746937 - 1s
Epoch 33927/50000
discriminator loss: 1.342835 - generator loss: 0.756302 - 1s
Epoch 33928/50000
discriminator loss: 1.338844 - generator loss: 0.759383 - 1s
Epoch 33929/50000
discriminator loss: 1.343722 - generator loss: 0.757335 - 1s
Epoch 33930/50000
discriminator loss: 1.334607 - generator loss: 0.766505 - 1s
Epoch 33931/50000
discriminator loss: 1.342242 - generator loss: 0.753586 - 1s
Epoch 33932/50000
discriminator loss: 1.335186 - generator loss: 0.769041 - 1s
Epoch 33933/50000
discriminator loss: 1.329771 - generator loss: 0.767927 - 1s
Epoch 33934/50000
discriminator loss: 1.345558 - generator loss: 0.754662 - 1s
Epoch 33935/50000
discriminator loss: 1.340661 - generator loss: 0.750132 - 1s
Epoch 33936/50000
discriminator loss: 1.334860 - generator loss: 0.766010 - 1s
Epoch 33937/50000
discriminator loss: 1.335072 - generator loss: 0.765806 - 1s
Epoch 33938/50000
discriminator loss: 1.338530 - generator loss: 0.764921 - 1s
Epoch 33939/50000
discriminator loss: 1.341077 - generator loss: 0.756370 - 1s
Epoch 33940/50000
discriminator loss: 1.334380 - generator loss: 0.759078 - 1s
Epoch 33941/50000
discriminator loss: 1.341716 - generator loss: 0.759736 - 1s
Epoch 33942/50000
discriminator loss: 1.339752 - generator loss: 0.757370 - 1s
Epoch 33943/50000
discriminator loss: 1.354212 - generator loss: 0.747842 - 1s
Epoch 33944/50000
discriminator loss: 1.340822 - generator loss: 0.759859 - 1s
Epoch 33945/50000
discriminator loss: 1.340373 - generator loss: 0.758764 - 1s
Epoch 33946/50000
discriminator loss: 1.345764 - generator loss: 0.759483 - 1s
Epoch 33947/50000
discriminator loss: 1.340590 - generator loss: 0.755296 - 1s
Epoch 33948/50000
discriminator loss: 1.337063 - generator loss: 0.765592 - 1s
Epoch 33949/50000
discriminator loss: 1.338672 - generator loss: 0.763778 - 1s
Epoch 33950/50000
discriminator loss: 1.329305 - generator loss: 0.766720 - 1s
Epoch 33951/50000
discriminator loss: 1.330365 - generator loss: 0.773889 - 1s
Epoch 33952/50000
discriminator loss: 1.338142 - generator loss: 0.763927 - 1s
Epoch 33953/50000
discriminator loss: 1.338172 - generator loss: 0.757787 - 1s
Epoch 33954/50000
discriminator loss: 1.350783 - generator loss: 0.758289 - 1s
Epoch 33955/50000
discriminator loss: 1.341274 - generator loss: 0.755652 - 1s
Epoch 33956/50000
discriminator loss: 1.339754 - generator loss: 0.767620 - 1s
Epoch 33957/50000
discriminator loss: 1.346001 - generator loss: 0.753343 - 1s
Epoch 33958/50000
discriminator loss: 1.344806 - generator loss: 0.757364 - 1s
Epoch 33959/50000
discriminator loss: 1.346927 - generator loss: 0.761750 - 1s
Epoch 33960/50000
discriminator loss: 1.338265 - generator loss: 0.760442 - 1s
Epoch 33961/50000
discriminator loss: 1.340894 - generator loss: 0.764637 - 1s
Epoch 33962/50000
discriminator loss: 1.346845 - generator loss: 0.751163 - 1s
Epoch 33963/50000
discriminator loss: 1.349482 - generator loss: 0.753396 - 1s
Epoch 33964/50000
discriminator loss: 1.345840 - generator loss: 0.760765 - 1s
Epoch 33965/50000
discriminator loss: 1.337841 - generator loss: 0.763517 - 1s
Epoch 33966/50000
discriminator loss: 1.341307 - generator loss: 0.755398 - 1s
Epoch 33967/50000
discriminator loss: 1.350064 - generator loss: 0.749593 - 1s
Epoch 33968/50000
discriminator loss: 1.343584 - generator loss: 0.760253 - 1s
Epoch 33969/50000
discriminator loss: 1.348252 - generator loss: 0.759122 - 1s
Epoch 33970/50000
discriminator loss: 1.339139 - generator loss: 0.765784 - 1s
Epoch 33971/50000
discriminator loss: 1.343618 - generator loss: 0.756638 - 1s
Epoch 33972/50000
discriminator loss: 1.348910 - generator loss: 0.760845 - 1s
Epoch 33973/50000
discriminator loss: 1.349205 - generator loss: 0.748909 - 1s
Epoch 33974/50000
discriminator loss: 1.345525 - generator loss: 0.751800 - 1s
Epoch 33975/50000
discriminator loss: 1.345131 - generator loss: 0.756950 - 1s
Epoch 33976/50000
discriminator loss: 1.347352 - generator loss: 0.757379 - 1s
Epoch 33977/50000
discriminator loss: 1.345731 - generator loss: 0.759365 - 1s
Epoch 33978/50000
discriminator loss: 1.339900 - generator loss: 0.763310 - 1s
Epoch 33979/50000
discriminator loss: 1.343902 - generator loss: 0.755706 - 1s
Epoch 33980/50000
discriminator loss: 1.348695 - generator loss: 0.751037 - 1s
Epoch 33981/50000
discriminator loss: 1.331495 - generator loss: 0.769017 - 1s
Epoch 33982/50000
discriminator loss: 1.343041 - generator loss: 0.757169 - 1s
Epoch 33983/50000
discriminator loss: 1.346664 - generator loss: 0.746086 - 1s
Epoch 33984/50000
discriminator loss: 1.341770 - generator loss: 0.758599 - 1s
Epoch 33985/50000
discriminator loss: 1.333156 - generator loss: 0.771133 - 1s
Epoch 33986/50000
discriminator loss: 1.343301 - generator loss: 0.756037 - 1s
Epoch 33987/50000
discriminator loss: 1.333322 - generator loss: 0.767872 - 1s
Epoch 33988/50000
discriminator loss: 1.329927 - generator loss: 0.768962 - 1s
Epoch 33989/50000
discriminator loss: 1.346095 - generator loss: 0.752892 - 1s
Epoch 33990/50000
discriminator loss: 1.340300 - generator loss: 0.765385 - 1s
Epoch 33991/50000
discriminator loss: 1.330366 - generator loss: 0.772039 - 1s
Epoch 33992/50000
discriminator loss: 1.341216 - generator loss: 0.759578 - 1s
Epoch 33993/50000
discriminator loss: 1.340281 - generator loss: 0.755332 - 1s
Epoch 33994/50000
discriminator loss: 1.341243 - generator loss: 0.765391 - 1s
Epoch 33995/50000
discriminator loss: 1.341976 - generator loss: 0.758654 - 1s
Epoch 33996/50000
discriminator loss: 1.335924 - generator loss: 0.764909 - 1s
Epoch 33997/50000
discriminator loss: 1.345482 - generator loss: 0.753496 - 1s
Epoch 33998/50000
discriminator loss: 1.348273 - generator loss: 0.753594 - 1s
Epoch 33999/50000
discriminator loss: 1.356074 - generator loss: 0.751719 - 1s
Epoch 34000/50000
discriminator loss: 1.342467 - generator loss: 0.767784 - 1s
Epoch 34001/50000
discriminator loss: 1.335090 - generator loss: 0.758513 - 1s

Loss: 

Epoch 34002/50000
discriminator loss: 1.346447 - generator loss: 0.761199 - 1s
Epoch 34003/50000
discriminator loss: 1.348857 - generator loss: 0.758959 - 1s
Epoch 34004/50000
discriminator loss: 1.342364 - generator loss: 0.757748 - 1s
Epoch 34005/50000
discriminator loss: 1.331267 - generator loss: 0.757197 - 1s
Epoch 34006/50000
discriminator loss: 1.333353 - generator loss: 0.760689 - 1s
Epoch 34007/50000
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Epoch 34008/50000
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Epoch 34009/50000
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Epoch 34010/50000
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Epoch 34011/50000
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Epoch 34012/50000
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Epoch 34013/50000
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Epoch 34014/50000
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Epoch 34015/50000
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Epoch 34016/50000
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Epoch 34017/50000
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Epoch 34018/50000
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Epoch 34019/50000
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Epoch 34020/50000
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Epoch 34021/50000
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Epoch 34022/50000
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Epoch 34023/50000
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Epoch 34024/50000
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Epoch 34025/50000
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Epoch 34026/50000
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Epoch 34027/50000
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Epoch 34028/50000
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Epoch 34029/50000
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Epoch 34030/50000
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Epoch 34031/50000
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Epoch 34032/50000
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Epoch 34033/50000
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Epoch 34034/50000
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Epoch 34035/50000
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Epoch 34036/50000
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Epoch 34037/50000
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Epoch 34038/50000
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Epoch 34039/50000
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Epoch 34040/50000
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Epoch 34041/50000
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Epoch 34042/50000
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Epoch 34043/50000
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Epoch 34044/50000
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Epoch 34045/50000
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Epoch 34046/50000
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Epoch 34047/50000
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Epoch 34048/50000
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Epoch 34049/50000
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Epoch 34050/50000
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Epoch 34051/50000
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Epoch 34052/50000
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Epoch 34053/50000
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Epoch 34054/50000
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Epoch 34055/50000
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Epoch 34056/50000
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Epoch 34057/50000
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Epoch 34058/50000
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Epoch 34059/50000
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Epoch 34060/50000
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Epoch 34061/50000
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Epoch 34062/50000
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Epoch 34063/50000
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Epoch 34064/50000
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Epoch 34065/50000
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Epoch 34066/50000
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Epoch 34067/50000
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Epoch 34068/50000
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Epoch 34069/50000
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Epoch 34070/50000
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Epoch 34071/50000
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Epoch 34072/50000
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Epoch 34073/50000
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Epoch 34074/50000
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Epoch 34075/50000
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Epoch 34076/50000
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Epoch 34077/50000
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Epoch 34078/50000
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Epoch 34079/50000
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Epoch 34080/50000
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Epoch 34081/50000
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Epoch 34082/50000
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Epoch 34083/50000
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Epoch 34084/50000
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Epoch 34085/50000
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Epoch 34086/50000
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Epoch 34087/50000
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Epoch 34088/50000
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Epoch 34089/50000
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Epoch 34090/50000
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Epoch 34091/50000
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Epoch 34092/50000
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Epoch 34093/50000
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Epoch 34094/50000
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Epoch 34095/50000
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Epoch 34096/50000
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Epoch 34097/50000
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Epoch 34098/50000
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Epoch 34099/50000
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Epoch 34100/50000
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Epoch 34101/50000
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Epoch 34102/50000
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Epoch 34103/50000
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Epoch 34104/50000
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Epoch 34105/50000
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Epoch 34106/50000
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Epoch 34107/50000
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Epoch 34108/50000
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Epoch 34109/50000
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Epoch 34110/50000
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Epoch 34111/50000
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Epoch 34112/50000
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Epoch 34113/50000
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Epoch 34114/50000
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Epoch 34115/50000
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Epoch 34116/50000
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Epoch 34117/50000
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Epoch 34118/50000
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Epoch 34119/50000
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Epoch 34120/50000
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Epoch 34121/50000
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Epoch 34122/50000
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Epoch 34123/50000
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Epoch 34124/50000
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Epoch 34125/50000
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Epoch 34126/50000
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Epoch 34127/50000
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Epoch 34128/50000
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Epoch 34129/50000
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Epoch 34130/50000
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Epoch 34131/50000
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Epoch 34132/50000
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Epoch 34133/50000
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Epoch 34134/50000
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Epoch 34135/50000
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Epoch 34136/50000
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Epoch 34137/50000
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Epoch 34138/50000
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Epoch 34139/50000
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Epoch 34140/50000
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Epoch 34141/50000
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Epoch 34142/50000
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Epoch 34143/50000
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Epoch 34144/50000
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Epoch 34145/50000
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Epoch 34146/50000
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Epoch 34147/50000
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Epoch 34148/50000
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Epoch 34149/50000
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Epoch 34150/50000
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Epoch 34151/50000
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Epoch 34152/50000
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Epoch 34153/50000
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Epoch 34154/50000
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Epoch 34155/50000
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Epoch 34156/50000
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Epoch 34157/50000
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Epoch 34158/50000
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Epoch 34159/50000
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Epoch 34160/50000
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Epoch 34161/50000
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Epoch 34162/50000
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Epoch 34163/50000
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Epoch 34164/50000
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Epoch 34165/50000
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Epoch 34166/50000
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Epoch 34167/50000
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Epoch 34168/50000
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Epoch 34169/50000
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Epoch 34170/50000
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Epoch 34171/50000
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Epoch 34172/50000
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Epoch 34173/50000
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Epoch 34174/50000
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Epoch 34175/50000
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Epoch 34176/50000
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Epoch 34177/50000
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Epoch 34178/50000
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Epoch 34179/50000
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Epoch 34180/50000
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Epoch 34181/50000
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Epoch 34182/50000
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Epoch 34183/50000
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Epoch 34184/50000
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Epoch 34185/50000
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Epoch 34186/50000
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Epoch 34187/50000
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Epoch 34188/50000
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Epoch 34189/50000
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Epoch 34190/50000
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Epoch 34191/50000
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Epoch 34192/50000
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Epoch 34193/50000
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Epoch 34194/50000
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Epoch 34195/50000
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Epoch 34196/50000
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Epoch 34197/50000
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Epoch 34198/50000
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Epoch 34199/50000
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Epoch 34200/50000
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Epoch 34201/50000
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Epoch 34202/50000
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Epoch 34203/50000
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Epoch 34204/50000
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Epoch 34205/50000
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Epoch 34206/50000
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Epoch 34207/50000
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Epoch 34208/50000
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Epoch 34209/50000
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Epoch 34210/50000
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Epoch 34211/50000
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Epoch 34212/50000
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Epoch 34213/50000
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Epoch 34214/50000
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Epoch 34215/50000
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Epoch 34216/50000
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Epoch 34217/50000
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Epoch 34218/50000
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Epoch 34219/50000
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Epoch 34220/50000
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Epoch 34221/50000
discriminator loss: 1.347360 - generator loss: 0.748494 - 1s
Epoch 34222/50000
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Epoch 34223/50000
discriminator loss: 1.331131 - generator loss: 0.764057 - 1s
Epoch 34224/50000
discriminator loss: 1.347956 - generator loss: 0.755711 - 1s
Epoch 34225/50000
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Epoch 34226/50000
discriminator loss: 1.325580 - generator loss: 0.775859 - 1s
Epoch 34227/50000
discriminator loss: 1.331329 - generator loss: 0.766181 - 1s
Epoch 34228/50000
discriminator loss: 1.359949 - generator loss: 0.748135 - 1s
Epoch 34229/50000
discriminator loss: 1.344513 - generator loss: 0.753543 - 1s
Epoch 34230/50000
discriminator loss: 1.337343 - generator loss: 0.761921 - 1s
Epoch 34231/50000
discriminator loss: 1.341479 - generator loss: 0.755322 - 1s
Epoch 34232/50000
discriminator loss: 1.343862 - generator loss: 0.758391 - 1s
Epoch 34233/50000
discriminator loss: 1.354942 - generator loss: 0.753286 - 1s
Epoch 34234/50000
discriminator loss: 1.346377 - generator loss: 0.759479 - 1s
Epoch 34235/50000
discriminator loss: 1.343025 - generator loss: 0.758261 - 1s
Epoch 34236/50000
discriminator loss: 1.343980 - generator loss: 0.757969 - 1s
Epoch 34237/50000
discriminator loss: 1.338316 - generator loss: 0.762479 - 1s
Epoch 34238/50000
discriminator loss: 1.344913 - generator loss: 0.762191 - 1s
Epoch 34239/50000
discriminator loss: 1.340664 - generator loss: 0.762424 - 1s
Epoch 34240/50000
discriminator loss: 1.340915 - generator loss: 0.752659 - 1s
Epoch 34241/50000
discriminator loss: 1.336234 - generator loss: 0.769569 - 1s
Epoch 34242/50000
discriminator loss: 1.330463 - generator loss: 0.760912 - 1s
Epoch 34243/50000
discriminator loss: 1.341683 - generator loss: 0.758873 - 1s
Epoch 34244/50000
discriminator loss: 1.345054 - generator loss: 0.748718 - 1s
Epoch 34245/50000
discriminator loss: 1.336588 - generator loss: 0.764309 - 1s
Epoch 34246/50000
discriminator loss: 1.333155 - generator loss: 0.773007 - 1s
Epoch 34247/50000
discriminator loss: 1.342633 - generator loss: 0.761424 - 1s
Epoch 34248/50000
discriminator loss: 1.343923 - generator loss: 0.755419 - 1s
Epoch 34249/50000
discriminator loss: 1.333396 - generator loss: 0.758548 - 1s
Epoch 34250/50000
discriminator loss: 1.344362 - generator loss: 0.763412 - 1s
Epoch 34251/50000
discriminator loss: 1.328673 - generator loss: 0.765392 - 1s
Epoch 34252/50000
discriminator loss: 1.341830 - generator loss: 0.758816 - 1s
Epoch 34253/50000
discriminator loss: 1.349900 - generator loss: 0.756510 - 1s
Epoch 34254/50000
discriminator loss: 1.338482 - generator loss: 0.759256 - 1s
Epoch 34255/50000
discriminator loss: 1.335020 - generator loss: 0.765037 - 1s
Epoch 34256/50000
discriminator loss: 1.336671 - generator loss: 0.758456 - 1s
Epoch 34257/50000
discriminator loss: 1.354088 - generator loss: 0.753144 - 1s
Epoch 34258/50000
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Epoch 34259/50000
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Epoch 34260/50000
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Epoch 34261/50000
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Epoch 34262/50000
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Epoch 34263/50000
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Epoch 34264/50000
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Epoch 34265/50000
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Epoch 34266/50000
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Epoch 34267/50000
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Epoch 34268/50000
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Epoch 34269/50000
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Epoch 34270/50000
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Epoch 34271/50000
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Epoch 34272/50000
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Epoch 34273/50000
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Epoch 34274/50000
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Epoch 34275/50000
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Epoch 34276/50000
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Epoch 34277/50000
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Epoch 34278/50000
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Epoch 34279/50000
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Epoch 34280/50000
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Epoch 34281/50000
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Epoch 34282/50000
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Epoch 34283/50000
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Epoch 34284/50000
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Epoch 34285/50000
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Epoch 34286/50000
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Epoch 34287/50000
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Epoch 34288/50000
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Epoch 34289/50000
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Epoch 34290/50000
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Epoch 34291/50000
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Epoch 34292/50000
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Epoch 34293/50000
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Epoch 34294/50000
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Epoch 34295/50000
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Epoch 34296/50000
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Epoch 34297/50000
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Epoch 34298/50000
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Epoch 34299/50000
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Epoch 34300/50000
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Epoch 34301/50000
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Epoch 34302/50000
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Epoch 34303/50000
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Epoch 34304/50000
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Epoch 34305/50000
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Epoch 34306/50000
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Epoch 34307/50000
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Epoch 34308/50000
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Epoch 34309/50000
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Epoch 34310/50000
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Epoch 34311/50000
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Epoch 34312/50000
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Epoch 34313/50000
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Epoch 34314/50000
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Epoch 34315/50000
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Epoch 34316/50000
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Epoch 34317/50000
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Epoch 34318/50000
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Epoch 34319/50000
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Epoch 34320/50000
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Epoch 34321/50000
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Epoch 34322/50000
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Epoch 34323/50000
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Epoch 34324/50000
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Epoch 34325/50000
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Epoch 34326/50000
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Epoch 34327/50000
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Epoch 34328/50000
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Epoch 34329/50000
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Epoch 34330/50000
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Epoch 34331/50000
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Epoch 34332/50000
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Epoch 34333/50000
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Epoch 34334/50000
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Epoch 34335/50000
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Epoch 34336/50000
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Epoch 34337/50000
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Epoch 34338/50000
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Epoch 34339/50000
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Epoch 34340/50000
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Epoch 34341/50000
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Epoch 34342/50000
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Epoch 34343/50000
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Epoch 34344/50000
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Epoch 34345/50000
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Epoch 34346/50000
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Epoch 34347/50000
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Epoch 34348/50000
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Epoch 34349/50000
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Epoch 34350/50000
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Epoch 34351/50000
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Epoch 34352/50000
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Epoch 34353/50000
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Epoch 34354/50000
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Epoch 34355/50000
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Epoch 34356/50000
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Epoch 34357/50000
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Epoch 34358/50000
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Epoch 34359/50000
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Epoch 34360/50000
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Epoch 34361/50000
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Epoch 34362/50000
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Epoch 34363/50000
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Epoch 34364/50000
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Epoch 34365/50000
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Epoch 34366/50000
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Epoch 34367/50000
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Epoch 34368/50000
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Epoch 34369/50000
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Epoch 34370/50000
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Epoch 34371/50000
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Epoch 34372/50000
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Epoch 34373/50000
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Epoch 34374/50000
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Epoch 34375/50000
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Epoch 34376/50000
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Epoch 34377/50000
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Epoch 34378/50000
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Epoch 34379/50000
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Epoch 34380/50000
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Epoch 34381/50000
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Epoch 34382/50000
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Epoch 34383/50000
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Epoch 34384/50000
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Epoch 34385/50000
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Epoch 34386/50000
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Epoch 34387/50000
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Epoch 34388/50000
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Epoch 34389/50000
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Epoch 34390/50000
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Epoch 34391/50000
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Epoch 34392/50000
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Epoch 34393/50000
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Epoch 34394/50000
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Epoch 34395/50000
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Epoch 34396/50000
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Epoch 34397/50000
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Epoch 34398/50000
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Epoch 34399/50000
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Epoch 34400/50000
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Epoch 34401/50000
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Epoch 34402/50000
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Epoch 34403/50000
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Epoch 34404/50000
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Epoch 34405/50000
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Epoch 34406/50000
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Epoch 34407/50000
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Epoch 34408/50000
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Epoch 34409/50000
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Epoch 34410/50000
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Epoch 34411/50000
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Epoch 34412/50000
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Epoch 34413/50000
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Epoch 34414/50000
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Epoch 34415/50000
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Epoch 34416/50000
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Epoch 34417/50000
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Epoch 34418/50000
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Epoch 34419/50000
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Epoch 34420/50000
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Epoch 34421/50000
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Epoch 34422/50000
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Epoch 34423/50000
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Epoch 34424/50000
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Epoch 34425/50000
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Epoch 34426/50000
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Epoch 34427/50000
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Epoch 34428/50000
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Epoch 34429/50000
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Epoch 34430/50000
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Epoch 34431/50000
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Epoch 34432/50000
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Epoch 34433/50000
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Epoch 34434/50000
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Epoch 34435/50000
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Epoch 34436/50000
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Epoch 34437/50000
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Epoch 34438/50000
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Epoch 34439/50000
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Epoch 34440/50000
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Epoch 34441/50000
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Epoch 34442/50000
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Epoch 34443/50000
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Epoch 34444/50000
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Epoch 34445/50000
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Epoch 34446/50000
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Epoch 34447/50000
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Epoch 34448/50000
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Epoch 34449/50000
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Epoch 34450/50000
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Epoch 34451/50000
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Epoch 34452/50000
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Epoch 34453/50000
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Epoch 34454/50000
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Epoch 34455/50000
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Epoch 34456/50000
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Epoch 34457/50000
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Epoch 34458/50000
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Epoch 34459/50000
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Epoch 34460/50000
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Epoch 34461/50000
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Epoch 34462/50000
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Epoch 34463/50000
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Epoch 34464/50000
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Epoch 34465/50000
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Epoch 34466/50000
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Epoch 34467/50000
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Epoch 34468/50000
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Epoch 34469/50000
discriminator loss: 1.337709 - generator loss: 0.760426 - 1s
Epoch 34470/50000
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Epoch 34471/50000
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Epoch 34472/50000
discriminator loss: 1.347250 - generator loss: 0.755631 - 1s
Epoch 34473/50000
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Epoch 34474/50000
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Epoch 34475/50000
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Epoch 34476/50000
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Epoch 34477/50000
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Epoch 34478/50000
discriminator loss: 1.345960 - generator loss: 0.762818 - 1s
Epoch 34479/50000
discriminator loss: 1.339956 - generator loss: 0.759273 - 1s
Epoch 34480/50000
discriminator loss: 1.337466 - generator loss: 0.756809 - 1s
Epoch 34481/50000
discriminator loss: 1.336494 - generator loss: 0.763007 - 1s
Epoch 34482/50000
discriminator loss: 1.338253 - generator loss: 0.754319 - 1s
Epoch 34483/50000
discriminator loss: 1.344138 - generator loss: 0.760506 - 1s
Epoch 34484/50000
discriminator loss: 1.351094 - generator loss: 0.758108 - 1s
Epoch 34485/50000
discriminator loss: 1.337855 - generator loss: 0.760155 - 1s
Epoch 34486/50000
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Epoch 34487/50000
discriminator loss: 1.351576 - generator loss: 0.754917 - 1s
Epoch 34488/50000
discriminator loss: 1.339640 - generator loss: 0.756079 - 1s
Epoch 34489/50000
discriminator loss: 1.347701 - generator loss: 0.758534 - 1s
Epoch 34490/50000
discriminator loss: 1.340283 - generator loss: 0.757692 - 1s
Epoch 34491/50000
discriminator loss: 1.344026 - generator loss: 0.762064 - 1s
Epoch 34492/50000
discriminator loss: 1.342299 - generator loss: 0.758424 - 1s
Epoch 34493/50000
discriminator loss: 1.335260 - generator loss: 0.763103 - 1s
Epoch 34494/50000
discriminator loss: 1.352270 - generator loss: 0.752941 - 1s
Epoch 34495/50000
discriminator loss: 1.337154 - generator loss: 0.762195 - 1s
Epoch 34496/50000
discriminator loss: 1.349934 - generator loss: 0.753554 - 1s
Epoch 34497/50000
discriminator loss: 1.340283 - generator loss: 0.758355 - 1s
Epoch 34498/50000
discriminator loss: 1.345663 - generator loss: 0.760723 - 1s
Epoch 34499/50000
discriminator loss: 1.343371 - generator loss: 0.771158 - 1s
Epoch 34500/50000
discriminator loss: 1.344105 - generator loss: 0.755806 - 1s
Epoch 34501/50000
discriminator loss: 1.353324 - generator loss: 0.747043 - 1s
Epoch 34502/50000
discriminator loss: 1.343967 - generator loss: 0.758173 - 1s
Epoch 34503/50000
discriminator loss: 1.344586 - generator loss: 0.757548 - 1s
Epoch 34504/50000
discriminator loss: 1.331728 - generator loss: 0.773547 - 1s
Epoch 34505/50000
discriminator loss: 1.334614 - generator loss: 0.763812 - 1s
Epoch 34506/50000
discriminator loss: 1.350670 - generator loss: 0.756134 - 1s
Epoch 34507/50000
discriminator loss: 1.352082 - generator loss: 0.756621 - 1s
Epoch 34508/50000
discriminator loss: 1.343867 - generator loss: 0.758454 - 1s
Epoch 34509/50000
discriminator loss: 1.350721 - generator loss: 0.758158 - 1s
Epoch 34510/50000
discriminator loss: 1.344776 - generator loss: 0.749888 - 1s
Epoch 34511/50000
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Epoch 34512/50000
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Epoch 34513/50000
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Epoch 34514/50000
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Epoch 34515/50000
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Epoch 34516/50000
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Epoch 34517/50000
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Epoch 34518/50000
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Epoch 34519/50000
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Epoch 34520/50000
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Epoch 34521/50000
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Epoch 34522/50000
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Epoch 34523/50000
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Epoch 34524/50000
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Epoch 34525/50000
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Epoch 34526/50000
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Epoch 34527/50000
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Epoch 34528/50000
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Epoch 34529/50000
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Epoch 34530/50000
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Epoch 34531/50000
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Epoch 34532/50000
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Epoch 34533/50000
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Epoch 34534/50000
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Epoch 34535/50000
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Epoch 34536/50000
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Epoch 34537/50000
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Epoch 34538/50000
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Epoch 34539/50000
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Epoch 34540/50000
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Epoch 34541/50000
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Epoch 34542/50000
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Epoch 34543/50000
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Epoch 34544/50000
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Epoch 34545/50000
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Epoch 34546/50000
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Epoch 34547/50000
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Epoch 34548/50000
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Epoch 34549/50000
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Epoch 34550/50000
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Epoch 34551/50000
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Epoch 34552/50000
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Epoch 34553/50000
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Epoch 34554/50000
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Epoch 34555/50000
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Epoch 34556/50000
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Epoch 34557/50000
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Epoch 34558/50000
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Epoch 34559/50000
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Epoch 34560/50000
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Epoch 34561/50000
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Epoch 34562/50000
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Epoch 34563/50000
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Epoch 34564/50000
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Epoch 34565/50000
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Epoch 34566/50000
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Epoch 34567/50000
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Epoch 34568/50000
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Epoch 34569/50000
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Epoch 34570/50000
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Epoch 34571/50000
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Epoch 34572/50000
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Epoch 34573/50000
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Epoch 34574/50000
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Epoch 34575/50000
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Epoch 34576/50000
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Epoch 34577/50000
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Epoch 34578/50000
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Epoch 34579/50000
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Epoch 34580/50000
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Epoch 34581/50000
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Epoch 34582/50000
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Epoch 34583/50000
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Epoch 34584/50000
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Epoch 34585/50000
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Epoch 34586/50000
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Epoch 34587/50000
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Epoch 34588/50000
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Epoch 34589/50000
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Epoch 34590/50000
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Epoch 34591/50000
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Epoch 34592/50000
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Epoch 34593/50000
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Epoch 34594/50000
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Epoch 34595/50000
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Epoch 34596/50000
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Epoch 34597/50000
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Epoch 34598/50000
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Epoch 34599/50000
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Epoch 34600/50000
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Epoch 34601/50000
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Epoch 34602/50000
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Epoch 34603/50000
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Epoch 34604/50000
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Epoch 34605/50000
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Epoch 34606/50000
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Epoch 34607/50000
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Epoch 34608/50000
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Epoch 34609/50000
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Epoch 34610/50000
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Epoch 34611/50000
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Epoch 34612/50000
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Epoch 34613/50000
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Epoch 34614/50000
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Epoch 34615/50000
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Epoch 34616/50000
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Epoch 34617/50000
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Epoch 34618/50000
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Epoch 34619/50000
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Epoch 34620/50000
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Epoch 34621/50000
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Epoch 34622/50000
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Epoch 34623/50000
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Epoch 34624/50000
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Epoch 34625/50000
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Epoch 34626/50000
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Epoch 34627/50000
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Epoch 34628/50000
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Epoch 34629/50000
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Epoch 34630/50000
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Epoch 34631/50000
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Epoch 34632/50000
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Epoch 34633/50000
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Epoch 34634/50000
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Epoch 34635/50000
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Epoch 34636/50000
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Epoch 34637/50000
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Epoch 34638/50000
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Epoch 34639/50000
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Epoch 34640/50000
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Epoch 34641/50000
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Epoch 34642/50000
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Epoch 34643/50000
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Epoch 34644/50000
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Epoch 34645/50000
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Epoch 34646/50000
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Epoch 34647/50000
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Epoch 34648/50000
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Epoch 34649/50000
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Epoch 34650/50000
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Epoch 34651/50000
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Epoch 34652/50000
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Epoch 34653/50000
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Epoch 34654/50000
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Epoch 34655/50000
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Epoch 34656/50000
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Epoch 34657/50000
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Epoch 34658/50000
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Epoch 34659/50000
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Epoch 34660/50000
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Epoch 34661/50000
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Epoch 34662/50000
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Epoch 34663/50000
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Epoch 34664/50000
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Epoch 34665/50000
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Epoch 34666/50000
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Epoch 34667/50000
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Epoch 34668/50000
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Epoch 34669/50000
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Epoch 34670/50000
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Epoch 34671/50000
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Epoch 34672/50000
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Epoch 34673/50000
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Epoch 34674/50000
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Epoch 34675/50000
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Epoch 34676/50000
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Epoch 34677/50000
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Epoch 34678/50000
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Epoch 34679/50000
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Epoch 34680/50000
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Epoch 34681/50000
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Epoch 34682/50000
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Epoch 34683/50000
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Epoch 34684/50000
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Epoch 34685/50000
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Epoch 34686/50000
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Epoch 34687/50000
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Epoch 34688/50000
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Epoch 34689/50000
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Epoch 34690/50000
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Epoch 34691/50000
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Epoch 34692/50000
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Epoch 34693/50000
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Epoch 34694/50000
discriminator loss: 1.341013 - generator loss: 0.763996 - 1s
Epoch 34695/50000
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Epoch 34696/50000
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Epoch 34697/50000
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Epoch 34698/50000
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Epoch 34699/50000
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Epoch 34700/50000
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Epoch 34701/50000
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Epoch 34702/50000
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Epoch 34703/50000
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Epoch 34704/50000
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Epoch 34705/50000
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Epoch 34706/50000
discriminator loss: 1.337224 - generator loss: 0.765676 - 1s
Epoch 34707/50000
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Epoch 34708/50000
discriminator loss: 1.345464 - generator loss: 0.757703 - 1s
Epoch 34709/50000
discriminator loss: 1.341862 - generator loss: 0.769629 - 1s
Epoch 34710/50000
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Epoch 34711/50000
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Epoch 34712/50000
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Epoch 34713/50000
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Epoch 34714/50000
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Epoch 34715/50000
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Epoch 34716/50000
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Epoch 34717/50000
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Epoch 34718/50000
discriminator loss: 1.339014 - generator loss: 0.765676 - 1s
Epoch 34719/50000
discriminator loss: 1.340771 - generator loss: 0.762554 - 1s
Epoch 34720/50000
discriminator loss: 1.341565 - generator loss: 0.751393 - 1s
Epoch 34721/50000
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Epoch 34722/50000
discriminator loss: 1.345328 - generator loss: 0.765452 - 1s
Epoch 34723/50000
discriminator loss: 1.348777 - generator loss: 0.753022 - 1s
Epoch 34724/50000
discriminator loss: 1.349909 - generator loss: 0.754886 - 1s
Epoch 34725/50000
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Epoch 34726/50000
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Epoch 34727/50000
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Epoch 34728/50000
discriminator loss: 1.350586 - generator loss: 0.752471 - 1s
Epoch 34729/50000
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Epoch 34730/50000
discriminator loss: 1.345069 - generator loss: 0.766813 - 1s
Epoch 34731/50000
discriminator loss: 1.348358 - generator loss: 0.757321 - 1s
Epoch 34732/50000
discriminator loss: 1.342011 - generator loss: 0.756465 - 1s
Epoch 34733/50000
discriminator loss: 1.334784 - generator loss: 0.765743 - 1s
Epoch 34734/50000
discriminator loss: 1.340219 - generator loss: 0.756727 - 1s
Epoch 34735/50000
discriminator loss: 1.337224 - generator loss: 0.767045 - 1s
Epoch 34736/50000
discriminator loss: 1.341313 - generator loss: 0.753062 - 1s
Epoch 34737/50000
discriminator loss: 1.332335 - generator loss: 0.768326 - 1s
Epoch 34738/50000
discriminator loss: 1.346029 - generator loss: 0.760402 - 1s
Epoch 34739/50000
discriminator loss: 1.329255 - generator loss: 0.772928 - 1s
Epoch 34740/50000
discriminator loss: 1.338493 - generator loss: 0.760466 - 1s
Epoch 34741/50000
discriminator loss: 1.349024 - generator loss: 0.751632 - 1s
Epoch 34742/50000
discriminator loss: 1.347232 - generator loss: 0.761426 - 1s
Epoch 34743/50000
discriminator loss: 1.345790 - generator loss: 0.755597 - 1s
Epoch 34744/50000
discriminator loss: 1.346256 - generator loss: 0.754682 - 1s
Epoch 34745/50000
discriminator loss: 1.346356 - generator loss: 0.754261 - 1s
Epoch 34746/50000
discriminator loss: 1.348644 - generator loss: 0.755444 - 1s
Epoch 34747/50000
discriminator loss: 1.345099 - generator loss: 0.767144 - 1s
Epoch 34748/50000
discriminator loss: 1.332465 - generator loss: 0.767590 - 1s
Epoch 34749/50000
discriminator loss: 1.338682 - generator loss: 0.761342 - 1s
Epoch 34750/50000
discriminator loss: 1.342261 - generator loss: 0.761569 - 1s
Epoch 34751/50000
discriminator loss: 1.349714 - generator loss: 0.754120 - 1s
Epoch 34752/50000
discriminator loss: 1.339063 - generator loss: 0.766437 - 1s
Epoch 34753/50000
discriminator loss: 1.344849 - generator loss: 0.757654 - 1s
Epoch 34754/50000
discriminator loss: 1.344280 - generator loss: 0.750962 - 1s
Epoch 34755/50000
discriminator loss: 1.353963 - generator loss: 0.753814 - 1s
Epoch 34756/50000
discriminator loss: 1.340153 - generator loss: 0.759145 - 1s
Epoch 34757/50000
discriminator loss: 1.351903 - generator loss: 0.746876 - 1s
Epoch 34758/50000
discriminator loss: 1.343154 - generator loss: 0.758689 - 1s
Epoch 34759/50000
discriminator loss: 1.346282 - generator loss: 0.762248 - 1s
Epoch 34760/50000
discriminator loss: 1.349928 - generator loss: 0.754960 - 1s
Epoch 34761/50000
discriminator loss: 1.344858 - generator loss: 0.761621 - 1s
Epoch 34762/50000
discriminator loss: 1.335176 - generator loss: 0.767763 - 1s
Epoch 34763/50000
discriminator loss: 1.340609 - generator loss: 0.762115 - 1s
Epoch 34764/50000
discriminator loss: 1.340495 - generator loss: 0.767164 - 1s
Epoch 34765/50000
discriminator loss: 1.339548 - generator loss: 0.756471 - 1s
Epoch 34766/50000
discriminator loss: 1.335158 - generator loss: 0.760539 - 1s
Epoch 34767/50000
discriminator loss: 1.342050 - generator loss: 0.756534 - 1s
Epoch 34768/50000
discriminator loss: 1.333613 - generator loss: 0.769855 - 1s
Epoch 34769/50000
discriminator loss: 1.337143 - generator loss: 0.770285 - 1s
Epoch 34770/50000
discriminator loss: 1.330420 - generator loss: 0.767008 - 1s
Epoch 34771/50000
discriminator loss: 1.328682 - generator loss: 0.766667 - 1s
Epoch 34772/50000
discriminator loss: 1.346285 - generator loss: 0.762712 - 1s
Epoch 34773/50000
discriminator loss: 1.333701 - generator loss: 0.763682 - 1s
Epoch 34774/50000
discriminator loss: 1.343687 - generator loss: 0.760856 - 1s
Epoch 34775/50000
discriminator loss: 1.335613 - generator loss: 0.767504 - 1s
Epoch 34776/50000
discriminator loss: 1.351873 - generator loss: 0.755158 - 1s
Epoch 34777/50000
discriminator loss: 1.339442 - generator loss: 0.768787 - 1s
Epoch 34778/50000
discriminator loss: 1.345112 - generator loss: 0.756092 - 1s
Epoch 34779/50000
discriminator loss: 1.341627 - generator loss: 0.760920 - 1s
Epoch 34780/50000
discriminator loss: 1.330993 - generator loss: 0.764691 - 1s
Epoch 34781/50000
discriminator loss: 1.336037 - generator loss: 0.761888 - 1s
Epoch 34782/50000
discriminator loss: 1.338862 - generator loss: 0.763171 - 1s
Epoch 34783/50000
discriminator loss: 1.343177 - generator loss: 0.763481 - 1s
Epoch 34784/50000
discriminator loss: 1.327111 - generator loss: 0.770953 - 1s
Epoch 34785/50000
discriminator loss: 1.341237 - generator loss: 0.758829 - 1s
Epoch 34786/50000
discriminator loss: 1.346484 - generator loss: 0.765560 - 1s
Epoch 34787/50000
discriminator loss: 1.333536 - generator loss: 0.760512 - 1s
Epoch 34788/50000
discriminator loss: 1.345442 - generator loss: 0.757052 - 1s
Epoch 34789/50000
discriminator loss: 1.339926 - generator loss: 0.753523 - 1s
Epoch 34790/50000
discriminator loss: 1.339286 - generator loss: 0.764837 - 1s
Epoch 34791/50000
discriminator loss: 1.341824 - generator loss: 0.759776 - 1s
Epoch 34792/50000
discriminator loss: 1.338615 - generator loss: 0.761904 - 1s
Epoch 34793/50000
discriminator loss: 1.320697 - generator loss: 0.775928 - 1s
Epoch 34794/50000
discriminator loss: 1.348806 - generator loss: 0.758547 - 1s
Epoch 34795/50000
discriminator loss: 1.339369 - generator loss: 0.768529 - 1s
Epoch 34796/50000
discriminator loss: 1.345988 - generator loss: 0.753926 - 1s
Epoch 34797/50000
discriminator loss: 1.354702 - generator loss: 0.753441 - 1s
Epoch 34798/50000
discriminator loss: 1.332370 - generator loss: 0.767767 - 1s
Epoch 34799/50000
discriminator loss: 1.342944 - generator loss: 0.759364 - 1s
Epoch 34800/50000
discriminator loss: 1.338843 - generator loss: 0.758826 - 1s
Epoch 34801/50000
discriminator loss: 1.345618 - generator loss: 0.757120 - 1s
Epoch 34802/50000
discriminator loss: 1.339939 - generator loss: 0.761664 - 1s
Epoch 34803/50000
discriminator loss: 1.344637 - generator loss: 0.753479 - 1s
Epoch 34804/50000
discriminator loss: 1.335654 - generator loss: 0.771082 - 1s
Epoch 34805/50000
discriminator loss: 1.338558 - generator loss: 0.759409 - 1s
Epoch 34806/50000
discriminator loss: 1.340374 - generator loss: 0.764613 - 1s
Epoch 34807/50000
discriminator loss: 1.346168 - generator loss: 0.759507 - 1s
Epoch 34808/50000
discriminator loss: 1.338867 - generator loss: 0.763781 - 1s
Epoch 34809/50000
discriminator loss: 1.343069 - generator loss: 0.764738 - 1s
Epoch 34810/50000
discriminator loss: 1.352114 - generator loss: 0.754913 - 1s
Epoch 34811/50000
discriminator loss: 1.339172 - generator loss: 0.759184 - 1s
Epoch 34812/50000
discriminator loss: 1.350823 - generator loss: 0.753079 - 1s
Epoch 34813/50000
discriminator loss: 1.345514 - generator loss: 0.756911 - 1s
Epoch 34814/50000
discriminator loss: 1.350674 - generator loss: 0.751628 - 1s
Epoch 34815/50000
discriminator loss: 1.340508 - generator loss: 0.769649 - 1s
Epoch 34816/50000
discriminator loss: 1.330544 - generator loss: 0.768734 - 1s
Epoch 34817/50000
discriminator loss: 1.334281 - generator loss: 0.763034 - 1s
Epoch 34818/50000
discriminator loss: 1.332702 - generator loss: 0.769349 - 1s
Epoch 34819/50000
discriminator loss: 1.343918 - generator loss: 0.750406 - 1s
Epoch 34820/50000
discriminator loss: 1.333393 - generator loss: 0.763916 - 1s
Epoch 34821/50000
discriminator loss: 1.336934 - generator loss: 0.765615 - 1s
Epoch 34822/50000
discriminator loss: 1.344029 - generator loss: 0.751794 - 1s
Epoch 34823/50000
discriminator loss: 1.338093 - generator loss: 0.761110 - 1s
Epoch 34824/50000
discriminator loss: 1.345505 - generator loss: 0.761212 - 1s
Epoch 34825/50000
discriminator loss: 1.354330 - generator loss: 0.750602 - 1s
Epoch 34826/50000
discriminator loss: 1.342553 - generator loss: 0.761535 - 1s
Epoch 34827/50000
discriminator loss: 1.347599 - generator loss: 0.762569 - 1s
Epoch 34828/50000
discriminator loss: 1.341994 - generator loss: 0.766077 - 1s
Epoch 34829/50000
discriminator loss: 1.338386 - generator loss: 0.763543 - 1s
Epoch 34830/50000
discriminator loss: 1.351622 - generator loss: 0.749388 - 1s
Epoch 34831/50000
discriminator loss: 1.342859 - generator loss: 0.766449 - 1s
Epoch 34832/50000
discriminator loss: 1.348046 - generator loss: 0.752332 - 1s
Epoch 34833/50000
discriminator loss: 1.345813 - generator loss: 0.752968 - 1s
Epoch 34834/50000
discriminator loss: 1.340080 - generator loss: 0.759501 - 1s
Epoch 34835/50000
discriminator loss: 1.351756 - generator loss: 0.754951 - 1s
Epoch 34836/50000
discriminator loss: 1.335061 - generator loss: 0.768532 - 1s
Epoch 34837/50000
discriminator loss: 1.346078 - generator loss: 0.758097 - 1s
Epoch 34838/50000
discriminator loss: 1.341999 - generator loss: 0.764735 - 1s
Epoch 34839/50000
discriminator loss: 1.333853 - generator loss: 0.773371 - 1s
Epoch 34840/50000
discriminator loss: 1.342972 - generator loss: 0.756625 - 1s
Epoch 34841/50000
discriminator loss: 1.343102 - generator loss: 0.756906 - 1s
Epoch 34842/50000
discriminator loss: 1.344554 - generator loss: 0.752281 - 1s
Epoch 34843/50000
discriminator loss: 1.346884 - generator loss: 0.755369 - 1s
Epoch 34844/50000
discriminator loss: 1.332725 - generator loss: 0.771117 - 1s
Epoch 34845/50000
discriminator loss: 1.337836 - generator loss: 0.762206 - 1s
Epoch 34846/50000
discriminator loss: 1.345041 - generator loss: 0.757234 - 1s
Epoch 34847/50000
discriminator loss: 1.340443 - generator loss: 0.760720 - 1s
Epoch 34848/50000
discriminator loss: 1.341791 - generator loss: 0.759823 - 1s
Epoch 34849/50000
discriminator loss: 1.342719 - generator loss: 0.760040 - 1s
Epoch 34850/50000
discriminator loss: 1.331665 - generator loss: 0.772067 - 1s
Epoch 34851/50000
discriminator loss: 1.347104 - generator loss: 0.764182 - 1s
Epoch 34852/50000
discriminator loss: 1.340790 - generator loss: 0.756999 - 1s
Epoch 34853/50000
discriminator loss: 1.356105 - generator loss: 0.747293 - 1s
Epoch 34854/50000
discriminator loss: 1.340938 - generator loss: 0.767845 - 1s
Epoch 34855/50000
discriminator loss: 1.334516 - generator loss: 0.759472 - 1s
Epoch 34856/50000
discriminator loss: 1.336862 - generator loss: 0.766550 - 1s
Epoch 34857/50000
discriminator loss: 1.342876 - generator loss: 0.753873 - 1s
Epoch 34858/50000
discriminator loss: 1.347826 - generator loss: 0.759351 - 1s
Epoch 34859/50000
discriminator loss: 1.341961 - generator loss: 0.754577 - 1s
Epoch 34860/50000
discriminator loss: 1.344081 - generator loss: 0.753646 - 1s
Epoch 34861/50000
discriminator loss: 1.343102 - generator loss: 0.768839 - 1s
Epoch 34862/50000
discriminator loss: 1.345563 - generator loss: 0.758328 - 1s
Epoch 34863/50000
discriminator loss: 1.347398 - generator loss: 0.758774 - 1s
Epoch 34864/50000
discriminator loss: 1.337250 - generator loss: 0.761835 - 1s
Epoch 34865/50000
discriminator loss: 1.333122 - generator loss: 0.764342 - 1s
Epoch 34866/50000
discriminator loss: 1.337812 - generator loss: 0.769220 - 1s
Epoch 34867/50000
discriminator loss: 1.335130 - generator loss: 0.757210 - 1s
Epoch 34868/50000
discriminator loss: 1.358782 - generator loss: 0.746256 - 1s
Epoch 34869/50000
discriminator loss: 1.338397 - generator loss: 0.762500 - 1s
Epoch 34870/50000
discriminator loss: 1.342193 - generator loss: 0.767977 - 1s
Epoch 34871/50000
discriminator loss: 1.329377 - generator loss: 0.763588 - 1s
Epoch 34872/50000
discriminator loss: 1.338541 - generator loss: 0.766558 - 1s
Epoch 34873/50000
discriminator loss: 1.343570 - generator loss: 0.762926 - 1s
Epoch 34874/50000
discriminator loss: 1.346688 - generator loss: 0.752213 - 1s
Epoch 34875/50000
discriminator loss: 1.342279 - generator loss: 0.761600 - 1s
Epoch 34876/50000
discriminator loss: 1.337410 - generator loss: 0.760857 - 1s
Epoch 34877/50000
discriminator loss: 1.341727 - generator loss: 0.757719 - 1s
Epoch 34878/50000
discriminator loss: 1.343474 - generator loss: 0.762788 - 1s
Epoch 34879/50000
discriminator loss: 1.330680 - generator loss: 0.770041 - 1s
Epoch 34880/50000
discriminator loss: 1.345986 - generator loss: 0.759283 - 1s
Epoch 34881/50000
discriminator loss: 1.342287 - generator loss: 0.755151 - 1s
Epoch 34882/50000
discriminator loss: 1.342302 - generator loss: 0.760796 - 1s
Epoch 34883/50000
discriminator loss: 1.357278 - generator loss: 0.753258 - 1s
Epoch 34884/50000
discriminator loss: 1.342367 - generator loss: 0.762284 - 1s
Epoch 34885/50000
discriminator loss: 1.347337 - generator loss: 0.748470 - 1s
Epoch 34886/50000
discriminator loss: 1.342274 - generator loss: 0.769593 - 1s
Epoch 34887/50000
discriminator loss: 1.349207 - generator loss: 0.755339 - 1s
Epoch 34888/50000
discriminator loss: 1.344322 - generator loss: 0.759633 - 1s
Epoch 34889/50000
discriminator loss: 1.344579 - generator loss: 0.750544 - 1s
Epoch 34890/50000
discriminator loss: 1.344383 - generator loss: 0.754164 - 1s
Epoch 34891/50000
discriminator loss: 1.344193 - generator loss: 0.761693 - 1s
Epoch 34892/50000
discriminator loss: 1.346377 - generator loss: 0.760810 - 1s
Epoch 34893/50000
discriminator loss: 1.340527 - generator loss: 0.768444 - 1s
Epoch 34894/50000
discriminator loss: 1.344991 - generator loss: 0.761241 - 1s
Epoch 34895/50000
discriminator loss: 1.344911 - generator loss: 0.753894 - 1s
Epoch 34896/50000
discriminator loss: 1.349277 - generator loss: 0.760251 - 1s
Epoch 34897/50000
discriminator loss: 1.332900 - generator loss: 0.767944 - 1s
Epoch 34898/50000
discriminator loss: 1.357527 - generator loss: 0.738671 - 1s
Epoch 34899/50000
discriminator loss: 1.341911 - generator loss: 0.765335 - 1s
Epoch 34900/50000
discriminator loss: 1.342649 - generator loss: 0.768799 - 1s
Epoch 34901/50000
discriminator loss: 1.348353 - generator loss: 0.753569 - 1s
Epoch 34902/50000
discriminator loss: 1.351099 - generator loss: 0.756607 - 1s
Epoch 34903/50000
discriminator loss: 1.339303 - generator loss: 0.760597 - 1s
Epoch 34904/50000
discriminator loss: 1.337808 - generator loss: 0.761911 - 1s
Epoch 34905/50000
discriminator loss: 1.340820 - generator loss: 0.760399 - 1s
Epoch 34906/50000
discriminator loss: 1.342929 - generator loss: 0.761408 - 1s
Epoch 34907/50000
discriminator loss: 1.349495 - generator loss: 0.761870 - 1s
Epoch 34908/50000
discriminator loss: 1.341079 - generator loss: 0.760579 - 1s
Epoch 34909/50000
discriminator loss: 1.346026 - generator loss: 0.757955 - 1s
Epoch 34910/50000
discriminator loss: 1.338002 - generator loss: 0.761254 - 1s
Epoch 34911/50000
discriminator loss: 1.337540 - generator loss: 0.762062 - 1s
Epoch 34912/50000
discriminator loss: 1.330258 - generator loss: 0.767032 - 1s
Epoch 34913/50000
discriminator loss: 1.336524 - generator loss: 0.761807 - 1s
Epoch 34914/50000
discriminator loss: 1.345121 - generator loss: 0.765215 - 1s
Epoch 34915/50000
discriminator loss: 1.341989 - generator loss: 0.758935 - 1s
Epoch 34916/50000
discriminator loss: 1.352978 - generator loss: 0.750601 - 1s
Epoch 34917/50000
discriminator loss: 1.344067 - generator loss: 0.760975 - 1s
Epoch 34918/50000
discriminator loss: 1.336118 - generator loss: 0.756020 - 1s
Epoch 34919/50000
discriminator loss: 1.356649 - generator loss: 0.758320 - 1s
Epoch 34920/50000
discriminator loss: 1.343440 - generator loss: 0.766986 - 1s
Epoch 34921/50000
discriminator loss: 1.341752 - generator loss: 0.758732 - 1s
Epoch 34922/50000
discriminator loss: 1.334533 - generator loss: 0.766927 - 1s
Epoch 34923/50000
discriminator loss: 1.334386 - generator loss: 0.757360 - 1s
Epoch 34924/50000
discriminator loss: 1.339116 - generator loss: 0.761928 - 1s
Epoch 34925/50000
discriminator loss: 1.340521 - generator loss: 0.754372 - 1s
Epoch 34926/50000
discriminator loss: 1.355728 - generator loss: 0.754491 - 1s
Epoch 34927/50000
discriminator loss: 1.348519 - generator loss: 0.758099 - 1s
Epoch 34928/50000
discriminator loss: 1.345114 - generator loss: 0.759233 - 1s
Epoch 34929/50000
discriminator loss: 1.341778 - generator loss: 0.760724 - 1s
Epoch 34930/50000
discriminator loss: 1.344870 - generator loss: 0.753317 - 1s
Epoch 34931/50000
discriminator loss: 1.338529 - generator loss: 0.760855 - 1s
Epoch 34932/50000
discriminator loss: 1.334643 - generator loss: 0.763571 - 1s
Epoch 34933/50000
discriminator loss: 1.348548 - generator loss: 0.754449 - 1s
Epoch 34934/50000
discriminator loss: 1.335691 - generator loss: 0.767044 - 1s
Epoch 34935/50000
discriminator loss: 1.338773 - generator loss: 0.761902 - 1s
Epoch 34936/50000
discriminator loss: 1.345441 - generator loss: 0.765301 - 1s
Epoch 34937/50000
discriminator loss: 1.342849 - generator loss: 0.757312 - 1s
Epoch 34938/50000
discriminator loss: 1.348403 - generator loss: 0.749563 - 1s
Epoch 34939/50000
discriminator loss: 1.344343 - generator loss: 0.759391 - 1s
Epoch 34940/50000
discriminator loss: 1.332647 - generator loss: 0.765670 - 1s
Epoch 34941/50000
discriminator loss: 1.342160 - generator loss: 0.766569 - 1s
Epoch 34942/50000
discriminator loss: 1.347808 - generator loss: 0.757420 - 1s
Epoch 34943/50000
discriminator loss: 1.335218 - generator loss: 0.763432 - 1s
Epoch 34944/50000
discriminator loss: 1.331940 - generator loss: 0.769643 - 1s
Epoch 34945/50000
discriminator loss: 1.341590 - generator loss: 0.759591 - 1s
Epoch 34946/50000
discriminator loss: 1.338766 - generator loss: 0.767648 - 1s
Epoch 34947/50000
discriminator loss: 1.335564 - generator loss: 0.763394 - 1s
Epoch 34948/50000
discriminator loss: 1.341910 - generator loss: 0.754744 - 1s
Epoch 34949/50000
discriminator loss: 1.346561 - generator loss: 0.762248 - 1s
Epoch 34950/50000
discriminator loss: 1.346163 - generator loss: 0.756139 - 1s
Epoch 34951/50000
discriminator loss: 1.342642 - generator loss: 0.759089 - 1s
Epoch 34952/50000
discriminator loss: 1.344042 - generator loss: 0.753977 - 1s
Epoch 34953/50000
discriminator loss: 1.345423 - generator loss: 0.755616 - 1s
Epoch 34954/50000
discriminator loss: 1.338339 - generator loss: 0.763058 - 1s
Epoch 34955/50000
discriminator loss: 1.343513 - generator loss: 0.765178 - 1s
Epoch 34956/50000
discriminator loss: 1.344970 - generator loss: 0.755947 - 1s
Epoch 34957/50000
discriminator loss: 1.346983 - generator loss: 0.764428 - 1s
Epoch 34958/50000
discriminator loss: 1.341322 - generator loss: 0.756472 - 1s
Epoch 34959/50000
discriminator loss: 1.340475 - generator loss: 0.755983 - 1s
Epoch 34960/50000
discriminator loss: 1.350168 - generator loss: 0.760449 - 1s
Epoch 34961/50000
discriminator loss: 1.345801 - generator loss: 0.756797 - 1s
Epoch 34962/50000
discriminator loss: 1.348113 - generator loss: 0.757629 - 1s
Epoch 34963/50000
discriminator loss: 1.338082 - generator loss: 0.766873 - 1s
Epoch 34964/50000
discriminator loss: 1.345808 - generator loss: 0.751210 - 1s
Epoch 34965/50000
discriminator loss: 1.340757 - generator loss: 0.765170 - 1s
Epoch 34966/50000
discriminator loss: 1.345134 - generator loss: 0.756093 - 1s
Epoch 34967/50000
discriminator loss: 1.338558 - generator loss: 0.759971 - 1s
Epoch 34968/50000
discriminator loss: 1.334812 - generator loss: 0.766473 - 1s
Epoch 34969/50000
discriminator loss: 1.343291 - generator loss: 0.758756 - 1s
Epoch 34970/50000
discriminator loss: 1.341532 - generator loss: 0.760848 - 1s
Epoch 34971/50000
discriminator loss: 1.346167 - generator loss: 0.752187 - 1s
Epoch 34972/50000
discriminator loss: 1.337569 - generator loss: 0.773046 - 1s
Epoch 34973/50000
discriminator loss: 1.341316 - generator loss: 0.750012 - 1s
Epoch 34974/50000
discriminator loss: 1.343873 - generator loss: 0.767186 - 1s
Epoch 34975/50000
discriminator loss: 1.336812 - generator loss: 0.760418 - 1s
Epoch 34976/50000
discriminator loss: 1.340932 - generator loss: 0.760057 - 1s
Epoch 34977/50000
discriminator loss: 1.333805 - generator loss: 0.771231 - 1s
Epoch 34978/50000
discriminator loss: 1.341145 - generator loss: 0.759287 - 1s
Epoch 34979/50000
discriminator loss: 1.342867 - generator loss: 0.754331 - 1s
Epoch 34980/50000
discriminator loss: 1.346223 - generator loss: 0.758380 - 1s
Epoch 34981/50000
discriminator loss: 1.333865 - generator loss: 0.761316 - 1s
Epoch 34982/50000
discriminator loss: 1.332773 - generator loss: 0.769707 - 1s
Epoch 34983/50000
discriminator loss: 1.344070 - generator loss: 0.756211 - 1s
Epoch 34984/50000
discriminator loss: 1.339714 - generator loss: 0.761824 - 1s
Epoch 34985/50000
discriminator loss: 1.344346 - generator loss: 0.759115 - 1s
Epoch 34986/50000
discriminator loss: 1.352198 - generator loss: 0.753282 - 1s
Epoch 34987/50000
discriminator loss: 1.338359 - generator loss: 0.763115 - 1s
Epoch 34988/50000
discriminator loss: 1.348209 - generator loss: 0.754068 - 1s
Epoch 34989/50000
discriminator loss: 1.349010 - generator loss: 0.745647 - 1s
Epoch 34990/50000
discriminator loss: 1.347055 - generator loss: 0.764214 - 1s
Epoch 34991/50000
discriminator loss: 1.340199 - generator loss: 0.769555 - 1s
Epoch 34992/50000
discriminator loss: 1.338722 - generator loss: 0.761823 - 1s
Epoch 34993/50000
discriminator loss: 1.353016 - generator loss: 0.745521 - 1s
Epoch 34994/50000
discriminator loss: 1.344243 - generator loss: 0.759911 - 1s
Epoch 34995/50000
discriminator loss: 1.333921 - generator loss: 0.762407 - 1s
Epoch 34996/50000
discriminator loss: 1.333912 - generator loss: 0.758143 - 1s
Epoch 34997/50000
discriminator loss: 1.343666 - generator loss: 0.766140 - 1s
Epoch 34998/50000
discriminator loss: 1.350372 - generator loss: 0.754888 - 1s
Epoch 34999/50000
discriminator loss: 1.349344 - generator loss: 0.760743 - 1s
Epoch 35000/50000
discriminator loss: 1.339763 - generator loss: 0.761709 - 1s
Epoch 35001/50000
discriminator loss: 1.341833 - generator loss: 0.762537 - 1s

Loss: 

Epoch 35002/50000
discriminator loss: 1.334012 - generator loss: 0.758844 - 1s
Epoch 35003/50000
discriminator loss: 1.328112 - generator loss: 0.768170 - 1s
Epoch 35004/50000
discriminator loss: 1.346025 - generator loss: 0.758548 - 1s
Epoch 35005/50000
discriminator loss: 1.346022 - generator loss: 0.758439 - 1s
Epoch 35006/50000
discriminator loss: 1.338229 - generator loss: 0.766046 - 1s
Epoch 35007/50000
discriminator loss: 1.347902 - generator loss: 0.754105 - 1s
Epoch 35008/50000
discriminator loss: 1.342108 - generator loss: 0.758496 - 1s
Epoch 35009/50000
discriminator loss: 1.337867 - generator loss: 0.764719 - 1s
Epoch 35010/50000
discriminator loss: 1.338750 - generator loss: 0.757912 - 1s
Epoch 35011/50000
discriminator loss: 1.347511 - generator loss: 0.757589 - 1s
Epoch 35012/50000
discriminator loss: 1.344445 - generator loss: 0.763495 - 1s
Epoch 35013/50000
discriminator loss: 1.337268 - generator loss: 0.759002 - 1s
Epoch 35014/50000
discriminator loss: 1.330168 - generator loss: 0.769544 - 1s
Epoch 35015/50000
discriminator loss: 1.335281 - generator loss: 0.765781 - 1s
Epoch 35016/50000
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Epoch 35017/50000
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Epoch 35018/50000
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Epoch 35019/50000
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Epoch 35020/50000
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Epoch 35021/50000
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Epoch 35022/50000
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Epoch 35023/50000
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Epoch 35024/50000
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Epoch 35025/50000
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Epoch 35026/50000
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Epoch 35027/50000
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Epoch 35028/50000
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Epoch 35029/50000
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Epoch 35030/50000
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Epoch 35031/50000
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Epoch 35032/50000
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Epoch 35033/50000
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Epoch 35034/50000
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Epoch 35035/50000
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Epoch 35036/50000
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Epoch 35037/50000
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Epoch 35038/50000
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Epoch 35039/50000
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Epoch 35040/50000
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Epoch 35041/50000
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Epoch 35042/50000
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Epoch 35043/50000
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Epoch 35044/50000
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Epoch 35045/50000
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Epoch 35046/50000
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Epoch 35047/50000
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Epoch 35048/50000
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Epoch 35049/50000
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Epoch 35050/50000
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Epoch 35051/50000
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Epoch 35052/50000
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Epoch 35053/50000
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Epoch 35054/50000
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Epoch 35055/50000
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Epoch 35056/50000
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Epoch 35057/50000
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Epoch 35058/50000
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Epoch 35059/50000
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Epoch 35060/50000
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Epoch 35061/50000
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Epoch 35062/50000
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Epoch 35063/50000
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Epoch 35064/50000
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Epoch 35065/50000
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Epoch 35066/50000
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Epoch 35067/50000
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Epoch 35068/50000
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Epoch 35069/50000
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Epoch 35070/50000
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Epoch 35071/50000
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Epoch 35072/50000
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Epoch 35073/50000
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Epoch 35074/50000
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Epoch 35075/50000
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Epoch 35076/50000
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Epoch 35077/50000
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Epoch 35078/50000
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Epoch 35079/50000
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Epoch 35080/50000
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Epoch 35081/50000
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Epoch 35082/50000
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Epoch 35083/50000
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Epoch 35084/50000
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Epoch 35085/50000
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Epoch 35086/50000
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Epoch 35087/50000
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Epoch 35088/50000
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Epoch 35089/50000
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Epoch 35090/50000
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Epoch 35091/50000
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Epoch 35092/50000
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Epoch 35093/50000
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Epoch 35094/50000
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Epoch 35095/50000
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Epoch 35096/50000
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Epoch 35097/50000
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Epoch 35098/50000
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Epoch 35099/50000
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Epoch 35100/50000
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Epoch 35101/50000
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Epoch 35102/50000
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Epoch 35103/50000
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Epoch 35104/50000
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Epoch 35105/50000
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Epoch 35106/50000
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Epoch 35107/50000
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Epoch 35108/50000
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Epoch 35109/50000
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Epoch 35110/50000
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Epoch 35111/50000
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Epoch 35112/50000
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Epoch 35113/50000
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Epoch 35114/50000
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Epoch 35115/50000
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Epoch 35116/50000
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Epoch 35117/50000
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Epoch 35118/50000
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Epoch 35119/50000
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Epoch 35120/50000
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Epoch 35121/50000
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Epoch 35122/50000
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Epoch 35123/50000
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Epoch 35124/50000
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Epoch 35125/50000
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Epoch 35126/50000
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Epoch 35127/50000
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Epoch 35128/50000
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Epoch 35129/50000
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Epoch 35130/50000
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Epoch 35131/50000
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Epoch 35132/50000
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Epoch 35133/50000
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Epoch 35134/50000
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Epoch 35135/50000
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Epoch 35136/50000
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Epoch 35137/50000
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Epoch 35138/50000
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Epoch 35139/50000
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Epoch 35140/50000
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Epoch 35141/50000
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Epoch 35142/50000
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Epoch 35143/50000
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Epoch 35144/50000
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Epoch 35145/50000
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Epoch 35146/50000
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Epoch 35147/50000
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Epoch 35148/50000
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Epoch 35149/50000
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Epoch 35150/50000
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Epoch 35151/50000
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Epoch 35152/50000
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Epoch 35153/50000
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Epoch 35154/50000
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Epoch 35155/50000
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Epoch 35156/50000
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Epoch 35157/50000
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Epoch 35158/50000
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Epoch 35159/50000
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Epoch 35160/50000
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Epoch 35161/50000
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Epoch 35162/50000
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Epoch 35163/50000
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Epoch 35164/50000
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Epoch 35165/50000
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Epoch 35166/50000
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Epoch 35167/50000
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Epoch 35168/50000
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Epoch 35169/50000
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Epoch 35170/50000
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Epoch 35171/50000
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Epoch 35172/50000
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Epoch 35173/50000
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Epoch 35174/50000
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Epoch 35175/50000
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Epoch 35176/50000
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Epoch 35177/50000
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Epoch 35178/50000
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Epoch 35179/50000
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Epoch 35180/50000
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Epoch 35181/50000
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Epoch 35182/50000
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Epoch 35183/50000
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Epoch 35184/50000
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Epoch 35185/50000
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Epoch 35186/50000
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Epoch 35187/50000
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Epoch 35188/50000
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Epoch 35189/50000
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Epoch 35190/50000
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Epoch 35191/50000
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Epoch 35192/50000
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Epoch 35193/50000
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Epoch 35194/50000
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Epoch 35195/50000
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Epoch 35196/50000
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Epoch 35197/50000
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Epoch 35198/50000
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Epoch 35199/50000
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Epoch 35200/50000
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Epoch 35201/50000
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Epoch 35202/50000
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Epoch 35203/50000
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Epoch 35204/50000
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Epoch 35205/50000
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Epoch 35206/50000
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Epoch 35207/50000
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Epoch 35208/50000
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Epoch 35209/50000
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Epoch 35210/50000
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Epoch 35211/50000
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Epoch 35212/50000
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Epoch 35213/50000
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Epoch 35214/50000
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Epoch 35215/50000
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Epoch 35216/50000
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Epoch 35217/50000
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Epoch 35218/50000
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Epoch 35219/50000
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Epoch 35220/50000
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Epoch 35221/50000
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Epoch 35222/50000
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Epoch 35223/50000
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Epoch 35224/50000
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Epoch 35225/50000
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Epoch 35226/50000
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Epoch 35227/50000
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Epoch 35228/50000
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Epoch 35229/50000
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Epoch 35230/50000
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Epoch 35231/50000
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Epoch 35232/50000
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Epoch 35233/50000
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Epoch 35234/50000
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Epoch 35235/50000
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Epoch 35236/50000
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Epoch 35237/50000
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Epoch 35238/50000
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Epoch 35239/50000
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Epoch 35240/50000
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Epoch 35241/50000
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Epoch 35242/50000
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Epoch 35243/50000
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Epoch 35244/50000
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Epoch 35245/50000
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Epoch 35246/50000
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Epoch 35247/50000
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Epoch 35248/50000
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Epoch 35249/50000
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Epoch 35250/50000
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Epoch 35251/50000
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Epoch 35252/50000
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Epoch 35253/50000
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Epoch 35254/50000
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Epoch 35255/50000
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Epoch 35256/50000
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Epoch 35257/50000
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Epoch 35258/50000
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Epoch 35259/50000
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Epoch 35260/50000
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Epoch 35261/50000
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Epoch 35262/50000
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Epoch 35263/50000
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Epoch 35264/50000
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Epoch 35265/50000
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Epoch 35266/50000
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Epoch 35267/50000
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Epoch 35268/50000
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Epoch 35269/50000
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Epoch 35270/50000
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Epoch 35271/50000
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Epoch 35272/50000
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Epoch 35273/50000
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Epoch 35274/50000
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Epoch 35275/50000
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Epoch 35276/50000
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Epoch 35277/50000
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Epoch 35278/50000
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Epoch 35279/50000
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Epoch 35280/50000
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Epoch 35281/50000
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Epoch 35282/50000
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Epoch 35283/50000
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Epoch 35284/50000
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Epoch 35285/50000
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Epoch 35286/50000
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Epoch 35287/50000
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Epoch 35288/50000
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Epoch 35289/50000
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Epoch 35290/50000
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Epoch 35291/50000
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Epoch 35292/50000
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Epoch 35293/50000
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Epoch 35294/50000
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Epoch 35295/50000
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Epoch 35296/50000
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Epoch 35297/50000
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Epoch 35298/50000
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Epoch 35299/50000
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Epoch 35300/50000
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Epoch 35301/50000
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Epoch 35302/50000
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Epoch 35303/50000
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Epoch 35304/50000
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Epoch 35305/50000
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Epoch 35306/50000
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Epoch 35307/50000
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Epoch 35308/50000
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Epoch 35309/50000
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Epoch 35310/50000
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Epoch 35311/50000
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Epoch 35312/50000
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Epoch 35313/50000
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Epoch 35314/50000
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Epoch 35315/50000
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Epoch 35316/50000
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Epoch 35317/50000
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Epoch 35318/50000
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Epoch 35319/50000
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Epoch 35320/50000
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Epoch 35321/50000
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Epoch 35322/50000
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Epoch 35323/50000
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Epoch 35324/50000
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Epoch 35325/50000
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Epoch 35326/50000
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Epoch 35327/50000
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Epoch 35328/50000
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Epoch 35329/50000
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Epoch 35330/50000
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Epoch 35331/50000
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Epoch 35332/50000
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Epoch 35333/50000
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Epoch 35334/50000
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Epoch 35335/50000
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Epoch 35336/50000
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Epoch 35337/50000
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Epoch 35338/50000
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Epoch 35339/50000
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Epoch 35340/50000
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Epoch 35341/50000
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Epoch 35342/50000
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Epoch 35343/50000
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Epoch 35344/50000
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Epoch 35345/50000
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Epoch 35346/50000
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Epoch 35347/50000
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Epoch 35348/50000
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Epoch 35349/50000
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Epoch 35350/50000
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Epoch 35351/50000
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Epoch 35352/50000
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Epoch 35353/50000
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Epoch 35354/50000
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Epoch 35355/50000
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Epoch 35356/50000
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Epoch 35357/50000
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Epoch 35358/50000
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Epoch 35359/50000
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Epoch 35360/50000
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Epoch 35361/50000
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Epoch 35362/50000
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Epoch 35363/50000
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Epoch 35364/50000
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Epoch 35365/50000
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Epoch 35366/50000
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Epoch 35367/50000
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Epoch 35368/50000
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Epoch 35369/50000
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Epoch 35370/50000
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Epoch 35371/50000
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Epoch 35372/50000
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Epoch 35373/50000
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Epoch 35374/50000
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Epoch 35375/50000
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Epoch 35376/50000
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Epoch 35377/50000
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Epoch 35378/50000
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Epoch 35379/50000
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Epoch 35380/50000
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Epoch 35381/50000
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Epoch 35382/50000
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Epoch 35383/50000
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Epoch 35384/50000
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Epoch 35385/50000
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Epoch 35386/50000
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Epoch 35387/50000
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Epoch 35388/50000
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Epoch 35389/50000
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Epoch 35390/50000
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Epoch 35391/50000
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Epoch 35392/50000
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Epoch 35393/50000
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Epoch 35394/50000
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Epoch 35395/50000
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Epoch 35396/50000
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Epoch 35397/50000
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Epoch 35398/50000
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Epoch 35399/50000
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Epoch 35400/50000
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Epoch 35401/50000
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Epoch 35402/50000
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Epoch 35403/50000
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Epoch 35404/50000
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Epoch 35405/50000
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Epoch 35406/50000
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Epoch 35407/50000
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Epoch 35408/50000
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Epoch 35409/50000
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Epoch 35410/50000
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Epoch 35411/50000
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Epoch 35412/50000
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Epoch 35413/50000
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Epoch 35414/50000
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Epoch 35415/50000
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Epoch 35416/50000
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Epoch 35417/50000
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Epoch 35418/50000
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Epoch 35419/50000
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Epoch 35420/50000
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Epoch 35421/50000
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Epoch 35422/50000
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Epoch 35423/50000
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Epoch 35424/50000
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Epoch 35425/50000
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Epoch 35426/50000
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Epoch 35427/50000
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Epoch 35428/50000
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Epoch 35429/50000
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Epoch 35430/50000
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Epoch 35431/50000
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Epoch 35432/50000
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Epoch 35433/50000
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Epoch 35434/50000
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Epoch 35435/50000
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Epoch 35436/50000
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Epoch 35437/50000
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Epoch 35438/50000
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Epoch 35439/50000
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Epoch 35440/50000
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Epoch 35441/50000
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Epoch 35442/50000
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Epoch 35443/50000
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Epoch 35444/50000
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Epoch 35445/50000
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Epoch 35446/50000
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Epoch 35447/50000
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Epoch 35448/50000
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Epoch 35449/50000
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Epoch 35450/50000
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Epoch 35451/50000
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Epoch 35452/50000
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Epoch 35453/50000
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Epoch 35454/50000
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Epoch 35455/50000
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Epoch 35456/50000
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Epoch 35457/50000
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Epoch 35458/50000
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Epoch 35459/50000
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Epoch 35460/50000
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Epoch 35461/50000
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Epoch 35462/50000
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Epoch 35463/50000
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Epoch 35464/50000
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Epoch 35465/50000
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Epoch 35466/50000
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Epoch 35467/50000
discriminator loss: 1.344366 - generator loss: 0.761347 - 1s
Epoch 35468/50000
discriminator loss: 1.338754 - generator loss: 0.764178 - 1s
Epoch 35469/50000
discriminator loss: 1.341853 - generator loss: 0.757021 - 1s
Epoch 35470/50000
discriminator loss: 1.339559 - generator loss: 0.760998 - 1s
Epoch 35471/50000
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Epoch 35472/50000
discriminator loss: 1.349841 - generator loss: 0.749629 - 1s
Epoch 35473/50000
discriminator loss: 1.343876 - generator loss: 0.760853 - 1s
Epoch 35474/50000
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Epoch 35475/50000
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Epoch 35476/50000
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Epoch 35477/50000
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Epoch 35478/50000
discriminator loss: 1.335657 - generator loss: 0.761821 - 1s
Epoch 35479/50000
discriminator loss: 1.341090 - generator loss: 0.760336 - 1s
Epoch 35480/50000
discriminator loss: 1.339465 - generator loss: 0.763126 - 1s
Epoch 35481/50000
discriminator loss: 1.340754 - generator loss: 0.758539 - 1s
Epoch 35482/50000
discriminator loss: 1.333555 - generator loss: 0.768437 - 1s
Epoch 35483/50000
discriminator loss: 1.346434 - generator loss: 0.761357 - 1s
Epoch 35484/50000
discriminator loss: 1.341319 - generator loss: 0.771569 - 1s
Epoch 35485/50000
discriminator loss: 1.336952 - generator loss: 0.764190 - 1s
Epoch 35486/50000
discriminator loss: 1.344831 - generator loss: 0.754222 - 1s
Epoch 35487/50000
discriminator loss: 1.336247 - generator loss: 0.765066 - 1s
Epoch 35488/50000
discriminator loss: 1.347363 - generator loss: 0.756164 - 1s
Epoch 35489/50000
discriminator loss: 1.338397 - generator loss: 0.767894 - 1s
Epoch 35490/50000
discriminator loss: 1.350302 - generator loss: 0.749095 - 1s
Epoch 35491/50000
discriminator loss: 1.345445 - generator loss: 0.759300 - 1s
Epoch 35492/50000
discriminator loss: 1.332861 - generator loss: 0.766499 - 1s
Epoch 35493/50000
discriminator loss: 1.338008 - generator loss: 0.765831 - 1s
Epoch 35494/50000
discriminator loss: 1.346376 - generator loss: 0.754355 - 1s
Epoch 35495/50000
discriminator loss: 1.347485 - generator loss: 0.760338 - 1s
Epoch 35496/50000
discriminator loss: 1.335229 - generator loss: 0.759335 - 1s
Epoch 35497/50000
discriminator loss: 1.335238 - generator loss: 0.763832 - 1s
Epoch 35498/50000
discriminator loss: 1.323098 - generator loss: 0.776076 - 1s
Epoch 35499/50000
discriminator loss: 1.341552 - generator loss: 0.758216 - 1s
Epoch 35500/50000
discriminator loss: 1.340374 - generator loss: 0.762150 - 1s
Epoch 35501/50000
discriminator loss: 1.347543 - generator loss: 0.755819 - 1s
Epoch 35502/50000
discriminator loss: 1.334033 - generator loss: 0.768774 - 1s
Epoch 35503/50000
discriminator loss: 1.351377 - generator loss: 0.747040 - 1s
Epoch 35504/50000
discriminator loss: 1.345292 - generator loss: 0.755701 - 1s
Epoch 35505/50000
discriminator loss: 1.342358 - generator loss: 0.771715 - 1s
Epoch 35506/50000
discriminator loss: 1.344023 - generator loss: 0.762559 - 1s
Epoch 35507/50000
discriminator loss: 1.333382 - generator loss: 0.773861 - 1s
Epoch 35508/50000
discriminator loss: 1.327492 - generator loss: 0.772397 - 1s
Epoch 35509/50000
discriminator loss: 1.335908 - generator loss: 0.763284 - 1s
Epoch 35510/50000
discriminator loss: 1.348253 - generator loss: 0.755439 - 1s
Epoch 35511/50000
discriminator loss: 1.329544 - generator loss: 0.766426 - 1s
Epoch 35512/50000
discriminator loss: 1.341354 - generator loss: 0.749781 - 1s
Epoch 35513/50000
discriminator loss: 1.329921 - generator loss: 0.779822 - 1s
Epoch 35514/50000
discriminator loss: 1.348089 - generator loss: 0.759540 - 1s
Epoch 35515/50000
discriminator loss: 1.330129 - generator loss: 0.773964 - 1s
Epoch 35516/50000
discriminator loss: 1.342579 - generator loss: 0.760374 - 1s
Epoch 35517/50000
discriminator loss: 1.334155 - generator loss: 0.762229 - 1s
Epoch 35518/50000
discriminator loss: 1.342963 - generator loss: 0.756062 - 1s
Epoch 35519/50000
discriminator loss: 1.341305 - generator loss: 0.759171 - 1s
Epoch 35520/50000
discriminator loss: 1.338336 - generator loss: 0.764167 - 1s
Epoch 35521/50000
discriminator loss: 1.346088 - generator loss: 0.762701 - 1s
Epoch 35522/50000
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Epoch 35523/50000
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Epoch 35524/50000
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Epoch 35525/50000
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Epoch 35526/50000
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Epoch 35527/50000
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Epoch 35528/50000
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Epoch 35529/50000
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Epoch 35530/50000
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Epoch 35531/50000
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Epoch 35532/50000
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Epoch 35533/50000
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Epoch 35534/50000
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Epoch 35535/50000
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Epoch 35536/50000
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Epoch 35537/50000
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Epoch 35538/50000
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Epoch 35539/50000
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Epoch 35540/50000
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Epoch 35541/50000
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Epoch 35542/50000
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Epoch 35543/50000
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Epoch 35544/50000
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Epoch 35545/50000
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Epoch 35546/50000
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Epoch 35547/50000
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Epoch 35548/50000
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Epoch 35549/50000
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Epoch 35550/50000
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Epoch 35551/50000
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Epoch 35552/50000
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Epoch 35553/50000
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Epoch 35554/50000
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Epoch 35555/50000
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Epoch 35556/50000
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Epoch 35557/50000
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Epoch 35558/50000
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Epoch 35559/50000
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Epoch 35560/50000
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Epoch 35561/50000
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Epoch 35562/50000
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Epoch 35563/50000
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Epoch 35564/50000
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Epoch 35565/50000
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Epoch 35566/50000
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Epoch 35567/50000
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Epoch 35568/50000
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Epoch 35569/50000
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Epoch 35570/50000
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Epoch 35571/50000
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Epoch 35572/50000
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Epoch 35573/50000
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Epoch 35574/50000
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Epoch 35575/50000
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Epoch 35576/50000
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Epoch 35577/50000
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Epoch 35578/50000
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Epoch 35579/50000
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Epoch 35580/50000
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Epoch 35581/50000
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Epoch 35582/50000
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Epoch 35583/50000
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Epoch 35584/50000
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Epoch 35585/50000
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Epoch 35586/50000
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Epoch 35587/50000
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Epoch 35588/50000
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Epoch 35589/50000
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Epoch 35590/50000
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Epoch 35591/50000
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Epoch 35592/50000
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Epoch 35593/50000
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Epoch 35594/50000
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Epoch 35595/50000
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Epoch 35596/50000
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Epoch 35597/50000
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Epoch 35598/50000
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Epoch 35599/50000
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Epoch 35600/50000
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Epoch 35601/50000
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Epoch 35602/50000
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Epoch 35603/50000
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Epoch 35604/50000
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Epoch 35605/50000
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Epoch 35606/50000
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Epoch 35607/50000
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Epoch 35608/50000
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Epoch 35609/50000
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Epoch 35610/50000
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Epoch 35611/50000
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Epoch 35612/50000
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Epoch 35613/50000
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Epoch 35614/50000
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Epoch 35615/50000
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Epoch 35616/50000
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Epoch 35617/50000
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Epoch 35618/50000
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Epoch 35619/50000
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Epoch 35620/50000
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Epoch 35621/50000
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Epoch 35622/50000
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Epoch 35623/50000
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Epoch 35624/50000
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Epoch 35625/50000
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Epoch 35626/50000
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Epoch 35627/50000
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Epoch 35628/50000
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Epoch 35629/50000
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Epoch 35630/50000
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Epoch 35631/50000
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Epoch 35632/50000
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Epoch 35633/50000
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Epoch 35634/50000
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Epoch 35635/50000
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Epoch 35636/50000
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Epoch 35637/50000
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Epoch 35638/50000
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Epoch 35639/50000
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Epoch 35640/50000
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Epoch 35641/50000
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Epoch 35642/50000
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Epoch 35643/50000
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Epoch 35644/50000
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Epoch 35645/50000
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Epoch 35646/50000
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Epoch 35647/50000
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Epoch 35648/50000
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Epoch 35649/50000
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Epoch 35650/50000
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Epoch 35651/50000
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Epoch 35652/50000
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Epoch 35653/50000
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Epoch 35654/50000
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Epoch 35655/50000
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Epoch 35656/50000
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Epoch 35657/50000
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Epoch 35658/50000
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Epoch 35659/50000
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Epoch 35660/50000
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Epoch 35661/50000
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Epoch 35662/50000
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Epoch 35663/50000
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Epoch 35664/50000
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Epoch 35665/50000
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Epoch 35666/50000
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Epoch 35667/50000
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Epoch 35668/50000
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Epoch 35669/50000
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Epoch 35670/50000
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Epoch 35671/50000
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Epoch 35672/50000
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Epoch 35673/50000
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Epoch 35674/50000
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Epoch 35675/50000
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Epoch 35676/50000
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Epoch 35677/50000
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Epoch 35678/50000
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Epoch 35679/50000
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Epoch 35680/50000
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Epoch 35681/50000
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Epoch 35682/50000
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Epoch 35683/50000
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Epoch 35684/50000
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Epoch 35685/50000
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Epoch 35686/50000
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Epoch 35687/50000
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Epoch 35688/50000
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Epoch 35689/50000
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Epoch 35690/50000
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Epoch 35691/50000
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Epoch 35692/50000
discriminator loss: 1.339745 - generator loss: 0.765453 - 1s
Epoch 35693/50000
discriminator loss: 1.350042 - generator loss: 0.755413 - 1s
Epoch 35694/50000
discriminator loss: 1.340070 - generator loss: 0.761368 - 1s
Epoch 35695/50000
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Epoch 35696/50000
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Epoch 35697/50000
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Epoch 35698/50000
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Epoch 35699/50000
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Epoch 35700/50000
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Epoch 35701/50000
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Epoch 35702/50000
discriminator loss: 1.338129 - generator loss: 0.764966 - 1s
Epoch 35703/50000
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Epoch 35704/50000
discriminator loss: 1.347337 - generator loss: 0.751915 - 1s
Epoch 35705/50000
discriminator loss: 1.351812 - generator loss: 0.750232 - 1s
Epoch 35706/50000
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Epoch 35707/50000
discriminator loss: 1.343625 - generator loss: 0.750074 - 1s
Epoch 35708/50000
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Epoch 35709/50000
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Epoch 35710/50000
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Epoch 35711/50000
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Epoch 35712/50000
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Epoch 35713/50000
discriminator loss: 1.341475 - generator loss: 0.769396 - 1s
Epoch 35714/50000
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Epoch 35715/50000
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Epoch 35716/50000
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Epoch 35717/50000
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Epoch 35718/50000
discriminator loss: 1.349431 - generator loss: 0.755157 - 1s
Epoch 35719/50000
discriminator loss: 1.340119 - generator loss: 0.758676 - 1s
Epoch 35720/50000
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Epoch 35721/50000
discriminator loss: 1.345347 - generator loss: 0.761515 - 1s
Epoch 35722/50000
discriminator loss: 1.342052 - generator loss: 0.763189 - 1s
Epoch 35723/50000
discriminator loss: 1.340908 - generator loss: 0.762689 - 1s
Epoch 35724/50000
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Epoch 35725/50000
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Epoch 35726/50000
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Epoch 35727/50000
discriminator loss: 1.347623 - generator loss: 0.754209 - 1s
Epoch 35728/50000
discriminator loss: 1.341945 - generator loss: 0.759890 - 1s
Epoch 35729/50000
discriminator loss: 1.349851 - generator loss: 0.750382 - 1s
Epoch 35730/50000
discriminator loss: 1.350079 - generator loss: 0.757286 - 1s
Epoch 35731/50000
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Epoch 35732/50000
discriminator loss: 1.335270 - generator loss: 0.764519 - 1s
Epoch 35733/50000
discriminator loss: 1.345967 - generator loss: 0.763541 - 1s
Epoch 35734/50000
discriminator loss: 1.337530 - generator loss: 0.763017 - 1s
Epoch 35735/50000
discriminator loss: 1.342993 - generator loss: 0.757262 - 1s
Epoch 35736/50000
discriminator loss: 1.335737 - generator loss: 0.768240 - 1s
Epoch 35737/50000
discriminator loss: 1.344939 - generator loss: 0.753751 - 1s
Epoch 35738/50000
discriminator loss: 1.333979 - generator loss: 0.768441 - 1s
Epoch 35739/50000
discriminator loss: 1.338646 - generator loss: 0.757404 - 1s
Epoch 35740/50000
discriminator loss: 1.349095 - generator loss: 0.762854 - 1s
Epoch 35741/50000
discriminator loss: 1.342665 - generator loss: 0.762693 - 1s
Epoch 35742/50000
discriminator loss: 1.346874 - generator loss: 0.752561 - 1s
Epoch 35743/50000
discriminator loss: 1.341612 - generator loss: 0.759757 - 1s
Epoch 35744/50000
discriminator loss: 1.333355 - generator loss: 0.768524 - 1s
Epoch 35745/50000
discriminator loss: 1.336900 - generator loss: 0.765567 - 1s
Epoch 35746/50000
discriminator loss: 1.343481 - generator loss: 0.761273 - 1s
Epoch 35747/50000
discriminator loss: 1.331876 - generator loss: 0.765868 - 1s
Epoch 35748/50000
discriminator loss: 1.337909 - generator loss: 0.766527 - 1s
Epoch 35749/50000
discriminator loss: 1.336612 - generator loss: 0.756027 - 1s
Epoch 35750/50000
discriminator loss: 1.345866 - generator loss: 0.761983 - 1s
Epoch 35751/50000
discriminator loss: 1.342684 - generator loss: 0.750975 - 1s
Epoch 35752/50000
discriminator loss: 1.346157 - generator loss: 0.756877 - 1s
Epoch 35753/50000
discriminator loss: 1.343856 - generator loss: 0.766905 - 1s
Epoch 35754/50000
discriminator loss: 1.340425 - generator loss: 0.761935 - 1s
Epoch 35755/50000
discriminator loss: 1.340921 - generator loss: 0.766890 - 1s
Epoch 35756/50000
discriminator loss: 1.333967 - generator loss: 0.769045 - 1s
Epoch 35757/50000
discriminator loss: 1.349775 - generator loss: 0.749728 - 1s
Epoch 35758/50000
discriminator loss: 1.341396 - generator loss: 0.763345 - 1s
Epoch 35759/50000
discriminator loss: 1.353484 - generator loss: 0.746768 - 1s
Epoch 35760/50000
discriminator loss: 1.341098 - generator loss: 0.762545 - 1s
Epoch 35761/50000
discriminator loss: 1.337688 - generator loss: 0.763208 - 1s
Epoch 35762/50000
discriminator loss: 1.346188 - generator loss: 0.764241 - 1s
Epoch 35763/50000
discriminator loss: 1.343503 - generator loss: 0.763780 - 1s
Epoch 35764/50000
discriminator loss: 1.346999 - generator loss: 0.751494 - 1s
Epoch 35765/50000
discriminator loss: 1.342963 - generator loss: 0.766299 - 1s
Epoch 35766/50000
discriminator loss: 1.339918 - generator loss: 0.758070 - 1s
Epoch 35767/50000
discriminator loss: 1.337721 - generator loss: 0.768113 - 1s
Epoch 35768/50000
discriminator loss: 1.345079 - generator loss: 0.768061 - 1s
Epoch 35769/50000
discriminator loss: 1.342421 - generator loss: 0.752962 - 1s
Epoch 35770/50000
discriminator loss: 1.355401 - generator loss: 0.747080 - 1s
Epoch 35771/50000
discriminator loss: 1.336767 - generator loss: 0.766553 - 1s
Epoch 35772/50000
discriminator loss: 1.343864 - generator loss: 0.753220 - 1s
Epoch 35773/50000
discriminator loss: 1.342117 - generator loss: 0.760802 - 1s
Epoch 35774/50000
discriminator loss: 1.349438 - generator loss: 0.757697 - 1s
Epoch 35775/50000
discriminator loss: 1.343444 - generator loss: 0.765549 - 1s
Epoch 35776/50000
discriminator loss: 1.339828 - generator loss: 0.758828 - 1s
Epoch 35777/50000
discriminator loss: 1.339002 - generator loss: 0.770962 - 1s
Epoch 35778/50000
discriminator loss: 1.327150 - generator loss: 0.757620 - 1s
Epoch 35779/50000
discriminator loss: 1.339914 - generator loss: 0.762727 - 1s
Epoch 35780/50000
discriminator loss: 1.323302 - generator loss: 0.776997 - 1s
Epoch 35781/50000
discriminator loss: 1.329757 - generator loss: 0.767140 - 1s
Epoch 35782/50000
discriminator loss: 1.347462 - generator loss: 0.759529 - 1s
Epoch 35783/50000
discriminator loss: 1.343586 - generator loss: 0.759209 - 1s
Epoch 35784/50000
discriminator loss: 1.340801 - generator loss: 0.762399 - 1s
Epoch 35785/50000
discriminator loss: 1.345465 - generator loss: 0.755698 - 1s
Epoch 35786/50000
discriminator loss: 1.344845 - generator loss: 0.756662 - 1s
Epoch 35787/50000
discriminator loss: 1.341736 - generator loss: 0.766014 - 1s
Epoch 35788/50000
discriminator loss: 1.342998 - generator loss: 0.766006 - 1s
Epoch 35789/50000
discriminator loss: 1.346021 - generator loss: 0.763661 - 1s
Epoch 35790/50000
discriminator loss: 1.346472 - generator loss: 0.750590 - 1s
Epoch 35791/50000
discriminator loss: 1.334078 - generator loss: 0.764743 - 1s
Epoch 35792/50000
discriminator loss: 1.348932 - generator loss: 0.748261 - 1s
Epoch 35793/50000
discriminator loss: 1.346266 - generator loss: 0.762037 - 1s
Epoch 35794/50000
discriminator loss: 1.348566 - generator loss: 0.756707 - 1s
Epoch 35795/50000
discriminator loss: 1.332833 - generator loss: 0.766431 - 1s
Epoch 35796/50000
discriminator loss: 1.342839 - generator loss: 0.764461 - 1s
Epoch 35797/50000
discriminator loss: 1.350900 - generator loss: 0.757283 - 1s
Epoch 35798/50000
discriminator loss: 1.331402 - generator loss: 0.763789 - 1s
Epoch 35799/50000
discriminator loss: 1.334672 - generator loss: 0.766233 - 1s
Epoch 35800/50000
discriminator loss: 1.339822 - generator loss: 0.761582 - 1s
Epoch 35801/50000
discriminator loss: 1.336342 - generator loss: 0.764860 - 1s
Epoch 35802/50000
discriminator loss: 1.335499 - generator loss: 0.771989 - 1s
Epoch 35803/50000
discriminator loss: 1.337066 - generator loss: 0.768698 - 1s
Epoch 35804/50000
discriminator loss: 1.349660 - generator loss: 0.750923 - 1s
Epoch 35805/50000
discriminator loss: 1.349638 - generator loss: 0.747157 - 1s
Epoch 35806/50000
discriminator loss: 1.342144 - generator loss: 0.758230 - 1s
Epoch 35807/50000
discriminator loss: 1.347910 - generator loss: 0.760093 - 1s
Epoch 35808/50000
discriminator loss: 1.345857 - generator loss: 0.761561 - 1s
Epoch 35809/50000
discriminator loss: 1.342062 - generator loss: 0.760002 - 1s
Epoch 35810/50000
discriminator loss: 1.342025 - generator loss: 0.766065 - 1s
Epoch 35811/50000
discriminator loss: 1.344227 - generator loss: 0.754048 - 1s
Epoch 35812/50000
discriminator loss: 1.339160 - generator loss: 0.758211 - 1s
Epoch 35813/50000
discriminator loss: 1.343131 - generator loss: 0.755522 - 1s
Epoch 35814/50000
discriminator loss: 1.345173 - generator loss: 0.750973 - 1s
Epoch 35815/50000
discriminator loss: 1.327330 - generator loss: 0.773448 - 1s
Epoch 35816/50000
discriminator loss: 1.358370 - generator loss: 0.757392 - 1s
Epoch 35817/50000
discriminator loss: 1.338855 - generator loss: 0.760716 - 1s
Epoch 35818/50000
discriminator loss: 1.342835 - generator loss: 0.764005 - 1s
Epoch 35819/50000
discriminator loss: 1.344762 - generator loss: 0.762757 - 1s
Epoch 35820/50000
discriminator loss: 1.340422 - generator loss: 0.762057 - 1s
Epoch 35821/50000
discriminator loss: 1.345907 - generator loss: 0.753909 - 1s
Epoch 35822/50000
discriminator loss: 1.338960 - generator loss: 0.762682 - 1s
Epoch 35823/50000
discriminator loss: 1.348431 - generator loss: 0.759583 - 1s
Epoch 35824/50000
discriminator loss: 1.345664 - generator loss: 0.755163 - 1s
Epoch 35825/50000
discriminator loss: 1.340316 - generator loss: 0.766020 - 1s
Epoch 35826/50000
discriminator loss: 1.342444 - generator loss: 0.760197 - 1s
Epoch 35827/50000
discriminator loss: 1.345024 - generator loss: 0.755575 - 1s
Epoch 35828/50000
discriminator loss: 1.348706 - generator loss: 0.751525 - 1s
Epoch 35829/50000
discriminator loss: 1.340853 - generator loss: 0.763625 - 1s
Epoch 35830/50000
discriminator loss: 1.343646 - generator loss: 0.759686 - 1s
Epoch 35831/50000
discriminator loss: 1.346962 - generator loss: 0.757499 - 1s
Epoch 35832/50000
discriminator loss: 1.338453 - generator loss: 0.770816 - 1s
Epoch 35833/50000
discriminator loss: 1.338530 - generator loss: 0.768633 - 1s
Epoch 35834/50000
discriminator loss: 1.330907 - generator loss: 0.766823 - 1s
Epoch 35835/50000
discriminator loss: 1.336775 - generator loss: 0.758141 - 1s
Epoch 35836/50000
discriminator loss: 1.331993 - generator loss: 0.774529 - 1s
Epoch 35837/50000
discriminator loss: 1.325080 - generator loss: 0.762083 - 1s
Epoch 35838/50000
discriminator loss: 1.340349 - generator loss: 0.766448 - 1s
Epoch 35839/50000
discriminator loss: 1.339639 - generator loss: 0.764846 - 1s
Epoch 35840/50000
discriminator loss: 1.346835 - generator loss: 0.754587 - 1s
Epoch 35841/50000
discriminator loss: 1.347726 - generator loss: 0.756674 - 1s
Epoch 35842/50000
discriminator loss: 1.343178 - generator loss: 0.758865 - 1s
Epoch 35843/50000
discriminator loss: 1.340874 - generator loss: 0.765974 - 1s
Epoch 35844/50000
discriminator loss: 1.335854 - generator loss: 0.765055 - 1s
Epoch 35845/50000
discriminator loss: 1.336155 - generator loss: 0.767224 - 1s
Epoch 35846/50000
discriminator loss: 1.341076 - generator loss: 0.757235 - 1s
Epoch 35847/50000
discriminator loss: 1.342035 - generator loss: 0.762920 - 1s
Epoch 35848/50000
discriminator loss: 1.349463 - generator loss: 0.752308 - 1s
Epoch 35849/50000
discriminator loss: 1.343050 - generator loss: 0.759109 - 1s
Epoch 35850/50000
discriminator loss: 1.335945 - generator loss: 0.770557 - 1s
Epoch 35851/50000
discriminator loss: 1.329166 - generator loss: 0.767443 - 1s
Epoch 35852/50000
discriminator loss: 1.335102 - generator loss: 0.769379 - 1s
Epoch 35853/50000
discriminator loss: 1.341780 - generator loss: 0.757398 - 1s
Epoch 35854/50000
discriminator loss: 1.345113 - generator loss: 0.751763 - 1s
Epoch 35855/50000
discriminator loss: 1.347273 - generator loss: 0.762956 - 1s
Epoch 35856/50000
discriminator loss: 1.335352 - generator loss: 0.764477 - 1s
Epoch 35857/50000
discriminator loss: 1.339138 - generator loss: 0.761631 - 1s
Epoch 35858/50000
discriminator loss: 1.334912 - generator loss: 0.766738 - 1s
Epoch 35859/50000
discriminator loss: 1.349498 - generator loss: 0.759230 - 1s
Epoch 35860/50000
discriminator loss: 1.341493 - generator loss: 0.758111 - 1s
Epoch 35861/50000
discriminator loss: 1.346534 - generator loss: 0.756817 - 1s
Epoch 35862/50000
discriminator loss: 1.329437 - generator loss: 0.767558 - 1s
Epoch 35863/50000
discriminator loss: 1.332192 - generator loss: 0.764956 - 1s
Epoch 35864/50000
discriminator loss: 1.334672 - generator loss: 0.770879 - 1s
Epoch 35865/50000
discriminator loss: 1.333492 - generator loss: 0.769997 - 1s
Epoch 35866/50000
discriminator loss: 1.335235 - generator loss: 0.770257 - 1s
Epoch 35867/50000
discriminator loss: 1.347434 - generator loss: 0.756611 - 1s
Epoch 35868/50000
discriminator loss: 1.345821 - generator loss: 0.765170 - 1s
Epoch 35869/50000
discriminator loss: 1.341721 - generator loss: 0.759272 - 1s
Epoch 35870/50000
discriminator loss: 1.341241 - generator loss: 0.754897 - 1s
Epoch 35871/50000
discriminator loss: 1.334799 - generator loss: 0.769884 - 1s
Epoch 35872/50000
discriminator loss: 1.345181 - generator loss: 0.766453 - 1s
Epoch 35873/50000
discriminator loss: 1.341928 - generator loss: 0.768028 - 1s
Epoch 35874/50000
discriminator loss: 1.346331 - generator loss: 0.761487 - 1s
Epoch 35875/50000
discriminator loss: 1.333923 - generator loss: 0.758842 - 1s
Epoch 35876/50000
discriminator loss: 1.338270 - generator loss: 0.767433 - 1s
Epoch 35877/50000
discriminator loss: 1.342652 - generator loss: 0.754970 - 1s
Epoch 35878/50000
discriminator loss: 1.348589 - generator loss: 0.750695 - 1s
Epoch 35879/50000
discriminator loss: 1.338846 - generator loss: 0.768158 - 1s
Epoch 35880/50000
discriminator loss: 1.345587 - generator loss: 0.766724 - 1s
Epoch 35881/50000
discriminator loss: 1.335863 - generator loss: 0.774421 - 1s
Epoch 35882/50000
discriminator loss: 1.341632 - generator loss: 0.754468 - 1s
Epoch 35883/50000
discriminator loss: 1.341474 - generator loss: 0.756549 - 1s
Epoch 35884/50000
discriminator loss: 1.340900 - generator loss: 0.764092 - 1s
Epoch 35885/50000
discriminator loss: 1.347068 - generator loss: 0.758054 - 1s
Epoch 35886/50000
discriminator loss: 1.352659 - generator loss: 0.754808 - 1s
Epoch 35887/50000
discriminator loss: 1.350075 - generator loss: 0.755710 - 1s
Epoch 35888/50000
discriminator loss: 1.345948 - generator loss: 0.758598 - 1s
Epoch 35889/50000
discriminator loss: 1.340308 - generator loss: 0.760673 - 1s
Epoch 35890/50000
discriminator loss: 1.333122 - generator loss: 0.770063 - 1s
Epoch 35891/50000
discriminator loss: 1.334772 - generator loss: 0.762184 - 1s
Epoch 35892/50000
discriminator loss: 1.339999 - generator loss: 0.759046 - 1s
Epoch 35893/50000
discriminator loss: 1.333004 - generator loss: 0.767047 - 1s
Epoch 35894/50000
discriminator loss: 1.339457 - generator loss: 0.767794 - 1s
Epoch 35895/50000
discriminator loss: 1.336069 - generator loss: 0.771368 - 1s
Epoch 35896/50000
discriminator loss: 1.329683 - generator loss: 0.771548 - 1s
Epoch 35897/50000
discriminator loss: 1.334252 - generator loss: 0.752472 - 1s
Epoch 35898/50000
discriminator loss: 1.349643 - generator loss: 0.757393 - 1s
Epoch 35899/50000
discriminator loss: 1.346156 - generator loss: 0.756179 - 1s
Epoch 35900/50000
discriminator loss: 1.332666 - generator loss: 0.772553 - 1s
Epoch 35901/50000
discriminator loss: 1.342716 - generator loss: 0.757720 - 1s
Epoch 35902/50000
discriminator loss: 1.344864 - generator loss: 0.754579 - 1s
Epoch 35903/50000
discriminator loss: 1.345410 - generator loss: 0.763069 - 1s
Epoch 35904/50000
discriminator loss: 1.341726 - generator loss: 0.763440 - 1s
Epoch 35905/50000
discriminator loss: 1.344782 - generator loss: 0.756515 - 1s
Epoch 35906/50000
discriminator loss: 1.343607 - generator loss: 0.758174 - 1s
Epoch 35907/50000
discriminator loss: 1.343378 - generator loss: 0.764333 - 1s
Epoch 35908/50000
discriminator loss: 1.339041 - generator loss: 0.761383 - 1s
Epoch 35909/50000
discriminator loss: 1.334519 - generator loss: 0.760298 - 1s
Epoch 35910/50000
discriminator loss: 1.333349 - generator loss: 0.770158 - 1s
Epoch 35911/50000
discriminator loss: 1.345415 - generator loss: 0.754684 - 1s
Epoch 35912/50000
discriminator loss: 1.354774 - generator loss: 0.750511 - 1s
Epoch 35913/50000
discriminator loss: 1.341229 - generator loss: 0.764180 - 1s
Epoch 35914/50000
discriminator loss: 1.348235 - generator loss: 0.754765 - 1s
Epoch 35915/50000
discriminator loss: 1.337096 - generator loss: 0.766541 - 1s
Epoch 35916/50000
discriminator loss: 1.345951 - generator loss: 0.752528 - 1s
Epoch 35917/50000
discriminator loss: 1.338494 - generator loss: 0.762318 - 1s
Epoch 35918/50000
discriminator loss: 1.338781 - generator loss: 0.765220 - 1s
Epoch 35919/50000
discriminator loss: 1.331111 - generator loss: 0.769650 - 1s
Epoch 35920/50000
discriminator loss: 1.337026 - generator loss: 0.764426 - 1s
Epoch 35921/50000
discriminator loss: 1.334851 - generator loss: 0.763781 - 1s
Epoch 35922/50000
discriminator loss: 1.335059 - generator loss: 0.771489 - 1s
Epoch 35923/50000
discriminator loss: 1.335591 - generator loss: 0.758368 - 1s
Epoch 35924/50000
discriminator loss: 1.329592 - generator loss: 0.770934 - 1s
Epoch 35925/50000
discriminator loss: 1.340952 - generator loss: 0.763165 - 1s
Epoch 35926/50000
discriminator loss: 1.338731 - generator loss: 0.770135 - 1s
Epoch 35927/50000
discriminator loss: 1.339457 - generator loss: 0.762778 - 1s
Epoch 35928/50000
discriminator loss: 1.339650 - generator loss: 0.756943 - 1s
Epoch 35929/50000
discriminator loss: 1.334895 - generator loss: 0.762711 - 1s
Epoch 35930/50000
discriminator loss: 1.332306 - generator loss: 0.768668 - 1s
Epoch 35931/50000
discriminator loss: 1.339847 - generator loss: 0.760378 - 1s
Epoch 35932/50000
discriminator loss: 1.336370 - generator loss: 0.764019 - 1s
Epoch 35933/50000
discriminator loss: 1.337270 - generator loss: 0.765357 - 1s
Epoch 35934/50000
discriminator loss: 1.348178 - generator loss: 0.763016 - 1s
Epoch 35935/50000
discriminator loss: 1.337625 - generator loss: 0.767365 - 1s
Epoch 35936/50000
discriminator loss: 1.341972 - generator loss: 0.755081 - 1s
Epoch 35937/50000
discriminator loss: 1.337608 - generator loss: 0.765450 - 1s
Epoch 35938/50000
discriminator loss: 1.352594 - generator loss: 0.751312 - 1s
Epoch 35939/50000
discriminator loss: 1.343867 - generator loss: 0.761840 - 1s
Epoch 35940/50000
discriminator loss: 1.337819 - generator loss: 0.768113 - 1s
Epoch 35941/50000
discriminator loss: 1.343512 - generator loss: 0.763576 - 1s
Epoch 35942/50000
discriminator loss: 1.352100 - generator loss: 0.752938 - 1s
Epoch 35943/50000
discriminator loss: 1.341895 - generator loss: 0.756357 - 1s
Epoch 35944/50000
discriminator loss: 1.347451 - generator loss: 0.759014 - 1s
Epoch 35945/50000
discriminator loss: 1.343945 - generator loss: 0.758990 - 1s
Epoch 35946/50000
discriminator loss: 1.341206 - generator loss: 0.767935 - 1s
Epoch 35947/50000
discriminator loss: 1.338527 - generator loss: 0.762008 - 1s
Epoch 35948/50000
discriminator loss: 1.335014 - generator loss: 0.760596 - 1s
Epoch 35949/50000
discriminator loss: 1.336310 - generator loss: 0.766543 - 1s
Epoch 35950/50000
discriminator loss: 1.344368 - generator loss: 0.760199 - 1s
Epoch 35951/50000
discriminator loss: 1.339020 - generator loss: 0.762568 - 1s
Epoch 35952/50000
discriminator loss: 1.335393 - generator loss: 0.762956 - 1s
Epoch 35953/50000
discriminator loss: 1.323661 - generator loss: 0.772031 - 1s
Epoch 35954/50000
discriminator loss: 1.335448 - generator loss: 0.763537 - 1s
Epoch 35955/50000
discriminator loss: 1.344556 - generator loss: 0.759449 - 1s
Epoch 35956/50000
discriminator loss: 1.341201 - generator loss: 0.769926 - 1s
Epoch 35957/50000
discriminator loss: 1.340644 - generator loss: 0.760032 - 1s
Epoch 35958/50000
discriminator loss: 1.336606 - generator loss: 0.765645 - 1s
Epoch 35959/50000
discriminator loss: 1.339993 - generator loss: 0.758164 - 1s
Epoch 35960/50000
discriminator loss: 1.338041 - generator loss: 0.771536 - 1s
Epoch 35961/50000
discriminator loss: 1.338900 - generator loss: 0.764681 - 1s
Epoch 35962/50000
discriminator loss: 1.337525 - generator loss: 0.763996 - 1s
Epoch 35963/50000
discriminator loss: 1.348190 - generator loss: 0.754094 - 1s
Epoch 35964/50000
discriminator loss: 1.351877 - generator loss: 0.747860 - 1s
Epoch 35965/50000
discriminator loss: 1.342866 - generator loss: 0.761522 - 1s
Epoch 35966/50000
discriminator loss: 1.343106 - generator loss: 0.757437 - 1s
Epoch 35967/50000
discriminator loss: 1.342896 - generator loss: 0.756005 - 1s
Epoch 35968/50000
discriminator loss: 1.343320 - generator loss: 0.761670 - 1s
Epoch 35969/50000
discriminator loss: 1.338031 - generator loss: 0.762646 - 1s
Epoch 35970/50000
discriminator loss: 1.332157 - generator loss: 0.764599 - 1s
Epoch 35971/50000
discriminator loss: 1.338885 - generator loss: 0.767720 - 1s
Epoch 35972/50000
discriminator loss: 1.329987 - generator loss: 0.769661 - 1s
Epoch 35973/50000
discriminator loss: 1.350733 - generator loss: 0.752771 - 1s
Epoch 35974/50000
discriminator loss: 1.339478 - generator loss: 0.761912 - 1s
Epoch 35975/50000
discriminator loss: 1.343336 - generator loss: 0.757587 - 1s
Epoch 35976/50000
discriminator loss: 1.340200 - generator loss: 0.761482 - 1s
Epoch 35977/50000
discriminator loss: 1.344226 - generator loss: 0.762833 - 1s
Epoch 35978/50000
discriminator loss: 1.338262 - generator loss: 0.762636 - 1s
Epoch 35979/50000
discriminator loss: 1.343891 - generator loss: 0.764139 - 1s
Epoch 35980/50000
discriminator loss: 1.341841 - generator loss: 0.754430 - 1s
Epoch 35981/50000
discriminator loss: 1.346726 - generator loss: 0.762061 - 1s
Epoch 35982/50000
discriminator loss: 1.332721 - generator loss: 0.771218 - 1s
Epoch 35983/50000
discriminator loss: 1.347879 - generator loss: 0.753517 - 1s
Epoch 35984/50000
discriminator loss: 1.334632 - generator loss: 0.762984 - 1s
Epoch 35985/50000
discriminator loss: 1.346149 - generator loss: 0.752215 - 1s
Epoch 35986/50000
discriminator loss: 1.347567 - generator loss: 0.758143 - 1s
Epoch 35987/50000
discriminator loss: 1.338070 - generator loss: 0.767891 - 1s
Epoch 35988/50000
discriminator loss: 1.331569 - generator loss: 0.767842 - 1s
Epoch 35989/50000
discriminator loss: 1.337219 - generator loss: 0.763595 - 1s
Epoch 35990/50000
discriminator loss: 1.340111 - generator loss: 0.763085 - 1s
Epoch 35991/50000
discriminator loss: 1.342652 - generator loss: 0.756970 - 1s
Epoch 35992/50000
discriminator loss: 1.339616 - generator loss: 0.762320 - 1s
Epoch 35993/50000
discriminator loss: 1.336350 - generator loss: 0.766430 - 1s
Epoch 35994/50000
discriminator loss: 1.340225 - generator loss: 0.753998 - 1s
Epoch 35995/50000
discriminator loss: 1.345840 - generator loss: 0.763233 - 1s
Epoch 35996/50000
discriminator loss: 1.342199 - generator loss: 0.762596 - 1s
Epoch 35997/50000
discriminator loss: 1.342396 - generator loss: 0.756963 - 1s
Epoch 35998/50000
discriminator loss: 1.336319 - generator loss: 0.765178 - 1s
Epoch 35999/50000
discriminator loss: 1.344391 - generator loss: 0.758299 - 1s
Epoch 36000/50000
discriminator loss: 1.332934 - generator loss: 0.767283 - 1s
Epoch 36001/50000
discriminator loss: 1.339535 - generator loss: 0.759011 - 1s

Loss: 

Epoch 36002/50000
discriminator loss: 1.349443 - generator loss: 0.754534 - 1s
Epoch 36003/50000
discriminator loss: 1.334422 - generator loss: 0.766907 - 1s
Epoch 36004/50000
discriminator loss: 1.342587 - generator loss: 0.762070 - 1s
Epoch 36005/50000
discriminator loss: 1.342057 - generator loss: 0.759031 - 1s
Epoch 36006/50000
discriminator loss: 1.339220 - generator loss: 0.761750 - 1s
Epoch 36007/50000
discriminator loss: 1.332371 - generator loss: 0.765898 - 1s
Epoch 36008/50000
discriminator loss: 1.332988 - generator loss: 0.772597 - 1s
Epoch 36009/50000
discriminator loss: 1.346672 - generator loss: 0.758464 - 1s
Epoch 36010/50000
discriminator loss: 1.333836 - generator loss: 0.765324 - 1s
Epoch 36011/50000
discriminator loss: 1.340523 - generator loss: 0.761183 - 1s
Epoch 36012/50000
discriminator loss: 1.338484 - generator loss: 0.761197 - 1s
Epoch 36013/50000
discriminator loss: 1.345258 - generator loss: 0.758310 - 1s
Epoch 36014/50000
discriminator loss: 1.345094 - generator loss: 0.763660 - 1s
Epoch 36015/50000
discriminator loss: 1.333586 - generator loss: 0.764115 - 1s
Epoch 36016/50000
discriminator loss: 1.340156 - generator loss: 0.767020 - 1s
Epoch 36017/50000
discriminator loss: 1.339589 - generator loss: 0.762447 - 1s
Epoch 36018/50000
discriminator loss: 1.341092 - generator loss: 0.767219 - 1s
Epoch 36019/50000
discriminator loss: 1.336030 - generator loss: 0.760040 - 1s
Epoch 36020/50000
discriminator loss: 1.341657 - generator loss: 0.767454 - 1s
Epoch 36021/50000
discriminator loss: 1.334905 - generator loss: 0.768036 - 1s
Epoch 36022/50000
discriminator loss: 1.342618 - generator loss: 0.757963 - 1s
Epoch 36023/50000
discriminator loss: 1.340931 - generator loss: 0.770088 - 1s
Epoch 36024/50000
discriminator loss: 1.342489 - generator loss: 0.758885 - 1s
Epoch 36025/50000
discriminator loss: 1.336639 - generator loss: 0.766117 - 1s
Epoch 36026/50000
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Epoch 36027/50000
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Epoch 36028/50000
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Epoch 36029/50000
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Epoch 36030/50000
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Epoch 36031/50000
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Epoch 36032/50000
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Epoch 36033/50000
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Epoch 36034/50000
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Epoch 36035/50000
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Epoch 36036/50000
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Epoch 36037/50000
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Epoch 36038/50000
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Epoch 36039/50000
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Epoch 36040/50000
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Epoch 36041/50000
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Epoch 36042/50000
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Epoch 36043/50000
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Epoch 36044/50000
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Epoch 36045/50000
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Epoch 36046/50000
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Epoch 36047/50000
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Epoch 36048/50000
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Epoch 36049/50000
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Epoch 36050/50000
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Epoch 36051/50000
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Epoch 36052/50000
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Epoch 36053/50000
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Epoch 36054/50000
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Epoch 36055/50000
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Epoch 36056/50000
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Epoch 36057/50000
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Epoch 36058/50000
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Epoch 36059/50000
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Epoch 36060/50000
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Epoch 36061/50000
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Epoch 36062/50000
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Epoch 36063/50000
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Epoch 36064/50000
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Epoch 36065/50000
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Epoch 36066/50000
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Epoch 36067/50000
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Epoch 36068/50000
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Epoch 36069/50000
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Epoch 36070/50000
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Epoch 36071/50000
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Epoch 36072/50000
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Epoch 36073/50000
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Epoch 36074/50000
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Epoch 36075/50000
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Epoch 36076/50000
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Epoch 36077/50000
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Epoch 36078/50000
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Epoch 36079/50000
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Epoch 36080/50000
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Epoch 36081/50000
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Epoch 36082/50000
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Epoch 36083/50000
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Epoch 36084/50000
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Epoch 36085/50000
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Epoch 36086/50000
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Epoch 36087/50000
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Epoch 36088/50000
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Epoch 36089/50000
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Epoch 36090/50000
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Epoch 36091/50000
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Epoch 36092/50000
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Epoch 36093/50000
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Epoch 36094/50000
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Epoch 36095/50000
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Epoch 36096/50000
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Epoch 36097/50000
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Epoch 36098/50000
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Epoch 36099/50000
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Epoch 36100/50000
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Epoch 36101/50000
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Epoch 36102/50000
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Epoch 36103/50000
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Epoch 36104/50000
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Epoch 36105/50000
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Epoch 36106/50000
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Epoch 36107/50000
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Epoch 36108/50000
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Epoch 36109/50000
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Epoch 36110/50000
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Epoch 36111/50000
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Epoch 36112/50000
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Epoch 36113/50000
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Epoch 36114/50000
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Epoch 36115/50000
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Epoch 36116/50000
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Epoch 36117/50000
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Epoch 36118/50000
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Epoch 36119/50000
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Epoch 36120/50000
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Epoch 36121/50000
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Epoch 36122/50000
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Epoch 36123/50000
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Epoch 36124/50000
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Epoch 36125/50000
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Epoch 36126/50000
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Epoch 36127/50000
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Epoch 36128/50000
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Epoch 36129/50000
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Epoch 36130/50000
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Epoch 36131/50000
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Epoch 36132/50000
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Epoch 36133/50000
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Epoch 36134/50000
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Epoch 36135/50000
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Epoch 36136/50000
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Epoch 36137/50000
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Epoch 36138/50000
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Epoch 36139/50000
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Epoch 36140/50000
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Epoch 36141/50000
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Epoch 36142/50000
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Epoch 36143/50000
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Epoch 36144/50000
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Epoch 36145/50000
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Epoch 36146/50000
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Epoch 36147/50000
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Epoch 36148/50000
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Epoch 36149/50000
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Epoch 36150/50000
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Epoch 36151/50000
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Epoch 36152/50000
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Epoch 36153/50000
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Epoch 36154/50000
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Epoch 36155/50000
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Epoch 36156/50000
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Epoch 36157/50000
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Epoch 36158/50000
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Epoch 36159/50000
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Epoch 36160/50000
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Epoch 36161/50000
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Epoch 36162/50000
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Epoch 36163/50000
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Epoch 36164/50000
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Epoch 36165/50000
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Epoch 36166/50000
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Epoch 36167/50000
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Epoch 36168/50000
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Epoch 36169/50000
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Epoch 36170/50000
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Epoch 36171/50000
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Epoch 36172/50000
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Epoch 36173/50000
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Epoch 36174/50000
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Epoch 36175/50000
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Epoch 36176/50000
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Epoch 36177/50000
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Epoch 36178/50000
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Epoch 36179/50000
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Epoch 36180/50000
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Epoch 36181/50000
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Epoch 36182/50000
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Epoch 36183/50000
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Epoch 36184/50000
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Epoch 36185/50000
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Epoch 36186/50000
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Epoch 36187/50000
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Epoch 36188/50000
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Epoch 36189/50000
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Epoch 36190/50000
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Epoch 36191/50000
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Epoch 36192/50000
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Epoch 36193/50000
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Epoch 36194/50000
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Epoch 36195/50000
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Epoch 36196/50000
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Epoch 36197/50000
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Epoch 36198/50000
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Epoch 36199/50000
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Epoch 36200/50000
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Epoch 36201/50000
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Epoch 36202/50000
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Epoch 36203/50000
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Epoch 36204/50000
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Epoch 36205/50000
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Epoch 36206/50000
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Epoch 36207/50000
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Epoch 36208/50000
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Epoch 36209/50000
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Epoch 36210/50000
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Epoch 36211/50000
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Epoch 36212/50000
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Epoch 36213/50000
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Epoch 36214/50000
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Epoch 36215/50000
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Epoch 36216/50000
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Epoch 36217/50000
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Epoch 36218/50000
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Epoch 36219/50000
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Epoch 36220/50000
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Epoch 36221/50000
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Epoch 36222/50000
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Epoch 36223/50000
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Epoch 36224/50000
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Epoch 36225/50000
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Epoch 36226/50000
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Epoch 36227/50000
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Epoch 36228/50000
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Epoch 36229/50000
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Epoch 36230/50000
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Epoch 36231/50000
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Epoch 36232/50000
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Epoch 36233/50000
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Epoch 36234/50000
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Epoch 36235/50000
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Epoch 36236/50000
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Epoch 36237/50000
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Epoch 36238/50000
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Epoch 36239/50000
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Epoch 36240/50000
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Epoch 36241/50000
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Epoch 36242/50000
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Epoch 36243/50000
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Epoch 36244/50000
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Epoch 36245/50000
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Epoch 36246/50000
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Epoch 36247/50000
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Epoch 36248/50000
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Epoch 36249/50000
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Epoch 36250/50000
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Epoch 36251/50000
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Epoch 36252/50000
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Epoch 36253/50000
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Epoch 36254/50000
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Epoch 36255/50000
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Epoch 36256/50000
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Epoch 36257/50000
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Epoch 36258/50000
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Epoch 36259/50000
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Epoch 36260/50000
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Epoch 36261/50000
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Epoch 36262/50000
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Epoch 36263/50000
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Epoch 36264/50000
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Epoch 36265/50000
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Epoch 36266/50000
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Epoch 36267/50000
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Epoch 36268/50000
discriminator loss: 1.347057 - generator loss: 0.763752 - 1s
Epoch 36269/50000
discriminator loss: 1.340595 - generator loss: 0.759774 - 1s
Epoch 36270/50000
discriminator loss: 1.337974 - generator loss: 0.760052 - 1s
Epoch 36271/50000
discriminator loss: 1.343996 - generator loss: 0.767467 - 1s
Epoch 36272/50000
discriminator loss: 1.331813 - generator loss: 0.768048 - 1s
Epoch 36273/50000
discriminator loss: 1.346604 - generator loss: 0.761589 - 1s
Epoch 36274/50000
discriminator loss: 1.337406 - generator loss: 0.761929 - 1s
Epoch 36275/50000
discriminator loss: 1.338149 - generator loss: 0.762021 - 1s
Epoch 36276/50000
discriminator loss: 1.335954 - generator loss: 0.769198 - 1s
Epoch 36277/50000
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Epoch 36278/50000
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Epoch 36279/50000
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Epoch 36280/50000
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Epoch 36281/50000
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Epoch 36282/50000
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Epoch 36283/50000
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Epoch 36284/50000
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Epoch 36285/50000
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Epoch 36286/50000
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Epoch 36287/50000
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Epoch 36288/50000
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Epoch 36289/50000
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Epoch 36290/50000
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Epoch 36291/50000
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Epoch 36292/50000
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Epoch 36293/50000
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Epoch 36294/50000
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Epoch 36295/50000
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Epoch 36296/50000
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Epoch 36297/50000
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Epoch 36298/50000
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Epoch 36299/50000
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Epoch 36300/50000
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Epoch 36301/50000
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Epoch 36302/50000
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Epoch 36303/50000
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Epoch 36304/50000
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Epoch 36305/50000
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Epoch 36306/50000
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Epoch 36307/50000
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Epoch 36308/50000
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Epoch 36309/50000
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Epoch 36310/50000
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Epoch 36311/50000
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Epoch 36312/50000
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Epoch 36313/50000
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Epoch 36314/50000
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Epoch 36315/50000
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Epoch 36316/50000
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Epoch 36317/50000
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Epoch 36318/50000
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Epoch 36319/50000
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Epoch 36320/50000
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Epoch 36321/50000
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Epoch 36322/50000
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Epoch 36323/50000
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Epoch 36324/50000
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Epoch 36325/50000
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Epoch 36326/50000
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Epoch 36327/50000
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Epoch 36328/50000
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Epoch 36329/50000
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Epoch 36330/50000
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Epoch 36331/50000
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Epoch 36332/50000
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Epoch 36333/50000
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Epoch 36334/50000
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Epoch 36335/50000
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Epoch 36336/50000
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Epoch 36337/50000
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Epoch 36338/50000
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Epoch 36339/50000
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Epoch 36340/50000
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Epoch 36341/50000
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Epoch 36342/50000
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Epoch 36343/50000
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Epoch 36344/50000
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Epoch 36345/50000
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Epoch 36346/50000
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Epoch 36347/50000
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Epoch 36348/50000
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Epoch 36349/50000
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Epoch 36350/50000
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Epoch 36351/50000
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Epoch 36352/50000
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Epoch 36353/50000
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Epoch 36354/50000
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Epoch 36355/50000
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Epoch 36356/50000
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Epoch 36357/50000
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Epoch 36358/50000
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Epoch 36359/50000
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Epoch 36360/50000
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Epoch 36361/50000
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Epoch 36362/50000
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Epoch 36363/50000
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Epoch 36364/50000
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Epoch 36365/50000
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Epoch 36366/50000
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Epoch 36367/50000
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Epoch 36368/50000
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Epoch 36369/50000
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Epoch 36370/50000
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Epoch 36371/50000
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Epoch 36372/50000
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Epoch 36373/50000
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Epoch 36374/50000
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Epoch 36375/50000
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Epoch 36376/50000
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Epoch 36377/50000
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Epoch 36378/50000
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Epoch 36379/50000
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Epoch 36380/50000
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Epoch 36381/50000
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Epoch 36382/50000
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Epoch 36383/50000
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Epoch 36384/50000
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Epoch 36385/50000
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Epoch 36386/50000
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Epoch 36387/50000
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Epoch 36388/50000
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Epoch 36389/50000
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Epoch 36390/50000
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Epoch 36391/50000
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Epoch 36392/50000
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Epoch 36393/50000
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Epoch 36394/50000
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Epoch 36395/50000
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Epoch 36396/50000
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Epoch 36397/50000
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Epoch 36398/50000
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Epoch 36399/50000
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Epoch 36400/50000
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Epoch 36401/50000
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Epoch 36402/50000
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Epoch 36403/50000
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Epoch 36404/50000
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Epoch 36405/50000
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Epoch 36406/50000
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Epoch 36407/50000
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Epoch 36408/50000
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Epoch 36409/50000
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Epoch 36410/50000
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Epoch 36411/50000
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Epoch 36412/50000
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Epoch 36413/50000
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Epoch 36414/50000
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Epoch 36415/50000
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Epoch 36416/50000
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Epoch 36417/50000
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Epoch 36418/50000
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Epoch 36419/50000
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Epoch 36420/50000
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Epoch 36421/50000
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Epoch 36422/50000
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Epoch 36423/50000
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Epoch 36424/50000
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Epoch 36425/50000
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Epoch 36426/50000
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Epoch 36427/50000
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Epoch 36428/50000
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Epoch 36429/50000
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Epoch 36430/50000
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Epoch 36431/50000
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Epoch 36432/50000
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Epoch 36433/50000
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Epoch 36434/50000
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Epoch 36435/50000
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Epoch 36436/50000
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Epoch 36437/50000
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Epoch 36438/50000
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Epoch 36439/50000
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Epoch 36440/50000
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Epoch 36441/50000
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Epoch 36442/50000
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Epoch 36443/50000
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Epoch 36444/50000
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Epoch 36445/50000
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Epoch 36446/50000
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Epoch 36447/50000
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Epoch 36448/50000
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Epoch 36449/50000
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Epoch 36450/50000
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Epoch 36451/50000
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Epoch 36452/50000
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Epoch 36453/50000
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Epoch 36454/50000
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Epoch 36455/50000
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Epoch 36456/50000
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Epoch 36457/50000
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Epoch 36458/50000
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Epoch 36459/50000
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Epoch 36460/50000
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Epoch 36461/50000
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Epoch 36462/50000
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Epoch 36463/50000
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Epoch 36464/50000
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Epoch 36465/50000
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Epoch 36466/50000
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Epoch 36467/50000
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Epoch 36468/50000
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Epoch 36469/50000
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Epoch 36470/50000
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Epoch 36471/50000
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Epoch 36472/50000
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Epoch 36473/50000
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Epoch 36474/50000
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Epoch 36475/50000
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Epoch 36476/50000
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Epoch 36477/50000
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Epoch 36478/50000
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Epoch 36479/50000
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Epoch 36480/50000
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Epoch 36481/50000
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Epoch 36482/50000
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Epoch 36483/50000
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Epoch 36484/50000
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Epoch 36485/50000
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Epoch 36486/50000
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Epoch 36487/50000
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Epoch 36488/50000
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Epoch 36489/50000
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Epoch 36490/50000
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Epoch 36491/50000
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Epoch 36492/50000
discriminator loss: 1.344610 - generator loss: 0.747575 - 1s
Epoch 36493/50000
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Epoch 36494/50000
discriminator loss: 1.340522 - generator loss: 0.770611 - 1s
Epoch 36495/50000
discriminator loss: 1.341795 - generator loss: 0.762569 - 1s
Epoch 36496/50000
discriminator loss: 1.337354 - generator loss: 0.774986 - 1s
Epoch 36497/50000
discriminator loss: 1.345687 - generator loss: 0.752368 - 1s
Epoch 36498/50000
discriminator loss: 1.338569 - generator loss: 0.760786 - 1s
Epoch 36499/50000
discriminator loss: 1.347827 - generator loss: 0.759988 - 1s
Epoch 36500/50000
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Epoch 36501/50000
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Epoch 36502/50000
discriminator loss: 1.341020 - generator loss: 0.767079 - 1s
Epoch 36503/50000
discriminator loss: 1.346014 - generator loss: 0.755938 - 1s
Epoch 36504/50000
discriminator loss: 1.341450 - generator loss: 0.775232 - 1s
Epoch 36505/50000
discriminator loss: 1.334744 - generator loss: 0.762497 - 1s
Epoch 36506/50000
discriminator loss: 1.348167 - generator loss: 0.752316 - 1s
Epoch 36507/50000
discriminator loss: 1.332913 - generator loss: 0.763779 - 1s
Epoch 36508/50000
discriminator loss: 1.349427 - generator loss: 0.770636 - 1s
Epoch 36509/50000
discriminator loss: 1.328624 - generator loss: 0.765251 - 1s
Epoch 36510/50000
discriminator loss: 1.349333 - generator loss: 0.759785 - 1s
Epoch 36511/50000
discriminator loss: 1.342853 - generator loss: 0.758070 - 1s
Epoch 36512/50000
discriminator loss: 1.350018 - generator loss: 0.758867 - 1s
Epoch 36513/50000
discriminator loss: 1.350413 - generator loss: 0.751916 - 1s
Epoch 36514/50000
discriminator loss: 1.342997 - generator loss: 0.760374 - 1s
Epoch 36515/50000
discriminator loss: 1.336622 - generator loss: 0.766954 - 1s
Epoch 36516/50000
discriminator loss: 1.341931 - generator loss: 0.770700 - 1s
Epoch 36517/50000
discriminator loss: 1.336508 - generator loss: 0.771562 - 1s
Epoch 36518/50000
discriminator loss: 1.339930 - generator loss: 0.764824 - 1s
Epoch 36519/50000
discriminator loss: 1.344151 - generator loss: 0.751300 - 1s
Epoch 36520/50000
discriminator loss: 1.343658 - generator loss: 0.760778 - 1s
Epoch 36521/50000
discriminator loss: 1.355698 - generator loss: 0.752638 - 1s
Epoch 36522/50000
discriminator loss: 1.340052 - generator loss: 0.765814 - 1s
Epoch 36523/50000
discriminator loss: 1.348254 - generator loss: 0.754000 - 1s
Epoch 36524/50000
discriminator loss: 1.340703 - generator loss: 0.763486 - 1s
Epoch 36525/50000
discriminator loss: 1.348794 - generator loss: 0.760784 - 1s
Epoch 36526/50000
discriminator loss: 1.346110 - generator loss: 0.766353 - 1s
Epoch 36527/50000
discriminator loss: 1.346767 - generator loss: 0.750204 - 1s
Epoch 36528/50000
discriminator loss: 1.345849 - generator loss: 0.753749 - 1s
Epoch 36529/50000
discriminator loss: 1.355301 - generator loss: 0.757121 - 1s
Epoch 36530/50000
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Epoch 36531/50000
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Epoch 36532/50000
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Epoch 36533/50000
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Epoch 36534/50000
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Epoch 36535/50000
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Epoch 36536/50000
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Epoch 36537/50000
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Epoch 36538/50000
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Epoch 36539/50000
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Epoch 36540/50000
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Epoch 36541/50000
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Epoch 36542/50000
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Epoch 36543/50000
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Epoch 36544/50000
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Epoch 36545/50000
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Epoch 36546/50000
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Epoch 36547/50000
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Epoch 36548/50000
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Epoch 36549/50000
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Epoch 36550/50000
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Epoch 36551/50000
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Epoch 36552/50000
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Epoch 36553/50000
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Epoch 36554/50000
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Epoch 36555/50000
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Epoch 36556/50000
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Epoch 36557/50000
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Epoch 36558/50000
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Epoch 36559/50000
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Epoch 36560/50000
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Epoch 36561/50000
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Epoch 36562/50000
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Epoch 36563/50000
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Epoch 36564/50000
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Epoch 36565/50000
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Epoch 36566/50000
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Epoch 36567/50000
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Epoch 36568/50000
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Epoch 36569/50000
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Epoch 36570/50000
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Epoch 36571/50000
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Epoch 36572/50000
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Epoch 36573/50000
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Epoch 36574/50000
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Epoch 36575/50000
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Epoch 36576/50000
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Epoch 36577/50000
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Epoch 36578/50000
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Epoch 36579/50000
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Epoch 36580/50000
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Epoch 36581/50000
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Epoch 36582/50000
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Epoch 36583/50000
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Epoch 36584/50000
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Epoch 36585/50000
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Epoch 36586/50000
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Epoch 36587/50000
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Epoch 36588/50000
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Epoch 36589/50000
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Epoch 36590/50000
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Epoch 36591/50000
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Epoch 36592/50000
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Epoch 36593/50000
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Epoch 36594/50000
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Epoch 36595/50000
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Epoch 36596/50000
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Epoch 36597/50000
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Epoch 36598/50000
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Epoch 36599/50000
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Epoch 36600/50000
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Epoch 36601/50000
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Epoch 36602/50000
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Epoch 36603/50000
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Epoch 36604/50000
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Epoch 36605/50000
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Epoch 36606/50000
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Epoch 36607/50000
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Epoch 36608/50000
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Epoch 36609/50000
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Epoch 36610/50000
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Epoch 36611/50000
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Epoch 36612/50000
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Epoch 36613/50000
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Epoch 36614/50000
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Epoch 36615/50000
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Epoch 36616/50000
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Epoch 36617/50000
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Epoch 36618/50000
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Epoch 36619/50000
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Epoch 36620/50000
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Epoch 36621/50000
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Epoch 36622/50000
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Epoch 36623/50000
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Epoch 36624/50000
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Epoch 36625/50000
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Epoch 36626/50000
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Epoch 36627/50000
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Epoch 36628/50000
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Epoch 36629/50000
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Epoch 36630/50000
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Epoch 36631/50000
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Epoch 36632/50000
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Epoch 36633/50000
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Epoch 36634/50000
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Epoch 36635/50000
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Epoch 36636/50000
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Epoch 36637/50000
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Epoch 36638/50000
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Epoch 36639/50000
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Epoch 36640/50000
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Epoch 36641/50000
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Epoch 36642/50000
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Epoch 36643/50000
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Epoch 36644/50000
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Epoch 36645/50000
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Epoch 36646/50000
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Epoch 36647/50000
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Epoch 36648/50000
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Epoch 36649/50000
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Epoch 36650/50000
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Epoch 36651/50000
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Epoch 36652/50000
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Epoch 36653/50000
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Epoch 36654/50000
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Epoch 36655/50000
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Epoch 36656/50000
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Epoch 36657/50000
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Epoch 36658/50000
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Epoch 36659/50000
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Epoch 36660/50000
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Epoch 36661/50000
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Epoch 36662/50000
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Epoch 36663/50000
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Epoch 36664/50000
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Epoch 36665/50000
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Epoch 36666/50000
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Epoch 36667/50000
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Epoch 36668/50000
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Epoch 36669/50000
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Epoch 36670/50000
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Epoch 36671/50000
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Epoch 36672/50000
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Epoch 36673/50000
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Epoch 36674/50000
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Epoch 36675/50000
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Epoch 36676/50000
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Epoch 36677/50000
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Epoch 36678/50000
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Epoch 36679/50000
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Epoch 36680/50000
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Epoch 36681/50000
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Epoch 36682/50000
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Epoch 36683/50000
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Epoch 36684/50000
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Epoch 36685/50000
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Epoch 36686/50000
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Epoch 36687/50000
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Epoch 36688/50000
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Epoch 36689/50000
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Epoch 36690/50000
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Epoch 36691/50000
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Epoch 36692/50000
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Epoch 36693/50000
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Epoch 36694/50000
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Epoch 36695/50000
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Epoch 36696/50000
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Epoch 36697/50000
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Epoch 36698/50000
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Epoch 36699/50000
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Epoch 36700/50000
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Epoch 36701/50000
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Epoch 36702/50000
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Epoch 36703/50000
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Epoch 36704/50000
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Epoch 36705/50000
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Epoch 36706/50000
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Epoch 36707/50000
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Epoch 36708/50000
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Epoch 36709/50000
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Epoch 36710/50000
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Epoch 36711/50000
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Epoch 36712/50000
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Epoch 36713/50000
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Epoch 36714/50000
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Epoch 36715/50000
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Epoch 36716/50000
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Epoch 36717/50000
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Epoch 36718/50000
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Epoch 36719/50000
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Epoch 36720/50000
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Epoch 36721/50000
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Epoch 36722/50000
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Epoch 36723/50000
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Epoch 36724/50000
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Epoch 36725/50000
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Epoch 36726/50000
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Epoch 36727/50000
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Epoch 36728/50000
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Epoch 36729/50000
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Epoch 36730/50000
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Epoch 36731/50000
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Epoch 36732/50000
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Epoch 36733/50000
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Epoch 36734/50000
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Epoch 36735/50000
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Epoch 36736/50000
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Epoch 36737/50000
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Epoch 36738/50000
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Epoch 36739/50000
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Epoch 36740/50000
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Epoch 36741/50000
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Epoch 36742/50000
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Epoch 36743/50000
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Epoch 36744/50000
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Epoch 36745/50000
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Epoch 36746/50000
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Epoch 36747/50000
discriminator loss: 1.332646 - generator loss: 0.766050 - 1s
Epoch 36748/50000
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Epoch 36749/50000
discriminator loss: 1.339898 - generator loss: 0.758022 - 1s
Epoch 36750/50000
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Epoch 36751/50000
discriminator loss: 1.343926 - generator loss: 0.763323 - 1s
Epoch 36752/50000
discriminator loss: 1.349378 - generator loss: 0.759194 - 1s
Epoch 36753/50000
discriminator loss: 1.349158 - generator loss: 0.760373 - 1s
Epoch 36754/50000
discriminator loss: 1.338487 - generator loss: 0.768255 - 1s
Epoch 36755/50000
discriminator loss: 1.346808 - generator loss: 0.752433 - 1s
Epoch 36756/50000
discriminator loss: 1.351648 - generator loss: 0.759421 - 1s
Epoch 36757/50000
discriminator loss: 1.339759 - generator loss: 0.760969 - 1s
Epoch 36758/50000
discriminator loss: 1.333924 - generator loss: 0.762014 - 1s
Epoch 36759/50000
discriminator loss: 1.337498 - generator loss: 0.766646 - 1s
Epoch 36760/50000
discriminator loss: 1.333152 - generator loss: 0.763961 - 1s
Epoch 36761/50000
discriminator loss: 1.347795 - generator loss: 0.758840 - 1s
Epoch 36762/50000
discriminator loss: 1.338826 - generator loss: 0.763054 - 1s
Epoch 36763/50000
discriminator loss: 1.342843 - generator loss: 0.764103 - 1s
Epoch 36764/50000
discriminator loss: 1.332973 - generator loss: 0.774120 - 1s
Epoch 36765/50000
discriminator loss: 1.310961 - generator loss: 0.782677 - 1s
Epoch 36766/50000
discriminator loss: 1.333093 - generator loss: 0.761770 - 1s
Epoch 36767/50000
discriminator loss: 1.338763 - generator loss: 0.767469 - 1s
Epoch 36768/50000
discriminator loss: 1.337050 - generator loss: 0.762470 - 1s
Epoch 36769/50000
discriminator loss: 1.342190 - generator loss: 0.759852 - 1s
Epoch 36770/50000
discriminator loss: 1.349930 - generator loss: 0.759820 - 1s
Epoch 36771/50000
discriminator loss: 1.341507 - generator loss: 0.759456 - 1s
Epoch 36772/50000
discriminator loss: 1.339065 - generator loss: 0.766059 - 1s
Epoch 36773/50000
discriminator loss: 1.340036 - generator loss: 0.758166 - 1s
Epoch 36774/50000
discriminator loss: 1.343704 - generator loss: 0.760671 - 1s
Epoch 36775/50000
discriminator loss: 1.349195 - generator loss: 0.754437 - 1s
Epoch 36776/50000
discriminator loss: 1.327601 - generator loss: 0.773521 - 1s
Epoch 36777/50000
discriminator loss: 1.348948 - generator loss: 0.754580 - 1s
Epoch 36778/50000
discriminator loss: 1.339288 - generator loss: 0.763371 - 1s
Epoch 36779/50000
discriminator loss: 1.344768 - generator loss: 0.759859 - 1s
Epoch 36780/50000
discriminator loss: 1.339654 - generator loss: 0.765663 - 1s
Epoch 36781/50000
discriminator loss: 1.336901 - generator loss: 0.761607 - 1s
Epoch 36782/50000
discriminator loss: 1.340434 - generator loss: 0.763120 - 1s
Epoch 36783/50000
discriminator loss: 1.349725 - generator loss: 0.756379 - 1s
Epoch 36784/50000
discriminator loss: 1.336958 - generator loss: 0.774896 - 1s
Epoch 36785/50000
discriminator loss: 1.345875 - generator loss: 0.752288 - 1s
Epoch 36786/50000
discriminator loss: 1.341968 - generator loss: 0.762000 - 1s
Epoch 36787/50000
discriminator loss: 1.347121 - generator loss: 0.760035 - 1s
Epoch 36788/50000
discriminator loss: 1.347144 - generator loss: 0.761124 - 1s
Epoch 36789/50000
discriminator loss: 1.338491 - generator loss: 0.759378 - 1s
Epoch 36790/50000
discriminator loss: 1.349088 - generator loss: 0.750730 - 1s
Epoch 36791/50000
discriminator loss: 1.338469 - generator loss: 0.763596 - 1s
Epoch 36792/50000
discriminator loss: 1.345748 - generator loss: 0.765038 - 1s
Epoch 36793/50000
discriminator loss: 1.341863 - generator loss: 0.762708 - 1s
Epoch 36794/50000
discriminator loss: 1.341075 - generator loss: 0.765654 - 1s
Epoch 36795/50000
discriminator loss: 1.347543 - generator loss: 0.758911 - 1s
Epoch 36796/50000
discriminator loss: 1.346930 - generator loss: 0.754664 - 1s
Epoch 36797/50000
discriminator loss: 1.338981 - generator loss: 0.765209 - 1s
Epoch 36798/50000
discriminator loss: 1.339676 - generator loss: 0.760447 - 1s
Epoch 36799/50000
discriminator loss: 1.337777 - generator loss: 0.770392 - 1s
Epoch 36800/50000
discriminator loss: 1.336603 - generator loss: 0.761520 - 1s
Epoch 36801/50000
discriminator loss: 1.335299 - generator loss: 0.770229 - 1s
Epoch 36802/50000
discriminator loss: 1.332202 - generator loss: 0.766452 - 1s
Epoch 36803/50000
discriminator loss: 1.336736 - generator loss: 0.765623 - 1s
Epoch 36804/50000
discriminator loss: 1.334790 - generator loss: 0.763587 - 1s
Epoch 36805/50000
discriminator loss: 1.354183 - generator loss: 0.753733 - 1s
Epoch 36806/50000
discriminator loss: 1.340924 - generator loss: 0.764194 - 1s
Epoch 36807/50000
discriminator loss: 1.340584 - generator loss: 0.769500 - 1s
Epoch 36808/50000
discriminator loss: 1.349222 - generator loss: 0.757987 - 1s
Epoch 36809/50000
discriminator loss: 1.338183 - generator loss: 0.768027 - 1s
Epoch 36810/50000
discriminator loss: 1.330659 - generator loss: 0.762630 - 1s
Epoch 36811/50000
discriminator loss: 1.334525 - generator loss: 0.765288 - 1s
Epoch 36812/50000
discriminator loss: 1.345973 - generator loss: 0.758691 - 1s
Epoch 36813/50000
discriminator loss: 1.340654 - generator loss: 0.762659 - 1s
Epoch 36814/50000
discriminator loss: 1.341118 - generator loss: 0.770940 - 1s
Epoch 36815/50000
discriminator loss: 1.335443 - generator loss: 0.764310 - 1s
Epoch 36816/50000
discriminator loss: 1.338806 - generator loss: 0.762658 - 1s
Epoch 36817/50000
discriminator loss: 1.326975 - generator loss: 0.771076 - 1s
Epoch 36818/50000
discriminator loss: 1.342260 - generator loss: 0.760348 - 1s
Epoch 36819/50000
discriminator loss: 1.343733 - generator loss: 0.772685 - 1s
Epoch 36820/50000
discriminator loss: 1.348506 - generator loss: 0.755381 - 1s
Epoch 36821/50000
discriminator loss: 1.332536 - generator loss: 0.775975 - 1s
Epoch 36822/50000
discriminator loss: 1.342251 - generator loss: 0.764439 - 1s
Epoch 36823/50000
discriminator loss: 1.355756 - generator loss: 0.754801 - 1s
Epoch 36824/50000
discriminator loss: 1.344042 - generator loss: 0.755474 - 1s
Epoch 36825/50000
discriminator loss: 1.341816 - generator loss: 0.758693 - 1s
Epoch 36826/50000
discriminator loss: 1.331469 - generator loss: 0.771771 - 1s
Epoch 36827/50000
discriminator loss: 1.327057 - generator loss: 0.782659 - 1s
Epoch 36828/50000
discriminator loss: 1.349758 - generator loss: 0.758379 - 1s
Epoch 36829/50000
discriminator loss: 1.354398 - generator loss: 0.756674 - 1s
Epoch 36830/50000
discriminator loss: 1.348078 - generator loss: 0.753140 - 1s
Epoch 36831/50000
discriminator loss: 1.342616 - generator loss: 0.762940 - 1s
Epoch 36832/50000
discriminator loss: 1.330608 - generator loss: 0.764768 - 1s
Epoch 36833/50000
discriminator loss: 1.342987 - generator loss: 0.765255 - 1s
Epoch 36834/50000
discriminator loss: 1.329390 - generator loss: 0.777894 - 1s
Epoch 36835/50000
discriminator loss: 1.333563 - generator loss: 0.770771 - 1s
Epoch 36836/50000
discriminator loss: 1.345793 - generator loss: 0.762387 - 1s
Epoch 36837/50000
discriminator loss: 1.327848 - generator loss: 0.770865 - 1s
Epoch 36838/50000
discriminator loss: 1.338290 - generator loss: 0.762149 - 1s
Epoch 36839/50000
discriminator loss: 1.331173 - generator loss: 0.774697 - 1s
Epoch 36840/50000
discriminator loss: 1.344707 - generator loss: 0.755424 - 1s
Epoch 36841/50000
discriminator loss: 1.345884 - generator loss: 0.759548 - 1s
Epoch 36842/50000
discriminator loss: 1.333555 - generator loss: 0.775579 - 1s
Epoch 36843/50000
discriminator loss: 1.348280 - generator loss: 0.758208 - 1s
Epoch 36844/50000
discriminator loss: 1.338514 - generator loss: 0.772600 - 1s
Epoch 36845/50000
discriminator loss: 1.345877 - generator loss: 0.750913 - 1s
Epoch 36846/50000
discriminator loss: 1.337734 - generator loss: 0.761030 - 1s
Epoch 36847/50000
discriminator loss: 1.339136 - generator loss: 0.761133 - 1s
Epoch 36848/50000
discriminator loss: 1.356249 - generator loss: 0.767957 - 1s
Epoch 36849/50000
discriminator loss: 1.341413 - generator loss: 0.769113 - 1s
Epoch 36850/50000
discriminator loss: 1.356325 - generator loss: 0.748365 - 1s
Epoch 36851/50000
discriminator loss: 1.349874 - generator loss: 0.756234 - 1s
Epoch 36852/50000
discriminator loss: 1.340807 - generator loss: 0.760515 - 1s
Epoch 36853/50000
discriminator loss: 1.334924 - generator loss: 0.770698 - 1s
Epoch 36854/50000
discriminator loss: 1.323055 - generator loss: 0.776385 - 1s
Epoch 36855/50000
discriminator loss: 1.338640 - generator loss: 0.759354 - 1s
Epoch 36856/50000
discriminator loss: 1.333449 - generator loss: 0.775465 - 1s
Epoch 36857/50000
discriminator loss: 1.330979 - generator loss: 0.775831 - 1s
Epoch 36858/50000
discriminator loss: 1.339351 - generator loss: 0.766521 - 1s
Epoch 36859/50000
discriminator loss: 1.331952 - generator loss: 0.766562 - 1s
Epoch 36860/50000
discriminator loss: 1.332878 - generator loss: 0.765656 - 1s
Epoch 36861/50000
discriminator loss: 1.341326 - generator loss: 0.761151 - 1s
Epoch 36862/50000
discriminator loss: 1.349540 - generator loss: 0.760133 - 1s
Epoch 36863/50000
discriminator loss: 1.338117 - generator loss: 0.766042 - 1s
Epoch 36864/50000
discriminator loss: 1.345475 - generator loss: 0.763807 - 1s
Epoch 36865/50000
discriminator loss: 1.349598 - generator loss: 0.756702 - 1s
Epoch 36866/50000
discriminator loss: 1.346135 - generator loss: 0.756367 - 1s
Epoch 36867/50000
discriminator loss: 1.339559 - generator loss: 0.762258 - 1s
Epoch 36868/50000
discriminator loss: 1.333114 - generator loss: 0.769370 - 1s
Epoch 36869/50000
discriminator loss: 1.343168 - generator loss: 0.773120 - 1s
Epoch 36870/50000
discriminator loss: 1.339200 - generator loss: 0.763505 - 1s
Epoch 36871/50000
discriminator loss: 1.319085 - generator loss: 0.778195 - 1s
Epoch 36872/50000
discriminator loss: 1.330833 - generator loss: 0.763481 - 1s
Epoch 36873/50000
discriminator loss: 1.347924 - generator loss: 0.758198 - 1s
Epoch 36874/50000
discriminator loss: 1.349418 - generator loss: 0.758218 - 1s
Epoch 36875/50000
discriminator loss: 1.335582 - generator loss: 0.763934 - 1s
Epoch 36876/50000
discriminator loss: 1.350201 - generator loss: 0.754192 - 1s
Epoch 36877/50000
discriminator loss: 1.344102 - generator loss: 0.754690 - 1s
Epoch 36878/50000
discriminator loss: 1.352461 - generator loss: 0.764383 - 1s
Epoch 36879/50000
discriminator loss: 1.330583 - generator loss: 0.774391 - 1s
Epoch 36880/50000
discriminator loss: 1.341952 - generator loss: 0.766625 - 1s
Epoch 36881/50000
discriminator loss: 1.337357 - generator loss: 0.768697 - 1s
Epoch 36882/50000
discriminator loss: 1.345984 - generator loss: 0.755532 - 1s
Epoch 36883/50000
discriminator loss: 1.345650 - generator loss: 0.766315 - 1s
Epoch 36884/50000
discriminator loss: 1.338467 - generator loss: 0.759425 - 1s
Epoch 36885/50000
discriminator loss: 1.335722 - generator loss: 0.765261 - 1s
Epoch 36886/50000
discriminator loss: 1.331868 - generator loss: 0.767628 - 1s
Epoch 36887/50000
discriminator loss: 1.343281 - generator loss: 0.765935 - 1s
Epoch 36888/50000
discriminator loss: 1.338892 - generator loss: 0.779864 - 1s
Epoch 36889/50000
discriminator loss: 1.334663 - generator loss: 0.764079 - 1s
Epoch 36890/50000
discriminator loss: 1.342037 - generator loss: 0.757881 - 1s
Epoch 36891/50000
discriminator loss: 1.341793 - generator loss: 0.766310 - 1s
Epoch 36892/50000
discriminator loss: 1.335701 - generator loss: 0.761919 - 1s
Epoch 36893/50000
discriminator loss: 1.348500 - generator loss: 0.763399 - 1s
Epoch 36894/50000
discriminator loss: 1.337628 - generator loss: 0.769070 - 1s
Epoch 36895/50000
discriminator loss: 1.346804 - generator loss: 0.756294 - 1s
Epoch 36896/50000
discriminator loss: 1.349844 - generator loss: 0.755862 - 1s
Epoch 36897/50000
discriminator loss: 1.332144 - generator loss: 0.767535 - 1s
Epoch 36898/50000
discriminator loss: 1.340569 - generator loss: 0.757402 - 1s
Epoch 36899/50000
discriminator loss: 1.336172 - generator loss: 0.768709 - 1s
Epoch 36900/50000
discriminator loss: 1.337191 - generator loss: 0.763372 - 1s
Epoch 36901/50000
discriminator loss: 1.334033 - generator loss: 0.765620 - 1s
Epoch 36902/50000
discriminator loss: 1.352518 - generator loss: 0.764077 - 1s
Epoch 36903/50000
discriminator loss: 1.342320 - generator loss: 0.765314 - 1s
Epoch 36904/50000
discriminator loss: 1.331420 - generator loss: 0.775935 - 1s
Epoch 36905/50000
discriminator loss: 1.338228 - generator loss: 0.759323 - 1s
Epoch 36906/50000
discriminator loss: 1.346148 - generator loss: 0.755712 - 1s
Epoch 36907/50000
discriminator loss: 1.319314 - generator loss: 0.777575 - 1s
Epoch 36908/50000
discriminator loss: 1.326421 - generator loss: 0.770221 - 1s
Epoch 36909/50000
discriminator loss: 1.336607 - generator loss: 0.766310 - 1s
Epoch 36910/50000
discriminator loss: 1.346936 - generator loss: 0.765639 - 1s
Epoch 36911/50000
discriminator loss: 1.332235 - generator loss: 0.768205 - 1s
Epoch 36912/50000
discriminator loss: 1.340081 - generator loss: 0.760569 - 1s
Epoch 36913/50000
discriminator loss: 1.335765 - generator loss: 0.769002 - 1s
Epoch 36914/50000
discriminator loss: 1.337388 - generator loss: 0.771688 - 1s
Epoch 36915/50000
discriminator loss: 1.336102 - generator loss: 0.762230 - 1s
Epoch 36916/50000
discriminator loss: 1.334017 - generator loss: 0.768290 - 1s
Epoch 36917/50000
discriminator loss: 1.338528 - generator loss: 0.764435 - 1s
Epoch 36918/50000
discriminator loss: 1.334767 - generator loss: 0.761239 - 1s
Epoch 36919/50000
discriminator loss: 1.340656 - generator loss: 0.768194 - 1s
Epoch 36920/50000
discriminator loss: 1.342148 - generator loss: 0.752531 - 1s
Epoch 36921/50000
discriminator loss: 1.344560 - generator loss: 0.761938 - 1s
Epoch 36922/50000
discriminator loss: 1.345084 - generator loss: 0.766901 - 1s
Epoch 36923/50000
discriminator loss: 1.339791 - generator loss: 0.758062 - 1s
Epoch 36924/50000
discriminator loss: 1.345042 - generator loss: 0.768740 - 1s
Epoch 36925/50000
discriminator loss: 1.340990 - generator loss: 0.762091 - 1s
Epoch 36926/50000
discriminator loss: 1.342100 - generator loss: 0.758859 - 1s
Epoch 36927/50000
discriminator loss: 1.335585 - generator loss: 0.763509 - 1s
Epoch 36928/50000
discriminator loss: 1.337303 - generator loss: 0.766214 - 1s
Epoch 36929/50000
discriminator loss: 1.334700 - generator loss: 0.769874 - 1s
Epoch 36930/50000
discriminator loss: 1.342808 - generator loss: 0.759460 - 1s
Epoch 36931/50000
discriminator loss: 1.340440 - generator loss: 0.760473 - 1s
Epoch 36932/50000
discriminator loss: 1.337892 - generator loss: 0.764948 - 1s
Epoch 36933/50000
discriminator loss: 1.330474 - generator loss: 0.766970 - 1s
Epoch 36934/50000
discriminator loss: 1.345411 - generator loss: 0.762121 - 1s
Epoch 36935/50000
discriminator loss: 1.330522 - generator loss: 0.770390 - 1s
Epoch 36936/50000
discriminator loss: 1.346692 - generator loss: 0.755766 - 1s
Epoch 36937/50000
discriminator loss: 1.348235 - generator loss: 0.767025 - 1s
Epoch 36938/50000
discriminator loss: 1.338753 - generator loss: 0.766514 - 1s
Epoch 36939/50000
discriminator loss: 1.344871 - generator loss: 0.759519 - 1s
Epoch 36940/50000
discriminator loss: 1.352499 - generator loss: 0.756823 - 1s
Epoch 36941/50000
discriminator loss: 1.339644 - generator loss: 0.760848 - 1s
Epoch 36942/50000
discriminator loss: 1.328846 - generator loss: 0.757408 - 1s
Epoch 36943/50000
discriminator loss: 1.334154 - generator loss: 0.772227 - 1s
Epoch 36944/50000
discriminator loss: 1.345309 - generator loss: 0.765375 - 1s
Epoch 36945/50000
discriminator loss: 1.341359 - generator loss: 0.765269 - 1s
Epoch 36946/50000
discriminator loss: 1.333642 - generator loss: 0.768514 - 1s
Epoch 36947/50000
discriminator loss: 1.338251 - generator loss: 0.763426 - 1s
Epoch 36948/50000
discriminator loss: 1.340087 - generator loss: 0.755849 - 1s
Epoch 36949/50000
discriminator loss: 1.351651 - generator loss: 0.758535 - 1s
Epoch 36950/50000
discriminator loss: 1.336052 - generator loss: 0.761782 - 1s
Epoch 36951/50000
discriminator loss: 1.341548 - generator loss: 0.760948 - 1s
Epoch 36952/50000
discriminator loss: 1.339253 - generator loss: 0.765918 - 1s
Epoch 36953/50000
discriminator loss: 1.339288 - generator loss: 0.761270 - 1s
Epoch 36954/50000
discriminator loss: 1.339087 - generator loss: 0.763101 - 1s
Epoch 36955/50000
discriminator loss: 1.353730 - generator loss: 0.756926 - 1s
Epoch 36956/50000
discriminator loss: 1.331718 - generator loss: 0.762615 - 1s
Epoch 36957/50000
discriminator loss: 1.333113 - generator loss: 0.769509 - 1s
Epoch 36958/50000
discriminator loss: 1.333760 - generator loss: 0.773759 - 1s
Epoch 36959/50000
discriminator loss: 1.340954 - generator loss: 0.763403 - 1s
Epoch 36960/50000
discriminator loss: 1.340649 - generator loss: 0.763603 - 1s
Epoch 36961/50000
discriminator loss: 1.336846 - generator loss: 0.766021 - 1s
Epoch 36962/50000
discriminator loss: 1.335939 - generator loss: 0.764766 - 1s
Epoch 36963/50000
discriminator loss: 1.343840 - generator loss: 0.760101 - 1s
Epoch 36964/50000
discriminator loss: 1.343841 - generator loss: 0.760342 - 1s
Epoch 36965/50000
discriminator loss: 1.343300 - generator loss: 0.762445 - 1s
Epoch 36966/50000
discriminator loss: 1.349890 - generator loss: 0.756996 - 1s
Epoch 36967/50000
discriminator loss: 1.346756 - generator loss: 0.760402 - 1s
Epoch 36968/50000
discriminator loss: 1.344031 - generator loss: 0.764445 - 1s
Epoch 36969/50000
discriminator loss: 1.340207 - generator loss: 0.758119 - 1s
Epoch 36970/50000
discriminator loss: 1.348971 - generator loss: 0.763150 - 1s
Epoch 36971/50000
discriminator loss: 1.336161 - generator loss: 0.773041 - 1s
Epoch 36972/50000
discriminator loss: 1.344450 - generator loss: 0.749987 - 1s
Epoch 36973/50000
discriminator loss: 1.342663 - generator loss: 0.762897 - 1s
Epoch 36974/50000
discriminator loss: 1.341127 - generator loss: 0.763458 - 1s
Epoch 36975/50000
discriminator loss: 1.341922 - generator loss: 0.759959 - 1s
Epoch 36976/50000
discriminator loss: 1.341519 - generator loss: 0.762067 - 1s
Epoch 36977/50000
discriminator loss: 1.344119 - generator loss: 0.761461 - 1s
Epoch 36978/50000
discriminator loss: 1.334014 - generator loss: 0.771388 - 1s
Epoch 36979/50000
discriminator loss: 1.344240 - generator loss: 0.765463 - 1s
Epoch 36980/50000
discriminator loss: 1.351557 - generator loss: 0.760627 - 1s
Epoch 36981/50000
discriminator loss: 1.344585 - generator loss: 0.763363 - 1s
Epoch 36982/50000
discriminator loss: 1.342299 - generator loss: 0.756357 - 1s
Epoch 36983/50000
discriminator loss: 1.350768 - generator loss: 0.754901 - 1s
Epoch 36984/50000
discriminator loss: 1.338578 - generator loss: 0.762815 - 1s
Epoch 36985/50000
discriminator loss: 1.343972 - generator loss: 0.757943 - 1s
Epoch 36986/50000
discriminator loss: 1.334991 - generator loss: 0.775131 - 1s
Epoch 36987/50000
discriminator loss: 1.339546 - generator loss: 0.759371 - 1s
Epoch 36988/50000
discriminator loss: 1.338637 - generator loss: 0.769968 - 1s
Epoch 36989/50000
discriminator loss: 1.333356 - generator loss: 0.766717 - 1s
Epoch 36990/50000
discriminator loss: 1.338159 - generator loss: 0.761378 - 1s
Epoch 36991/50000
discriminator loss: 1.348248 - generator loss: 0.764945 - 1s
Epoch 36992/50000
discriminator loss: 1.344336 - generator loss: 0.758036 - 1s
Epoch 36993/50000
discriminator loss: 1.341811 - generator loss: 0.768286 - 1s
Epoch 36994/50000
discriminator loss: 1.337009 - generator loss: 0.768602 - 1s
Epoch 36995/50000
discriminator loss: 1.349279 - generator loss: 0.756642 - 1s
Epoch 36996/50000
discriminator loss: 1.336133 - generator loss: 0.769879 - 1s
Epoch 36997/50000
discriminator loss: 1.340993 - generator loss: 0.757387 - 1s
Epoch 36998/50000
discriminator loss: 1.333507 - generator loss: 0.758555 - 1s
Epoch 36999/50000
discriminator loss: 1.333453 - generator loss: 0.772454 - 1s
Epoch 37000/50000
discriminator loss: 1.342132 - generator loss: 0.761159 - 1s
Epoch 37001/50000
discriminator loss: 1.344756 - generator loss: 0.765295 - 1s

Loss: 

Epoch 37002/50000
discriminator loss: 1.350378 - generator loss: 0.754658 - 1s
Epoch 37003/50000
discriminator loss: 1.349998 - generator loss: 0.752227 - 1s
Epoch 37004/50000
discriminator loss: 1.337517 - generator loss: 0.770908 - 1s
Epoch 37005/50000
discriminator loss: 1.350406 - generator loss: 0.754656 - 1s
Epoch 37006/50000
discriminator loss: 1.336619 - generator loss: 0.767847 - 1s
Epoch 37007/50000
discriminator loss: 1.351041 - generator loss: 0.756681 - 1s
Epoch 37008/50000
discriminator loss: 1.339461 - generator loss: 0.762865 - 1s
Epoch 37009/50000
discriminator loss: 1.342003 - generator loss: 0.760067 - 1s
Epoch 37010/50000
discriminator loss: 1.346327 - generator loss: 0.765701 - 1s
Epoch 37011/50000
discriminator loss: 1.346013 - generator loss: 0.765511 - 1s
Epoch 37012/50000
discriminator loss: 1.339264 - generator loss: 0.757848 - 1s
Epoch 37013/50000
discriminator loss: 1.333294 - generator loss: 0.759533 - 1s
Epoch 37014/50000
discriminator loss: 1.346477 - generator loss: 0.767348 - 1s
Epoch 37015/50000
discriminator loss: 1.329502 - generator loss: 0.774984 - 1s
Epoch 37016/50000
discriminator loss: 1.325851 - generator loss: 0.776250 - 1s
Epoch 37017/50000
discriminator loss: 1.338717 - generator loss: 0.752834 - 1s
Epoch 37018/50000
discriminator loss: 1.337058 - generator loss: 0.769743 - 1s
Epoch 37019/50000
discriminator loss: 1.324398 - generator loss: 0.770637 - 1s
Epoch 37020/50000
discriminator loss: 1.348140 - generator loss: 0.758321 - 1s
Epoch 37021/50000
discriminator loss: 1.337023 - generator loss: 0.763035 - 1s
Epoch 37022/50000
discriminator loss: 1.337372 - generator loss: 0.768046 - 1s
Epoch 37023/50000
discriminator loss: 1.345291 - generator loss: 0.757604 - 1s
Epoch 37024/50000
discriminator loss: 1.341788 - generator loss: 0.760456 - 1s
Epoch 37025/50000
discriminator loss: 1.347558 - generator loss: 0.763633 - 1s
Epoch 37026/50000
discriminator loss: 1.336535 - generator loss: 0.764567 - 1s
Epoch 37027/50000
discriminator loss: 1.331129 - generator loss: 0.771190 - 1s
Epoch 37028/50000
discriminator loss: 1.338066 - generator loss: 0.763098 - 1s
Epoch 37029/50000
discriminator loss: 1.349930 - generator loss: 0.761714 - 1s
Epoch 37030/50000
discriminator loss: 1.349211 - generator loss: 0.756840 - 1s
Epoch 37031/50000
discriminator loss: 1.344466 - generator loss: 0.765200 - 1s
Epoch 37032/50000
discriminator loss: 1.336748 - generator loss: 0.763439 - 1s
Epoch 37033/50000
discriminator loss: 1.342516 - generator loss: 0.756144 - 1s
Epoch 37034/50000
discriminator loss: 1.343844 - generator loss: 0.763489 - 1s
Epoch 37035/50000
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Epoch 37036/50000
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Epoch 37037/50000
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Epoch 37038/50000
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Epoch 37039/50000
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Epoch 37040/50000
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Epoch 37041/50000
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Epoch 37042/50000
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Epoch 37043/50000
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Epoch 37044/50000
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Epoch 37045/50000
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Epoch 37046/50000
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Epoch 37047/50000
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Epoch 37048/50000
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Epoch 37049/50000
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Epoch 37050/50000
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Epoch 37051/50000
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Epoch 37052/50000
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Epoch 37053/50000
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Epoch 37054/50000
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Epoch 37055/50000
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Epoch 37056/50000
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Epoch 37057/50000
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Epoch 37058/50000
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Epoch 37059/50000
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Epoch 37060/50000
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Epoch 37061/50000
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Epoch 37062/50000
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Epoch 37063/50000
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Epoch 37064/50000
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Epoch 37065/50000
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Epoch 37066/50000
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Epoch 37067/50000
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Epoch 37068/50000
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Epoch 37069/50000
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Epoch 37070/50000
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Epoch 37071/50000
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Epoch 37072/50000
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Epoch 37073/50000
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Epoch 37074/50000
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Epoch 37075/50000
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Epoch 37076/50000
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Epoch 37077/50000
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Epoch 37078/50000
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Epoch 37079/50000
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Epoch 37080/50000
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Epoch 37081/50000
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Epoch 37082/50000
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Epoch 37083/50000
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Epoch 37084/50000
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Epoch 37085/50000
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Epoch 37086/50000
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Epoch 37087/50000
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Epoch 37088/50000
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Epoch 37089/50000
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Epoch 37090/50000
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Epoch 37091/50000
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Epoch 37092/50000
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Epoch 37093/50000
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Epoch 37094/50000
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Epoch 37095/50000
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Epoch 37096/50000
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Epoch 37097/50000
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Epoch 37098/50000
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Epoch 37099/50000
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Epoch 37100/50000
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Epoch 37101/50000
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Epoch 37102/50000
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Epoch 37103/50000
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Epoch 37104/50000
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Epoch 37105/50000
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Epoch 37106/50000
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Epoch 37107/50000
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Epoch 37108/50000
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Epoch 37109/50000
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Epoch 37110/50000
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Epoch 37111/50000
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Epoch 37112/50000
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Epoch 37113/50000
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Epoch 37114/50000
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Epoch 37115/50000
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Epoch 37116/50000
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Epoch 37117/50000
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Epoch 37118/50000
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Epoch 37119/50000
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Epoch 37120/50000
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Epoch 37121/50000
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Epoch 37122/50000
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Epoch 37123/50000
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Epoch 37124/50000
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Epoch 37125/50000
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Epoch 37126/50000
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Epoch 37127/50000
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Epoch 37128/50000
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Epoch 37129/50000
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Epoch 37130/50000
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Epoch 37131/50000
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Epoch 37132/50000
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Epoch 37133/50000
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Epoch 37134/50000
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Epoch 37135/50000
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Epoch 37136/50000
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Epoch 37137/50000
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Epoch 37138/50000
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Epoch 37139/50000
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Epoch 37140/50000
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Epoch 37141/50000
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Epoch 37142/50000
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Epoch 37143/50000
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Epoch 37144/50000
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Epoch 37145/50000
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Epoch 37146/50000
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Epoch 37147/50000
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Epoch 37148/50000
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Epoch 37149/50000
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Epoch 37150/50000
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Epoch 37151/50000
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Epoch 37152/50000
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Epoch 37153/50000
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Epoch 37154/50000
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Epoch 37155/50000
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Epoch 37156/50000
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Epoch 37157/50000
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Epoch 37158/50000
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Epoch 37159/50000
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Epoch 37160/50000
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Epoch 37161/50000
discriminator loss: 1.344389 - generator loss: 0.762404 - 1s
Epoch 37162/50000
discriminator loss: 1.345559 - generator loss: 0.760401 - 1s
Epoch 37163/50000
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Epoch 37164/50000
discriminator loss: 1.343640 - generator loss: 0.764782 - 1s
Epoch 37165/50000
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Epoch 37166/50000
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Epoch 37167/50000
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Epoch 37168/50000
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Epoch 37169/50000
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Epoch 37170/50000
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Epoch 37171/50000
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Epoch 37172/50000
discriminator loss: 1.342217 - generator loss: 0.761263 - 1s
Epoch 37173/50000
discriminator loss: 1.342442 - generator loss: 0.758906 - 1s
Epoch 37174/50000
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Epoch 37175/50000
discriminator loss: 1.337525 - generator loss: 0.768754 - 1s
Epoch 37176/50000
discriminator loss: 1.329063 - generator loss: 0.766056 - 1s
Epoch 37177/50000
discriminator loss: 1.339384 - generator loss: 0.765005 - 1s
Epoch 37178/50000
discriminator loss: 1.346002 - generator loss: 0.759019 - 1s
Epoch 37179/50000
discriminator loss: 1.343178 - generator loss: 0.762195 - 1s
Epoch 37180/50000
discriminator loss: 1.351871 - generator loss: 0.748425 - 1s
Epoch 37181/50000
discriminator loss: 1.345923 - generator loss: 0.762023 - 1s
Epoch 37182/50000
discriminator loss: 1.352008 - generator loss: 0.755465 - 1s
Epoch 37183/50000
discriminator loss: 1.347042 - generator loss: 0.762051 - 1s
Epoch 37184/50000
discriminator loss: 1.346180 - generator loss: 0.757356 - 1s
Epoch 37185/50000
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Epoch 37186/50000
discriminator loss: 1.337908 - generator loss: 0.765026 - 1s
Epoch 37187/50000
discriminator loss: 1.349905 - generator loss: 0.759856 - 1s
Epoch 37188/50000
discriminator loss: 1.343488 - generator loss: 0.764891 - 1s
Epoch 37189/50000
discriminator loss: 1.331217 - generator loss: 0.765650 - 1s
Epoch 37190/50000
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Epoch 37191/50000
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Epoch 37192/50000
discriminator loss: 1.332095 - generator loss: 0.769183 - 1s
Epoch 37193/50000
discriminator loss: 1.335056 - generator loss: 0.771120 - 1s
Epoch 37194/50000
discriminator loss: 1.338961 - generator loss: 0.760072 - 1s
Epoch 37195/50000
discriminator loss: 1.336496 - generator loss: 0.760076 - 1s
Epoch 37196/50000
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Epoch 37197/50000
discriminator loss: 1.333336 - generator loss: 0.766631 - 1s
Epoch 37198/50000
discriminator loss: 1.336050 - generator loss: 0.767502 - 1s
Epoch 37199/50000
discriminator loss: 1.331763 - generator loss: 0.769418 - 1s
Epoch 37200/50000
discriminator loss: 1.335703 - generator loss: 0.764893 - 1s
Epoch 37201/50000
discriminator loss: 1.335585 - generator loss: 0.766598 - 1s
Epoch 37202/50000
discriminator loss: 1.340703 - generator loss: 0.760586 - 1s
Epoch 37203/50000
discriminator loss: 1.334871 - generator loss: 0.768766 - 1s
Epoch 37204/50000
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Epoch 37205/50000
discriminator loss: 1.345615 - generator loss: 0.763260 - 1s
Epoch 37206/50000
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Epoch 37207/50000
discriminator loss: 1.346898 - generator loss: 0.756961 - 1s
Epoch 37208/50000
discriminator loss: 1.339272 - generator loss: 0.766741 - 1s
Epoch 37209/50000
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Epoch 37210/50000
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Epoch 37211/50000
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Epoch 37212/50000
discriminator loss: 1.336998 - generator loss: 0.765411 - 1s
Epoch 37213/50000
discriminator loss: 1.340680 - generator loss: 0.765978 - 1s
Epoch 37214/50000
discriminator loss: 1.339101 - generator loss: 0.766517 - 1s
Epoch 37215/50000
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Epoch 37216/50000
discriminator loss: 1.328803 - generator loss: 0.764970 - 1s
Epoch 37217/50000
discriminator loss: 1.347640 - generator loss: 0.759006 - 1s
Epoch 37218/50000
discriminator loss: 1.335275 - generator loss: 0.768397 - 1s
Epoch 37219/50000
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Epoch 37220/50000
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Epoch 37221/50000
discriminator loss: 1.343272 - generator loss: 0.767398 - 1s
Epoch 37222/50000
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Epoch 37223/50000
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Epoch 37224/50000
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Epoch 37225/50000
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Epoch 37226/50000
discriminator loss: 1.341402 - generator loss: 0.763736 - 1s
Epoch 37227/50000
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Epoch 37228/50000
discriminator loss: 1.347306 - generator loss: 0.762248 - 1s
Epoch 37229/50000
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Epoch 37230/50000
discriminator loss: 1.338399 - generator loss: 0.770597 - 1s
Epoch 37231/50000
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Epoch 37232/50000
discriminator loss: 1.329213 - generator loss: 0.774028 - 1s
Epoch 37233/50000
discriminator loss: 1.327760 - generator loss: 0.773925 - 1s
Epoch 37234/50000
discriminator loss: 1.339368 - generator loss: 0.766319 - 1s
Epoch 37235/50000
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Epoch 37236/50000
discriminator loss: 1.342434 - generator loss: 0.763753 - 1s
Epoch 37237/50000
discriminator loss: 1.344069 - generator loss: 0.756275 - 1s
Epoch 37238/50000
discriminator loss: 1.347742 - generator loss: 0.758507 - 1s
Epoch 37239/50000
discriminator loss: 1.350367 - generator loss: 0.752126 - 1s
Epoch 37240/50000
discriminator loss: 1.330022 - generator loss: 0.772150 - 1s
Epoch 37241/50000
discriminator loss: 1.331141 - generator loss: 0.770582 - 1s
Epoch 37242/50000
discriminator loss: 1.333366 - generator loss: 0.766651 - 1s
Epoch 37243/50000
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Epoch 37244/50000
discriminator loss: 1.333216 - generator loss: 0.765958 - 1s
Epoch 37245/50000
discriminator loss: 1.345518 - generator loss: 0.760552 - 1s
Epoch 37246/50000
discriminator loss: 1.338080 - generator loss: 0.760939 - 1s
Epoch 37247/50000
discriminator loss: 1.344197 - generator loss: 0.758016 - 1s
Epoch 37248/50000
discriminator loss: 1.346606 - generator loss: 0.759011 - 1s
Epoch 37249/50000
discriminator loss: 1.344050 - generator loss: 0.767365 - 1s
Epoch 37250/50000
discriminator loss: 1.346811 - generator loss: 0.757659 - 1s
Epoch 37251/50000
discriminator loss: 1.347660 - generator loss: 0.758612 - 1s
Epoch 37252/50000
discriminator loss: 1.337962 - generator loss: 0.760449 - 1s
Epoch 37253/50000
discriminator loss: 1.348822 - generator loss: 0.760919 - 1s
Epoch 37254/50000
discriminator loss: 1.344430 - generator loss: 0.767754 - 1s
Epoch 37255/50000
discriminator loss: 1.343050 - generator loss: 0.760927 - 1s
Epoch 37256/50000
discriminator loss: 1.332435 - generator loss: 0.761228 - 1s
Epoch 37257/50000
discriminator loss: 1.338827 - generator loss: 0.770034 - 1s
Epoch 37258/50000
discriminator loss: 1.327432 - generator loss: 0.776812 - 1s
Epoch 37259/50000
discriminator loss: 1.332064 - generator loss: 0.764105 - 1s
Epoch 37260/50000
discriminator loss: 1.353732 - generator loss: 0.755712 - 1s
Epoch 37261/50000
discriminator loss: 1.344001 - generator loss: 0.761906 - 1s
Epoch 37262/50000
discriminator loss: 1.345807 - generator loss: 0.768796 - 1s
Epoch 37263/50000
discriminator loss: 1.336541 - generator loss: 0.763708 - 1s
Epoch 37264/50000
discriminator loss: 1.353701 - generator loss: 0.760420 - 1s
Epoch 37265/50000
discriminator loss: 1.340041 - generator loss: 0.764059 - 1s
Epoch 37266/50000
discriminator loss: 1.347668 - generator loss: 0.764039 - 1s
Epoch 37267/50000
discriminator loss: 1.338216 - generator loss: 0.768524 - 1s
Epoch 37268/50000
discriminator loss: 1.333715 - generator loss: 0.757956 - 1s
Epoch 37269/50000
discriminator loss: 1.332288 - generator loss: 0.764229 - 1s
Epoch 37270/50000
discriminator loss: 1.337558 - generator loss: 0.761123 - 1s
Epoch 37271/50000
discriminator loss: 1.347682 - generator loss: 0.764381 - 1s
Epoch 37272/50000
discriminator loss: 1.327213 - generator loss: 0.768825 - 1s
Epoch 37273/50000
discriminator loss: 1.344741 - generator loss: 0.764694 - 1s
Epoch 37274/50000
discriminator loss: 1.344303 - generator loss: 0.759104 - 1s
Epoch 37275/50000
discriminator loss: 1.348947 - generator loss: 0.761912 - 1s
Epoch 37276/50000
discriminator loss: 1.340976 - generator loss: 0.761163 - 1s
Epoch 37277/50000
discriminator loss: 1.337749 - generator loss: 0.766093 - 1s
Epoch 37278/50000
discriminator loss: 1.349612 - generator loss: 0.751192 - 1s
Epoch 37279/50000
discriminator loss: 1.347952 - generator loss: 0.760256 - 1s
Epoch 37280/50000
discriminator loss: 1.343242 - generator loss: 0.761896 - 1s
Epoch 37281/50000
discriminator loss: 1.333711 - generator loss: 0.768965 - 1s
Epoch 37282/50000
discriminator loss: 1.336676 - generator loss: 0.763688 - 1s
Epoch 37283/50000
discriminator loss: 1.334600 - generator loss: 0.763101 - 1s
Epoch 37284/50000
discriminator loss: 1.339145 - generator loss: 0.770917 - 1s
Epoch 37285/50000
discriminator loss: 1.339654 - generator loss: 0.768169 - 1s
Epoch 37286/50000
discriminator loss: 1.347078 - generator loss: 0.756345 - 1s
Epoch 37287/50000
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Epoch 37288/50000
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Epoch 37289/50000
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Epoch 37290/50000
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Epoch 37291/50000
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Epoch 37292/50000
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Epoch 37293/50000
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Epoch 37294/50000
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Epoch 37295/50000
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Epoch 37296/50000
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Epoch 37297/50000
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Epoch 37298/50000
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Epoch 37299/50000
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Epoch 37300/50000
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Epoch 37301/50000
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Epoch 37302/50000
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Epoch 37303/50000
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Epoch 37304/50000
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Epoch 37305/50000
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Epoch 37306/50000
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Epoch 37307/50000
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Epoch 37308/50000
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Epoch 37309/50000
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Epoch 37310/50000
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Epoch 37311/50000
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Epoch 37312/50000
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Epoch 37313/50000
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Epoch 37314/50000
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Epoch 37315/50000
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Epoch 37316/50000
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Epoch 37317/50000
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Epoch 37318/50000
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Epoch 37319/50000
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Epoch 37320/50000
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Epoch 37321/50000
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Epoch 37322/50000
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Epoch 37323/50000
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Epoch 37324/50000
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Epoch 37325/50000
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Epoch 37326/50000
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Epoch 37327/50000
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Epoch 37328/50000
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Epoch 37329/50000
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Epoch 37330/50000
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Epoch 37331/50000
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Epoch 37332/50000
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Epoch 37333/50000
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Epoch 37334/50000
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Epoch 37335/50000
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Epoch 37336/50000
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Epoch 37337/50000
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Epoch 37338/50000
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Epoch 37339/50000
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Epoch 37340/50000
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Epoch 37341/50000
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Epoch 37342/50000
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Epoch 37343/50000
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Epoch 37344/50000
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Epoch 37345/50000
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Epoch 37346/50000
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Epoch 37347/50000
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Epoch 37348/50000
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Epoch 37349/50000
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Epoch 37350/50000
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Epoch 37351/50000
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Epoch 37352/50000
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Epoch 37353/50000
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Epoch 37354/50000
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Epoch 37355/50000
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Epoch 37356/50000
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Epoch 37357/50000
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Epoch 37358/50000
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Epoch 37359/50000
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Epoch 37360/50000
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Epoch 37361/50000
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Epoch 37362/50000
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Epoch 37363/50000
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Epoch 37364/50000
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Epoch 37365/50000
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Epoch 37366/50000
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Epoch 37367/50000
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Epoch 37368/50000
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Epoch 37369/50000
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Epoch 37370/50000
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Epoch 37371/50000
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Epoch 37372/50000
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Epoch 37373/50000
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Epoch 37374/50000
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Epoch 37375/50000
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Epoch 37376/50000
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Epoch 37377/50000
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Epoch 37378/50000
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Epoch 37379/50000
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Epoch 37380/50000
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Epoch 37381/50000
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Epoch 37382/50000
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Epoch 37383/50000
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Epoch 37384/50000
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Epoch 37385/50000
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Epoch 37386/50000
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Epoch 37387/50000
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Epoch 37388/50000
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Epoch 37389/50000
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Epoch 37390/50000
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Epoch 37391/50000
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Epoch 37392/50000
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Epoch 37393/50000
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Epoch 37394/50000
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Epoch 37395/50000
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Epoch 37396/50000
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Epoch 37397/50000
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Epoch 37398/50000
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Epoch 37399/50000
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Epoch 37400/50000
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Epoch 37401/50000
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Epoch 37402/50000
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Epoch 37403/50000
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Epoch 37404/50000
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Epoch 37405/50000
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Epoch 37406/50000
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Epoch 37407/50000
discriminator loss: 1.334049 - generator loss: 0.766759 - 1s
Epoch 37408/50000
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Epoch 37409/50000
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Epoch 37410/50000
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Epoch 37411/50000
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Epoch 37412/50000
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Epoch 37413/50000
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Epoch 37414/50000
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Epoch 37415/50000
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Epoch 37416/50000
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Epoch 37417/50000
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Epoch 37418/50000
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Epoch 37419/50000
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Epoch 37420/50000
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Epoch 37421/50000
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Epoch 37422/50000
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Epoch 37423/50000
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Epoch 37424/50000
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Epoch 37425/50000
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Epoch 37426/50000
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Epoch 37427/50000
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Epoch 37428/50000
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Epoch 37429/50000
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Epoch 37430/50000
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Epoch 37431/50000
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Epoch 37432/50000
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Epoch 37433/50000
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Epoch 37434/50000
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Epoch 37435/50000
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Epoch 37436/50000
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Epoch 37437/50000
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Epoch 37438/50000
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Epoch 37439/50000
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Epoch 37440/50000
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Epoch 37441/50000
discriminator loss: 1.333609 - generator loss: 0.766075 - 1s
Epoch 37442/50000
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Epoch 37443/50000
discriminator loss: 1.340025 - generator loss: 0.757705 - 1s
Epoch 37444/50000
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Epoch 37445/50000
discriminator loss: 1.343622 - generator loss: 0.765910 - 1s
Epoch 37446/50000
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Epoch 37447/50000
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Epoch 37448/50000
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Epoch 37449/50000
discriminator loss: 1.334005 - generator loss: 0.766939 - 1s
Epoch 37450/50000
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Epoch 37451/50000
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Epoch 37452/50000
discriminator loss: 1.329750 - generator loss: 0.773920 - 1s
Epoch 37453/50000
discriminator loss: 1.340550 - generator loss: 0.768446 - 1s
Epoch 37454/50000
discriminator loss: 1.337052 - generator loss: 0.761229 - 1s
Epoch 37455/50000
discriminator loss: 1.336786 - generator loss: 0.773922 - 1s
Epoch 37456/50000
discriminator loss: 1.335497 - generator loss: 0.761696 - 1s
Epoch 37457/50000
discriminator loss: 1.343263 - generator loss: 0.758875 - 1s
Epoch 37458/50000
discriminator loss: 1.344048 - generator loss: 0.759565 - 1s
Epoch 37459/50000
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Epoch 37460/50000
discriminator loss: 1.345133 - generator loss: 0.762793 - 1s
Epoch 37461/50000
discriminator loss: 1.340925 - generator loss: 0.763993 - 1s
Epoch 37462/50000
discriminator loss: 1.348501 - generator loss: 0.752800 - 1s
Epoch 37463/50000
discriminator loss: 1.337710 - generator loss: 0.761815 - 1s
Epoch 37464/50000
discriminator loss: 1.338719 - generator loss: 0.772504 - 1s
Epoch 37465/50000
discriminator loss: 1.333002 - generator loss: 0.759854 - 1s
Epoch 37466/50000
discriminator loss: 1.333879 - generator loss: 0.769317 - 1s
Epoch 37467/50000
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Epoch 37468/50000
discriminator loss: 1.337722 - generator loss: 0.764146 - 1s
Epoch 37469/50000
discriminator loss: 1.338974 - generator loss: 0.776144 - 1s
Epoch 37470/50000
discriminator loss: 1.350195 - generator loss: 0.754402 - 1s
Epoch 37471/50000
discriminator loss: 1.336786 - generator loss: 0.758322 - 1s
Epoch 37472/50000
discriminator loss: 1.342259 - generator loss: 0.759583 - 1s
Epoch 37473/50000
discriminator loss: 1.346560 - generator loss: 0.762080 - 1s
Epoch 37474/50000
discriminator loss: 1.350880 - generator loss: 0.760594 - 1s
Epoch 37475/50000
discriminator loss: 1.342782 - generator loss: 0.764188 - 1s
Epoch 37476/50000
discriminator loss: 1.334413 - generator loss: 0.764457 - 1s
Epoch 37477/50000
discriminator loss: 1.339739 - generator loss: 0.761977 - 1s
Epoch 37478/50000
discriminator loss: 1.345160 - generator loss: 0.764549 - 1s
Epoch 37479/50000
discriminator loss: 1.339133 - generator loss: 0.758488 - 1s
Epoch 37480/50000
discriminator loss: 1.340807 - generator loss: 0.762644 - 1s
Epoch 37481/50000
discriminator loss: 1.342087 - generator loss: 0.772316 - 1s
Epoch 37482/50000
discriminator loss: 1.349768 - generator loss: 0.753036 - 1s
Epoch 37483/50000
discriminator loss: 1.339005 - generator loss: 0.764571 - 1s
Epoch 37484/50000
discriminator loss: 1.341255 - generator loss: 0.765502 - 1s
Epoch 37485/50000
discriminator loss: 1.340021 - generator loss: 0.762463 - 1s
Epoch 37486/50000
discriminator loss: 1.335680 - generator loss: 0.762264 - 1s
Epoch 37487/50000
discriminator loss: 1.341169 - generator loss: 0.760968 - 1s
Epoch 37488/50000
discriminator loss: 1.346305 - generator loss: 0.757242 - 1s
Epoch 37489/50000
discriminator loss: 1.349493 - generator loss: 0.764014 - 1s
Epoch 37490/50000
discriminator loss: 1.328644 - generator loss: 0.778276 - 1s
Epoch 37491/50000
discriminator loss: 1.340485 - generator loss: 0.760383 - 1s
Epoch 37492/50000
discriminator loss: 1.332161 - generator loss: 0.766667 - 1s
Epoch 37493/50000
discriminator loss: 1.347385 - generator loss: 0.755487 - 1s
Epoch 37494/50000
discriminator loss: 1.331850 - generator loss: 0.768058 - 1s
Epoch 37495/50000
discriminator loss: 1.334913 - generator loss: 0.759850 - 1s
Epoch 37496/50000
discriminator loss: 1.329205 - generator loss: 0.774178 - 1s
Epoch 37497/50000
discriminator loss: 1.344676 - generator loss: 0.768368 - 1s
Epoch 37498/50000
discriminator loss: 1.333367 - generator loss: 0.774162 - 1s
Epoch 37499/50000
discriminator loss: 1.340361 - generator loss: 0.758817 - 1s
Epoch 37500/50000
discriminator loss: 1.345526 - generator loss: 0.759797 - 1s
Epoch 37501/50000
discriminator loss: 1.348064 - generator loss: 0.757171 - 1s
Epoch 37502/50000
discriminator loss: 1.347249 - generator loss: 0.756534 - 1s
Epoch 37503/50000
discriminator loss: 1.340588 - generator loss: 0.765055 - 1s
Epoch 37504/50000
discriminator loss: 1.343885 - generator loss: 0.764499 - 1s
Epoch 37505/50000
discriminator loss: 1.351554 - generator loss: 0.754747 - 1s
Epoch 37506/50000
discriminator loss: 1.346792 - generator loss: 0.762383 - 1s
Epoch 37507/50000
discriminator loss: 1.346220 - generator loss: 0.756886 - 1s
Epoch 37508/50000
discriminator loss: 1.345410 - generator loss: 0.767829 - 1s
Epoch 37509/50000
discriminator loss: 1.340460 - generator loss: 0.754098 - 1s
Epoch 37510/50000
discriminator loss: 1.354929 - generator loss: 0.755188 - 1s
Epoch 37511/50000
discriminator loss: 1.334607 - generator loss: 0.770873 - 1s
Epoch 37512/50000
discriminator loss: 1.342612 - generator loss: 0.764857 - 1s
Epoch 37513/50000
discriminator loss: 1.330602 - generator loss: 0.768573 - 1s
Epoch 37514/50000
discriminator loss: 1.327496 - generator loss: 0.773956 - 1s
Epoch 37515/50000
discriminator loss: 1.341858 - generator loss: 0.760105 - 1s
Epoch 37516/50000
discriminator loss: 1.345208 - generator loss: 0.757439 - 1s
Epoch 37517/50000
discriminator loss: 1.341616 - generator loss: 0.762903 - 1s
Epoch 37518/50000
discriminator loss: 1.340449 - generator loss: 0.770644 - 1s
Epoch 37519/50000
discriminator loss: 1.341956 - generator loss: 0.761841 - 1s
Epoch 37520/50000
discriminator loss: 1.333780 - generator loss: 0.774470 - 1s
Epoch 37521/50000
discriminator loss: 1.351068 - generator loss: 0.759071 - 1s
Epoch 37522/50000
discriminator loss: 1.335534 - generator loss: 0.764595 - 1s
Epoch 37523/50000
discriminator loss: 1.336039 - generator loss: 0.759134 - 1s
Epoch 37524/50000
discriminator loss: 1.325690 - generator loss: 0.775502 - 1s
Epoch 37525/50000
discriminator loss: 1.347056 - generator loss: 0.762092 - 1s
Epoch 37526/50000
discriminator loss: 1.338853 - generator loss: 0.769217 - 1s
Epoch 37527/50000
discriminator loss: 1.344177 - generator loss: 0.766708 - 1s
Epoch 37528/50000
discriminator loss: 1.350734 - generator loss: 0.757267 - 1s
Epoch 37529/50000
discriminator loss: 1.315947 - generator loss: 0.780052 - 1s
Epoch 37530/50000
discriminator loss: 1.348725 - generator loss: 0.762091 - 1s
Epoch 37531/50000
discriminator loss: 1.345947 - generator loss: 0.758960 - 1s
Epoch 37532/50000
discriminator loss: 1.339901 - generator loss: 0.766892 - 1s
Epoch 37533/50000
discriminator loss: 1.333565 - generator loss: 0.768444 - 1s
Epoch 37534/50000
discriminator loss: 1.337984 - generator loss: 0.767322 - 1s
Epoch 37535/50000
discriminator loss: 1.343756 - generator loss: 0.761761 - 1s
Epoch 37536/50000
discriminator loss: 1.339945 - generator loss: 0.760469 - 1s
Epoch 37537/50000
discriminator loss: 1.345667 - generator loss: 0.758258 - 1s
Epoch 37538/50000
discriminator loss: 1.330870 - generator loss: 0.770263 - 1s
Epoch 37539/50000
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Epoch 37540/50000
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Epoch 37541/50000
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Epoch 37542/50000
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Epoch 37543/50000
discriminator loss: 1.338198 - generator loss: 0.761980 - 1s
Epoch 37544/50000
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Epoch 37545/50000
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Epoch 37546/50000
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Epoch 37547/50000
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Epoch 37548/50000
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Epoch 37549/50000
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Epoch 37550/50000
discriminator loss: 1.336718 - generator loss: 0.765635 - 1s
Epoch 37551/50000
discriminator loss: 1.334620 - generator loss: 0.767121 - 1s
Epoch 37552/50000
discriminator loss: 1.350369 - generator loss: 0.750444 - 1s
Epoch 37553/50000
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Epoch 37554/50000
discriminator loss: 1.340324 - generator loss: 0.759189 - 1s
Epoch 37555/50000
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Epoch 37556/50000
discriminator loss: 1.342602 - generator loss: 0.764871 - 1s
Epoch 37557/50000
discriminator loss: 1.352023 - generator loss: 0.754882 - 1s
Epoch 37558/50000
discriminator loss: 1.342147 - generator loss: 0.758230 - 1s
Epoch 37559/50000
discriminator loss: 1.340085 - generator loss: 0.758409 - 1s
Epoch 37560/50000
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Epoch 37561/50000
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Epoch 37562/50000
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Epoch 37563/50000
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Epoch 37564/50000
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Epoch 37565/50000
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Epoch 37566/50000
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Epoch 37567/50000
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Epoch 37568/50000
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Epoch 37569/50000
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Epoch 37570/50000
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Epoch 37571/50000
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Epoch 37572/50000
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Epoch 37573/50000
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Epoch 37574/50000
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Epoch 37575/50000
discriminator loss: 1.353234 - generator loss: 0.755204 - 1s
Epoch 37576/50000
discriminator loss: 1.335509 - generator loss: 0.774411 - 1s
Epoch 37577/50000
discriminator loss: 1.333790 - generator loss: 0.765119 - 1s
Epoch 37578/50000
discriminator loss: 1.340700 - generator loss: 0.767541 - 1s
Epoch 37579/50000
discriminator loss: 1.345491 - generator loss: 0.760842 - 1s
Epoch 37580/50000
discriminator loss: 1.349104 - generator loss: 0.755571 - 1s
Epoch 37581/50000
discriminator loss: 1.333895 - generator loss: 0.758678 - 1s
Epoch 37582/50000
discriminator loss: 1.330217 - generator loss: 0.771458 - 1s
Epoch 37583/50000
discriminator loss: 1.342574 - generator loss: 0.765090 - 1s
Epoch 37584/50000
discriminator loss: 1.341156 - generator loss: 0.763143 - 1s
Epoch 37585/50000
discriminator loss: 1.344937 - generator loss: 0.758600 - 1s
Epoch 37586/50000
discriminator loss: 1.350615 - generator loss: 0.757117 - 1s
Epoch 37587/50000
discriminator loss: 1.350492 - generator loss: 0.762314 - 1s
Epoch 37588/50000
discriminator loss: 1.349270 - generator loss: 0.759600 - 1s
Epoch 37589/50000
discriminator loss: 1.343962 - generator loss: 0.757002 - 1s
Epoch 37590/50000
discriminator loss: 1.350740 - generator loss: 0.752867 - 1s
Epoch 37591/50000
discriminator loss: 1.341702 - generator loss: 0.765686 - 1s
Epoch 37592/50000
discriminator loss: 1.337065 - generator loss: 0.777914 - 1s
Epoch 37593/50000
discriminator loss: 1.340204 - generator loss: 0.761269 - 1s
Epoch 37594/50000
discriminator loss: 1.344988 - generator loss: 0.758856 - 1s
Epoch 37595/50000
discriminator loss: 1.344522 - generator loss: 0.760456 - 1s
Epoch 37596/50000
discriminator loss: 1.338285 - generator loss: 0.763195 - 1s
Epoch 37597/50000
discriminator loss: 1.337111 - generator loss: 0.763477 - 1s
Epoch 37598/50000
discriminator loss: 1.344598 - generator loss: 0.757639 - 1s
Epoch 37599/50000
discriminator loss: 1.352448 - generator loss: 0.761015 - 1s
Epoch 37600/50000
discriminator loss: 1.345029 - generator loss: 0.757101 - 1s
Epoch 37601/50000
discriminator loss: 1.345405 - generator loss: 0.763877 - 1s
Epoch 37602/50000
discriminator loss: 1.348861 - generator loss: 0.755654 - 1s
Epoch 37603/50000
discriminator loss: 1.337113 - generator loss: 0.766226 - 1s
Epoch 37604/50000
discriminator loss: 1.337324 - generator loss: 0.769195 - 1s
Epoch 37605/50000
discriminator loss: 1.322628 - generator loss: 0.779655 - 1s
Epoch 37606/50000
discriminator loss: 1.334437 - generator loss: 0.763447 - 1s
Epoch 37607/50000
discriminator loss: 1.337306 - generator loss: 0.768890 - 1s
Epoch 37608/50000
discriminator loss: 1.341024 - generator loss: 0.760871 - 1s
Epoch 37609/50000
discriminator loss: 1.334160 - generator loss: 0.765001 - 1s
Epoch 37610/50000
discriminator loss: 1.346364 - generator loss: 0.755539 - 1s
Epoch 37611/50000
discriminator loss: 1.340980 - generator loss: 0.768675 - 1s
Epoch 37612/50000
discriminator loss: 1.359610 - generator loss: 0.751131 - 1s
Epoch 37613/50000
discriminator loss: 1.337084 - generator loss: 0.776621 - 1s
Epoch 37614/50000
discriminator loss: 1.347514 - generator loss: 0.763333 - 1s
Epoch 37615/50000
discriminator loss: 1.348773 - generator loss: 0.756564 - 1s
Epoch 37616/50000
discriminator loss: 1.335973 - generator loss: 0.764499 - 1s
Epoch 37617/50000
discriminator loss: 1.332443 - generator loss: 0.766746 - 1s
Epoch 37618/50000
discriminator loss: 1.335433 - generator loss: 0.757630 - 1s
Epoch 37619/50000
discriminator loss: 1.332687 - generator loss: 0.775020 - 1s
Epoch 37620/50000
discriminator loss: 1.331577 - generator loss: 0.772459 - 1s
Epoch 37621/50000
discriminator loss: 1.343034 - generator loss: 0.761423 - 1s
Epoch 37622/50000
discriminator loss: 1.342208 - generator loss: 0.754474 - 1s
Epoch 37623/50000
discriminator loss: 1.333702 - generator loss: 0.765288 - 1s
Epoch 37624/50000
discriminator loss: 1.333005 - generator loss: 0.770295 - 1s
Epoch 37625/50000
discriminator loss: 1.333415 - generator loss: 0.768054 - 1s
Epoch 37626/50000
discriminator loss: 1.344706 - generator loss: 0.761438 - 1s
Epoch 37627/50000
discriminator loss: 1.332033 - generator loss: 0.777169 - 1s
Epoch 37628/50000
discriminator loss: 1.339589 - generator loss: 0.761905 - 1s
Epoch 37629/50000
discriminator loss: 1.336990 - generator loss: 0.761895 - 1s
Epoch 37630/50000
discriminator loss: 1.335350 - generator loss: 0.761382 - 1s
Epoch 37631/50000
discriminator loss: 1.335140 - generator loss: 0.756688 - 1s
Epoch 37632/50000
discriminator loss: 1.325601 - generator loss: 0.775793 - 1s
Epoch 37633/50000
discriminator loss: 1.332946 - generator loss: 0.774818 - 1s
Epoch 37634/50000
discriminator loss: 1.326351 - generator loss: 0.783205 - 1s
Epoch 37635/50000
discriminator loss: 1.322144 - generator loss: 0.782038 - 1s
Epoch 37636/50000
discriminator loss: 1.338060 - generator loss: 0.766648 - 1s
Epoch 37637/50000
discriminator loss: 1.344432 - generator loss: 0.759815 - 1s
Epoch 37638/50000
discriminator loss: 1.342883 - generator loss: 0.751475 - 1s
Epoch 37639/50000
discriminator loss: 1.339928 - generator loss: 0.756731 - 1s
Epoch 37640/50000
discriminator loss: 1.343715 - generator loss: 0.764801 - 1s
Epoch 37641/50000
discriminator loss: 1.340325 - generator loss: 0.770974 - 1s
Epoch 37642/50000
discriminator loss: 1.329930 - generator loss: 0.777432 - 1s
Epoch 37643/50000
discriminator loss: 1.337351 - generator loss: 0.769721 - 1s
Epoch 37644/50000
discriminator loss: 1.351392 - generator loss: 0.749371 - 1s
Epoch 37645/50000
discriminator loss: 1.336621 - generator loss: 0.764828 - 1s
Epoch 37646/50000
discriminator loss: 1.332151 - generator loss: 0.769435 - 1s
Epoch 37647/50000
discriminator loss: 1.334478 - generator loss: 0.770304 - 1s
Epoch 37648/50000
discriminator loss: 1.337078 - generator loss: 0.766265 - 1s
Epoch 37649/50000
discriminator loss: 1.349889 - generator loss: 0.762276 - 1s
Epoch 37650/50000
discriminator loss: 1.343115 - generator loss: 0.762492 - 1s
Epoch 37651/50000
discriminator loss: 1.348768 - generator loss: 0.761411 - 1s
Epoch 37652/50000
discriminator loss: 1.333801 - generator loss: 0.760740 - 1s
Epoch 37653/50000
discriminator loss: 1.343895 - generator loss: 0.759223 - 1s
Epoch 37654/50000
discriminator loss: 1.342942 - generator loss: 0.766063 - 1s
Epoch 37655/50000
discriminator loss: 1.327799 - generator loss: 0.772988 - 1s
Epoch 37656/50000
discriminator loss: 1.323062 - generator loss: 0.778287 - 1s
Epoch 37657/50000
discriminator loss: 1.328884 - generator loss: 0.780932 - 1s
Epoch 37658/50000
discriminator loss: 1.340005 - generator loss: 0.762618 - 1s
Epoch 37659/50000
discriminator loss: 1.335964 - generator loss: 0.762249 - 1s
Epoch 37660/50000
discriminator loss: 1.337372 - generator loss: 0.766421 - 1s
Epoch 37661/50000
discriminator loss: 1.335848 - generator loss: 0.763637 - 1s
Epoch 37662/50000
discriminator loss: 1.335747 - generator loss: 0.765054 - 1s
Epoch 37663/50000
discriminator loss: 1.345377 - generator loss: 0.762316 - 1s
Epoch 37664/50000
discriminator loss: 1.345811 - generator loss: 0.762948 - 1s
Epoch 37665/50000
discriminator loss: 1.335949 - generator loss: 0.764633 - 1s
Epoch 37666/50000
discriminator loss: 1.343504 - generator loss: 0.756853 - 1s
Epoch 37667/50000
discriminator loss: 1.340895 - generator loss: 0.767353 - 1s
Epoch 37668/50000
discriminator loss: 1.339685 - generator loss: 0.763431 - 1s
Epoch 37669/50000
discriminator loss: 1.336172 - generator loss: 0.770432 - 1s
Epoch 37670/50000
discriminator loss: 1.341405 - generator loss: 0.764362 - 1s
Epoch 37671/50000
discriminator loss: 1.334955 - generator loss: 0.770316 - 1s
Epoch 37672/50000
discriminator loss: 1.337186 - generator loss: 0.768321 - 1s
Epoch 37673/50000
discriminator loss: 1.331073 - generator loss: 0.768817 - 1s
Epoch 37674/50000
discriminator loss: 1.340932 - generator loss: 0.751613 - 1s
Epoch 37675/50000
discriminator loss: 1.327732 - generator loss: 0.777462 - 1s
Epoch 37676/50000
discriminator loss: 1.339060 - generator loss: 0.759567 - 1s
Epoch 37677/50000
discriminator loss: 1.347755 - generator loss: 0.771328 - 1s
Epoch 37678/50000
discriminator loss: 1.344183 - generator loss: 0.763472 - 1s
Epoch 37679/50000
discriminator loss: 1.347396 - generator loss: 0.759812 - 1s
Epoch 37680/50000
discriminator loss: 1.340572 - generator loss: 0.762309 - 1s
Epoch 37681/50000
discriminator loss: 1.351896 - generator loss: 0.750072 - 1s
Epoch 37682/50000
discriminator loss: 1.348569 - generator loss: 0.763427 - 1s
Epoch 37683/50000
discriminator loss: 1.342857 - generator loss: 0.760402 - 1s
Epoch 37684/50000
discriminator loss: 1.333883 - generator loss: 0.766566 - 1s
Epoch 37685/50000
discriminator loss: 1.343252 - generator loss: 0.766303 - 1s
Epoch 37686/50000
discriminator loss: 1.336209 - generator loss: 0.764907 - 1s
Epoch 37687/50000
discriminator loss: 1.349392 - generator loss: 0.758026 - 1s
Epoch 37688/50000
discriminator loss: 1.328646 - generator loss: 0.771671 - 1s
Epoch 37689/50000
discriminator loss: 1.337554 - generator loss: 0.772354 - 1s
Epoch 37690/50000
discriminator loss: 1.350276 - generator loss: 0.754025 - 1s
Epoch 37691/50000
discriminator loss: 1.339790 - generator loss: 0.767130 - 1s
Epoch 37692/50000
discriminator loss: 1.345373 - generator loss: 0.761137 - 1s
Epoch 37693/50000
discriminator loss: 1.347771 - generator loss: 0.758018 - 1s
Epoch 37694/50000
discriminator loss: 1.333646 - generator loss: 0.768856 - 1s
Epoch 37695/50000
discriminator loss: 1.349337 - generator loss: 0.751384 - 1s
Epoch 37696/50000
discriminator loss: 1.336516 - generator loss: 0.766593 - 1s
Epoch 37697/50000
discriminator loss: 1.348326 - generator loss: 0.755189 - 1s
Epoch 37698/50000
discriminator loss: 1.344875 - generator loss: 0.766836 - 1s
Epoch 37699/50000
discriminator loss: 1.332002 - generator loss: 0.783168 - 1s
Epoch 37700/50000
discriminator loss: 1.341601 - generator loss: 0.760944 - 1s
Epoch 37701/50000
discriminator loss: 1.331392 - generator loss: 0.769962 - 1s
Epoch 37702/50000
discriminator loss: 1.344452 - generator loss: 0.759014 - 1s
Epoch 37703/50000
discriminator loss: 1.347040 - generator loss: 0.755893 - 1s
Epoch 37704/50000
discriminator loss: 1.323408 - generator loss: 0.778889 - 1s
Epoch 37705/50000
discriminator loss: 1.345471 - generator loss: 0.764569 - 1s
Epoch 37706/50000
discriminator loss: 1.344120 - generator loss: 0.758724 - 1s
Epoch 37707/50000
discriminator loss: 1.331062 - generator loss: 0.776827 - 1s
Epoch 37708/50000
discriminator loss: 1.344371 - generator loss: 0.760887 - 1s
Epoch 37709/50000
discriminator loss: 1.333556 - generator loss: 0.773107 - 1s
Epoch 37710/50000
discriminator loss: 1.340907 - generator loss: 0.755386 - 1s
Epoch 37711/50000
discriminator loss: 1.342456 - generator loss: 0.759781 - 1s
Epoch 37712/50000
discriminator loss: 1.339077 - generator loss: 0.767572 - 1s
Epoch 37713/50000
discriminator loss: 1.354231 - generator loss: 0.764269 - 1s
Epoch 37714/50000
discriminator loss: 1.341917 - generator loss: 0.770637 - 1s
Epoch 37715/50000
discriminator loss: 1.339369 - generator loss: 0.763151 - 1s
Epoch 37716/50000
discriminator loss: 1.341969 - generator loss: 0.761079 - 1s
Epoch 37717/50000
discriminator loss: 1.343090 - generator loss: 0.766895 - 1s
Epoch 37718/50000
discriminator loss: 1.344112 - generator loss: 0.753106 - 1s
Epoch 37719/50000
discriminator loss: 1.345288 - generator loss: 0.768038 - 1s
Epoch 37720/50000
discriminator loss: 1.331393 - generator loss: 0.766044 - 1s
Epoch 37721/50000
discriminator loss: 1.341669 - generator loss: 0.768203 - 1s
Epoch 37722/50000
discriminator loss: 1.326564 - generator loss: 0.766739 - 1s
Epoch 37723/50000
discriminator loss: 1.341366 - generator loss: 0.767728 - 1s
Epoch 37724/50000
discriminator loss: 1.334564 - generator loss: 0.767276 - 1s
Epoch 37725/50000
discriminator loss: 1.342952 - generator loss: 0.758225 - 1s
Epoch 37726/50000
discriminator loss: 1.343123 - generator loss: 0.765176 - 1s
Epoch 37727/50000
discriminator loss: 1.349304 - generator loss: 0.758477 - 1s
Epoch 37728/50000
discriminator loss: 1.332445 - generator loss: 0.776331 - 1s
Epoch 37729/50000
discriminator loss: 1.339674 - generator loss: 0.758202 - 1s
Epoch 37730/50000
discriminator loss: 1.339340 - generator loss: 0.776158 - 1s
Epoch 37731/50000
discriminator loss: 1.337475 - generator loss: 0.762702 - 1s
Epoch 37732/50000
discriminator loss: 1.340331 - generator loss: 0.759232 - 1s
Epoch 37733/50000
discriminator loss: 1.337541 - generator loss: 0.768803 - 1s
Epoch 37734/50000
discriminator loss: 1.337180 - generator loss: 0.769280 - 1s
Epoch 37735/50000
discriminator loss: 1.340069 - generator loss: 0.765781 - 1s
Epoch 37736/50000
discriminator loss: 1.325821 - generator loss: 0.771038 - 1s
Epoch 37737/50000
discriminator loss: 1.347724 - generator loss: 0.753497 - 1s
Epoch 37738/50000
discriminator loss: 1.343433 - generator loss: 0.764880 - 1s
Epoch 37739/50000
discriminator loss: 1.356684 - generator loss: 0.756965 - 1s
Epoch 37740/50000
discriminator loss: 1.348926 - generator loss: 0.764601 - 1s
Epoch 37741/50000
discriminator loss: 1.343257 - generator loss: 0.757152 - 1s
Epoch 37742/50000
discriminator loss: 1.336920 - generator loss: 0.766682 - 1s
Epoch 37743/50000
discriminator loss: 1.332412 - generator loss: 0.770691 - 1s
Epoch 37744/50000
discriminator loss: 1.338521 - generator loss: 0.769540 - 1s
Epoch 37745/50000
discriminator loss: 1.347331 - generator loss: 0.757536 - 1s
Epoch 37746/50000
discriminator loss: 1.333244 - generator loss: 0.768651 - 1s
Epoch 37747/50000
discriminator loss: 1.337805 - generator loss: 0.756605 - 1s
Epoch 37748/50000
discriminator loss: 1.342513 - generator loss: 0.763110 - 1s
Epoch 37749/50000
discriminator loss: 1.327291 - generator loss: 0.776342 - 1s
Epoch 37750/50000
discriminator loss: 1.339569 - generator loss: 0.769178 - 1s
Epoch 37751/50000
discriminator loss: 1.332944 - generator loss: 0.771519 - 1s
Epoch 37752/50000
discriminator loss: 1.337361 - generator loss: 0.765103 - 1s
Epoch 37753/50000
discriminator loss: 1.349777 - generator loss: 0.754164 - 1s
Epoch 37754/50000
discriminator loss: 1.339202 - generator loss: 0.761386 - 1s
Epoch 37755/50000
discriminator loss: 1.343833 - generator loss: 0.758837 - 1s
Epoch 37756/50000
discriminator loss: 1.343744 - generator loss: 0.761030 - 1s
Epoch 37757/50000
discriminator loss: 1.338324 - generator loss: 0.769395 - 1s
Epoch 37758/50000
discriminator loss: 1.343999 - generator loss: 0.764011 - 1s
Epoch 37759/50000
discriminator loss: 1.338483 - generator loss: 0.765998 - 1s
Epoch 37760/50000
discriminator loss: 1.334460 - generator loss: 0.765162 - 1s
Epoch 37761/50000
discriminator loss: 1.339450 - generator loss: 0.758992 - 1s
Epoch 37762/50000
discriminator loss: 1.336361 - generator loss: 0.764155 - 1s
Epoch 37763/50000
discriminator loss: 1.348939 - generator loss: 0.758649 - 1s
Epoch 37764/50000
discriminator loss: 1.339577 - generator loss: 0.762781 - 1s
Epoch 37765/50000
discriminator loss: 1.340635 - generator loss: 0.765250 - 1s
Epoch 37766/50000
discriminator loss: 1.349753 - generator loss: 0.758580 - 1s
Epoch 37767/50000
discriminator loss: 1.343718 - generator loss: 0.762557 - 1s
Epoch 37768/50000
discriminator loss: 1.340760 - generator loss: 0.756448 - 1s
Epoch 37769/50000
discriminator loss: 1.338965 - generator loss: 0.762052 - 1s
Epoch 37770/50000
discriminator loss: 1.345433 - generator loss: 0.762238 - 1s
Epoch 37771/50000
discriminator loss: 1.337274 - generator loss: 0.769897 - 1s
Epoch 37772/50000
discriminator loss: 1.340176 - generator loss: 0.757630 - 1s
Epoch 37773/50000
discriminator loss: 1.336756 - generator loss: 0.769303 - 1s
Epoch 37774/50000
discriminator loss: 1.338488 - generator loss: 0.768931 - 1s
Epoch 37775/50000
discriminator loss: 1.346418 - generator loss: 0.759486 - 1s
Epoch 37776/50000
discriminator loss: 1.346226 - generator loss: 0.752294 - 1s
Epoch 37777/50000
discriminator loss: 1.333354 - generator loss: 0.771128 - 1s
Epoch 37778/50000
discriminator loss: 1.343334 - generator loss: 0.763528 - 1s
Epoch 37779/50000
discriminator loss: 1.338326 - generator loss: 0.774563 - 1s
Epoch 37780/50000
discriminator loss: 1.340550 - generator loss: 0.766106 - 1s
Epoch 37781/50000
discriminator loss: 1.328371 - generator loss: 0.765469 - 1s
Epoch 37782/50000
discriminator loss: 1.344553 - generator loss: 0.762101 - 1s
Epoch 37783/50000
discriminator loss: 1.343588 - generator loss: 0.752695 - 1s
Epoch 37784/50000
discriminator loss: 1.348929 - generator loss: 0.757831 - 1s
Epoch 37785/50000
discriminator loss: 1.340918 - generator loss: 0.764528 - 1s
Epoch 37786/50000
discriminator loss: 1.341980 - generator loss: 0.767155 - 1s
Epoch 37787/50000
discriminator loss: 1.338165 - generator loss: 0.771024 - 1s
Epoch 37788/50000
discriminator loss: 1.348862 - generator loss: 0.759222 - 1s
Epoch 37789/50000
discriminator loss: 1.333059 - generator loss: 0.769042 - 1s
Epoch 37790/50000
discriminator loss: 1.326380 - generator loss: 0.769984 - 1s
Epoch 37791/50000
discriminator loss: 1.331713 - generator loss: 0.767593 - 1s
Epoch 37792/50000
discriminator loss: 1.343935 - generator loss: 0.762933 - 1s
Epoch 37793/50000
discriminator loss: 1.334994 - generator loss: 0.776798 - 1s
Epoch 37794/50000
discriminator loss: 1.324365 - generator loss: 0.773052 - 1s
Epoch 37795/50000
discriminator loss: 1.338475 - generator loss: 0.768455 - 1s
Epoch 37796/50000
discriminator loss: 1.342226 - generator loss: 0.758489 - 1s
Epoch 37797/50000
discriminator loss: 1.346841 - generator loss: 0.761350 - 1s
Epoch 37798/50000
discriminator loss: 1.341956 - generator loss: 0.763633 - 1s
Epoch 37799/50000
discriminator loss: 1.339271 - generator loss: 0.763730 - 1s
Epoch 37800/50000
discriminator loss: 1.341563 - generator loss: 0.765251 - 1s
Epoch 37801/50000
discriminator loss: 1.339020 - generator loss: 0.767744 - 1s
Epoch 37802/50000
discriminator loss: 1.332489 - generator loss: 0.768643 - 1s
Epoch 37803/50000
discriminator loss: 1.333792 - generator loss: 0.761890 - 1s
Epoch 37804/50000
discriminator loss: 1.328587 - generator loss: 0.770651 - 1s
Epoch 37805/50000
discriminator loss: 1.331103 - generator loss: 0.768801 - 1s
Epoch 37806/50000
discriminator loss: 1.334841 - generator loss: 0.764614 - 1s
Epoch 37807/50000
discriminator loss: 1.339334 - generator loss: 0.768146 - 1s
Epoch 37808/50000
discriminator loss: 1.347655 - generator loss: 0.754707 - 1s
Epoch 37809/50000
discriminator loss: 1.335602 - generator loss: 0.767229 - 1s
Epoch 37810/50000
discriminator loss: 1.347028 - generator loss: 0.760581 - 1s
Epoch 37811/50000
discriminator loss: 1.349954 - generator loss: 0.754459 - 1s
Epoch 37812/50000
discriminator loss: 1.345605 - generator loss: 0.765498 - 1s
Epoch 37813/50000
discriminator loss: 1.332090 - generator loss: 0.762019 - 1s
Epoch 37814/50000
discriminator loss: 1.335388 - generator loss: 0.764652 - 1s
Epoch 37815/50000
discriminator loss: 1.342717 - generator loss: 0.764620 - 1s
Epoch 37816/50000
discriminator loss: 1.347492 - generator loss: 0.757889 - 1s
Epoch 37817/50000
discriminator loss: 1.345651 - generator loss: 0.762469 - 1s
Epoch 37818/50000
discriminator loss: 1.341658 - generator loss: 0.759853 - 1s
Epoch 37819/50000
discriminator loss: 1.344197 - generator loss: 0.761470 - 1s
Epoch 37820/50000
discriminator loss: 1.338582 - generator loss: 0.762485 - 1s
Epoch 37821/50000
discriminator loss: 1.347354 - generator loss: 0.763804 - 1s
Epoch 37822/50000
discriminator loss: 1.335698 - generator loss: 0.764918 - 1s
Epoch 37823/50000
discriminator loss: 1.338739 - generator loss: 0.775380 - 1s
Epoch 37824/50000
discriminator loss: 1.332894 - generator loss: 0.765681 - 1s
Epoch 37825/50000
discriminator loss: 1.336285 - generator loss: 0.771112 - 1s
Epoch 37826/50000
discriminator loss: 1.335603 - generator loss: 0.756769 - 1s
Epoch 37827/50000
discriminator loss: 1.347533 - generator loss: 0.764606 - 1s
Epoch 37828/50000
discriminator loss: 1.346030 - generator loss: 0.760922 - 1s
Epoch 37829/50000
discriminator loss: 1.333707 - generator loss: 0.770135 - 1s
Epoch 37830/50000
discriminator loss: 1.329332 - generator loss: 0.777707 - 1s
Epoch 37831/50000
discriminator loss: 1.335180 - generator loss: 0.770993 - 1s
Epoch 37832/50000
discriminator loss: 1.335479 - generator loss: 0.769364 - 1s
Epoch 37833/50000
discriminator loss: 1.343061 - generator loss: 0.756681 - 1s
Epoch 37834/50000
discriminator loss: 1.353059 - generator loss: 0.751199 - 1s
Epoch 37835/50000
discriminator loss: 1.335690 - generator loss: 0.761443 - 1s
Epoch 37836/50000
discriminator loss: 1.340936 - generator loss: 0.767444 - 1s
Epoch 37837/50000
discriminator loss: 1.348331 - generator loss: 0.764844 - 1s
Epoch 37838/50000
discriminator loss: 1.332326 - generator loss: 0.770812 - 1s
Epoch 37839/50000
discriminator loss: 1.337739 - generator loss: 0.766369 - 1s
Epoch 37840/50000
discriminator loss: 1.339735 - generator loss: 0.762520 - 1s
Epoch 37841/50000
discriminator loss: 1.337997 - generator loss: 0.761732 - 1s
Epoch 37842/50000
discriminator loss: 1.337587 - generator loss: 0.764740 - 1s
Epoch 37843/50000
discriminator loss: 1.349250 - generator loss: 0.759055 - 1s
Epoch 37844/50000
discriminator loss: 1.340758 - generator loss: 0.765775 - 1s
Epoch 37845/50000
discriminator loss: 1.339446 - generator loss: 0.774545 - 1s
Epoch 37846/50000
discriminator loss: 1.331697 - generator loss: 0.764527 - 1s
Epoch 37847/50000
discriminator loss: 1.344180 - generator loss: 0.760578 - 1s
Epoch 37848/50000
discriminator loss: 1.335966 - generator loss: 0.759043 - 1s
Epoch 37849/50000
discriminator loss: 1.333243 - generator loss: 0.770528 - 1s
Epoch 37850/50000
discriminator loss: 1.334679 - generator loss: 0.769611 - 1s
Epoch 37851/50000
discriminator loss: 1.332789 - generator loss: 0.772735 - 1s
Epoch 37852/50000
discriminator loss: 1.333401 - generator loss: 0.769278 - 1s
Epoch 37853/50000
discriminator loss: 1.339114 - generator loss: 0.766639 - 1s
Epoch 37854/50000
discriminator loss: 1.345457 - generator loss: 0.761430 - 1s
Epoch 37855/50000
discriminator loss: 1.346336 - generator loss: 0.758206 - 1s
Epoch 37856/50000
discriminator loss: 1.331853 - generator loss: 0.766192 - 1s
Epoch 37857/50000
discriminator loss: 1.344471 - generator loss: 0.754985 - 1s
Epoch 37858/50000
discriminator loss: 1.335334 - generator loss: 0.766904 - 1s
Epoch 37859/50000
discriminator loss: 1.338241 - generator loss: 0.766198 - 1s
Epoch 37860/50000
discriminator loss: 1.337763 - generator loss: 0.771953 - 1s
Epoch 37861/50000
discriminator loss: 1.328946 - generator loss: 0.773822 - 1s
Epoch 37862/50000
discriminator loss: 1.344938 - generator loss: 0.749803 - 1s
Epoch 37863/50000
discriminator loss: 1.346369 - generator loss: 0.760355 - 1s
Epoch 37864/50000
discriminator loss: 1.328924 - generator loss: 0.774242 - 1s
Epoch 37865/50000
discriminator loss: 1.334602 - generator loss: 0.768039 - 1s
Epoch 37866/50000
discriminator loss: 1.337505 - generator loss: 0.767121 - 1s
Epoch 37867/50000
discriminator loss: 1.332844 - generator loss: 0.769306 - 1s
Epoch 37868/50000
discriminator loss: 1.337667 - generator loss: 0.766487 - 1s
Epoch 37869/50000
discriminator loss: 1.334467 - generator loss: 0.766922 - 1s
Epoch 37870/50000
discriminator loss: 1.340724 - generator loss: 0.760120 - 1s
Epoch 37871/50000
discriminator loss: 1.350995 - generator loss: 0.757933 - 1s
Epoch 37872/50000
discriminator loss: 1.339235 - generator loss: 0.758221 - 1s
Epoch 37873/50000
discriminator loss: 1.342889 - generator loss: 0.756983 - 1s
Epoch 37874/50000
discriminator loss: 1.347390 - generator loss: 0.756729 - 1s
Epoch 37875/50000
discriminator loss: 1.352425 - generator loss: 0.761188 - 1s
Epoch 37876/50000
discriminator loss: 1.336272 - generator loss: 0.760058 - 1s
Epoch 37877/50000
discriminator loss: 1.350716 - generator loss: 0.768497 - 1s
Epoch 37878/50000
discriminator loss: 1.339041 - generator loss: 0.762026 - 1s
Epoch 37879/50000
discriminator loss: 1.339534 - generator loss: 0.761892 - 1s
Epoch 37880/50000
discriminator loss: 1.329015 - generator loss: 0.770166 - 1s
Epoch 37881/50000
discriminator loss: 1.325780 - generator loss: 0.778418 - 1s
Epoch 37882/50000
discriminator loss: 1.343107 - generator loss: 0.761442 - 1s
Epoch 37883/50000
discriminator loss: 1.338949 - generator loss: 0.763046 - 1s
Epoch 37884/50000
discriminator loss: 1.330544 - generator loss: 0.777630 - 1s
Epoch 37885/50000
discriminator loss: 1.336874 - generator loss: 0.767875 - 1s
Epoch 37886/50000
discriminator loss: 1.341056 - generator loss: 0.759357 - 1s
Epoch 37887/50000
discriminator loss: 1.353968 - generator loss: 0.756159 - 1s
Epoch 37888/50000
discriminator loss: 1.345525 - generator loss: 0.754392 - 1s
Epoch 37889/50000
discriminator loss: 1.336750 - generator loss: 0.764892 - 1s
Epoch 37890/50000
discriminator loss: 1.330997 - generator loss: 0.773428 - 1s
Epoch 37891/50000
discriminator loss: 1.329739 - generator loss: 0.781723 - 1s
Epoch 37892/50000
discriminator loss: 1.335241 - generator loss: 0.765701 - 1s
Epoch 37893/50000
discriminator loss: 1.330617 - generator loss: 0.772391 - 1s
Epoch 37894/50000
discriminator loss: 1.328340 - generator loss: 0.765230 - 1s
Epoch 37895/50000
discriminator loss: 1.336193 - generator loss: 0.774260 - 1s
Epoch 37896/50000
discriminator loss: 1.341701 - generator loss: 0.761945 - 1s
Epoch 37897/50000
discriminator loss: 1.336316 - generator loss: 0.767632 - 1s
Epoch 37898/50000
discriminator loss: 1.340916 - generator loss: 0.759210 - 1s
Epoch 37899/50000
discriminator loss: 1.332111 - generator loss: 0.763642 - 1s
Epoch 37900/50000
discriminator loss: 1.342596 - generator loss: 0.768779 - 1s
Epoch 37901/50000
discriminator loss: 1.338516 - generator loss: 0.760422 - 1s
Epoch 37902/50000
discriminator loss: 1.344604 - generator loss: 0.765305 - 1s
Epoch 37903/50000
discriminator loss: 1.338562 - generator loss: 0.767870 - 1s
Epoch 37904/50000
discriminator loss: 1.351180 - generator loss: 0.759865 - 1s
Epoch 37905/50000
discriminator loss: 1.339988 - generator loss: 0.762302 - 1s
Epoch 37906/50000
discriminator loss: 1.331641 - generator loss: 0.772772 - 1s
Epoch 37907/50000
discriminator loss: 1.340323 - generator loss: 0.762967 - 1s
Epoch 37908/50000
discriminator loss: 1.349388 - generator loss: 0.759970 - 1s
Epoch 37909/50000
discriminator loss: 1.344694 - generator loss: 0.757906 - 1s
Epoch 37910/50000
discriminator loss: 1.339144 - generator loss: 0.768204 - 1s
Epoch 37911/50000
discriminator loss: 1.343210 - generator loss: 0.753764 - 1s
Epoch 37912/50000
discriminator loss: 1.336136 - generator loss: 0.769677 - 1s
Epoch 37913/50000
discriminator loss: 1.358273 - generator loss: 0.749908 - 1s
Epoch 37914/50000
discriminator loss: 1.347574 - generator loss: 0.753957 - 1s
Epoch 37915/50000
discriminator loss: 1.346767 - generator loss: 0.757439 - 1s
Epoch 37916/50000
discriminator loss: 1.336569 - generator loss: 0.771393 - 1s
Epoch 37917/50000
discriminator loss: 1.343235 - generator loss: 0.763210 - 1s
Epoch 37918/50000
discriminator loss: 1.347490 - generator loss: 0.763465 - 1s
Epoch 37919/50000
discriminator loss: 1.341955 - generator loss: 0.761362 - 1s
Epoch 37920/50000
discriminator loss: 1.332934 - generator loss: 0.763736 - 1s
Epoch 37921/50000
discriminator loss: 1.337582 - generator loss: 0.773950 - 1s
Epoch 37922/50000
discriminator loss: 1.338582 - generator loss: 0.759492 - 1s
Epoch 37923/50000
discriminator loss: 1.344375 - generator loss: 0.765303 - 1s
Epoch 37924/50000
discriminator loss: 1.334132 - generator loss: 0.763503 - 1s
Epoch 37925/50000
discriminator loss: 1.337534 - generator loss: 0.771100 - 1s
Epoch 37926/50000
discriminator loss: 1.338058 - generator loss: 0.764576 - 1s
Epoch 37927/50000
discriminator loss: 1.342216 - generator loss: 0.765925 - 1s
Epoch 37928/50000
discriminator loss: 1.349633 - generator loss: 0.757290 - 1s
Epoch 37929/50000
discriminator loss: 1.349064 - generator loss: 0.757576 - 1s
Epoch 37930/50000
discriminator loss: 1.339225 - generator loss: 0.757548 - 1s
Epoch 37931/50000
discriminator loss: 1.334834 - generator loss: 0.770887 - 1s
Epoch 37932/50000
discriminator loss: 1.328216 - generator loss: 0.777165 - 1s
Epoch 37933/50000
discriminator loss: 1.342132 - generator loss: 0.764517 - 1s
Epoch 37934/50000
discriminator loss: 1.337670 - generator loss: 0.764397 - 1s
Epoch 37935/50000
discriminator loss: 1.331928 - generator loss: 0.770320 - 1s
Epoch 37936/50000
discriminator loss: 1.339667 - generator loss: 0.759178 - 1s
Epoch 37937/50000
discriminator loss: 1.346235 - generator loss: 0.762249 - 1s
Epoch 37938/50000
discriminator loss: 1.340032 - generator loss: 0.770413 - 1s
Epoch 37939/50000
discriminator loss: 1.344642 - generator loss: 0.757535 - 1s
Epoch 37940/50000
discriminator loss: 1.345126 - generator loss: 0.759714 - 1s
Epoch 37941/50000
discriminator loss: 1.348224 - generator loss: 0.759499 - 1s
Epoch 37942/50000
discriminator loss: 1.342398 - generator loss: 0.764304 - 1s
Epoch 37943/50000
discriminator loss: 1.339685 - generator loss: 0.766757 - 1s
Epoch 37944/50000
discriminator loss: 1.334641 - generator loss: 0.762189 - 1s
Epoch 37945/50000
discriminator loss: 1.336094 - generator loss: 0.763951 - 1s
Epoch 37946/50000
discriminator loss: 1.344585 - generator loss: 0.762115 - 1s
Epoch 37947/50000
discriminator loss: 1.338062 - generator loss: 0.767895 - 1s
Epoch 37948/50000
discriminator loss: 1.330137 - generator loss: 0.775663 - 1s
Epoch 37949/50000
discriminator loss: 1.340049 - generator loss: 0.760132 - 1s
Epoch 37950/50000
discriminator loss: 1.333393 - generator loss: 0.770140 - 1s
Epoch 37951/50000
discriminator loss: 1.340944 - generator loss: 0.761230 - 1s
Epoch 37952/50000
discriminator loss: 1.340780 - generator loss: 0.767360 - 1s
Epoch 37953/50000
discriminator loss: 1.337012 - generator loss: 0.763471 - 1s
Epoch 37954/50000
discriminator loss: 1.340314 - generator loss: 0.765826 - 1s
Epoch 37955/50000
discriminator loss: 1.341239 - generator loss: 0.762388 - 1s
Epoch 37956/50000
discriminator loss: 1.342233 - generator loss: 0.764984 - 1s
Epoch 37957/50000
discriminator loss: 1.350891 - generator loss: 0.756850 - 1s
Epoch 37958/50000
discriminator loss: 1.338492 - generator loss: 0.762895 - 1s
Epoch 37959/50000
discriminator loss: 1.332213 - generator loss: 0.775400 - 1s
Epoch 37960/50000
discriminator loss: 1.348662 - generator loss: 0.755874 - 1s
Epoch 37961/50000
discriminator loss: 1.342884 - generator loss: 0.760248 - 1s
Epoch 37962/50000
discriminator loss: 1.345616 - generator loss: 0.759726 - 1s
Epoch 37963/50000
discriminator loss: 1.340183 - generator loss: 0.765432 - 1s
Epoch 37964/50000
discriminator loss: 1.341023 - generator loss: 0.765023 - 1s
Epoch 37965/50000
discriminator loss: 1.335221 - generator loss: 0.762447 - 1s
Epoch 37966/50000
discriminator loss: 1.335362 - generator loss: 0.769470 - 1s
Epoch 37967/50000
discriminator loss: 1.343115 - generator loss: 0.766892 - 1s
Epoch 37968/50000
discriminator loss: 1.345661 - generator loss: 0.752469 - 1s
Epoch 37969/50000
discriminator loss: 1.332319 - generator loss: 0.777162 - 1s
Epoch 37970/50000
discriminator loss: 1.335955 - generator loss: 0.767525 - 1s
Epoch 37971/50000
discriminator loss: 1.338098 - generator loss: 0.760408 - 1s
Epoch 37972/50000
discriminator loss: 1.332724 - generator loss: 0.767251 - 1s
Epoch 37973/50000
discriminator loss: 1.336011 - generator loss: 0.767881 - 1s
Epoch 37974/50000
discriminator loss: 1.339077 - generator loss: 0.774076 - 1s
Epoch 37975/50000
discriminator loss: 1.340820 - generator loss: 0.755329 - 1s
Epoch 37976/50000
discriminator loss: 1.339119 - generator loss: 0.770902 - 1s
Epoch 37977/50000
discriminator loss: 1.347028 - generator loss: 0.759556 - 1s
Epoch 37978/50000
discriminator loss: 1.344963 - generator loss: 0.753994 - 1s
Epoch 37979/50000
discriminator loss: 1.344035 - generator loss: 0.766380 - 1s
Epoch 37980/50000
discriminator loss: 1.352957 - generator loss: 0.756018 - 1s
Epoch 37981/50000
discriminator loss: 1.346555 - generator loss: 0.765827 - 1s
Epoch 37982/50000
discriminator loss: 1.338695 - generator loss: 0.768099 - 1s
Epoch 37983/50000
discriminator loss: 1.342878 - generator loss: 0.762961 - 1s
Epoch 37984/50000
discriminator loss: 1.349088 - generator loss: 0.757835 - 1s
Epoch 37985/50000
discriminator loss: 1.337348 - generator loss: 0.759749 - 1s
Epoch 37986/50000
discriminator loss: 1.336380 - generator loss: 0.771150 - 1s
Epoch 37987/50000
discriminator loss: 1.339615 - generator loss: 0.757077 - 1s
Epoch 37988/50000
discriminator loss: 1.354974 - generator loss: 0.756440 - 1s
Epoch 37989/50000
discriminator loss: 1.340152 - generator loss: 0.764983 - 1s
Epoch 37990/50000
discriminator loss: 1.342007 - generator loss: 0.766795 - 1s
Epoch 37991/50000
discriminator loss: 1.337630 - generator loss: 0.768974 - 1s
Epoch 37992/50000
discriminator loss: 1.329741 - generator loss: 0.775611 - 1s
Epoch 37993/50000
discriminator loss: 1.342783 - generator loss: 0.757581 - 1s
Epoch 37994/50000
discriminator loss: 1.351936 - generator loss: 0.753019 - 1s
Epoch 37995/50000
discriminator loss: 1.342622 - generator loss: 0.759889 - 1s
Epoch 37996/50000
discriminator loss: 1.348249 - generator loss: 0.761120 - 1s
Epoch 37997/50000
discriminator loss: 1.324392 - generator loss: 0.783912 - 1s
Epoch 37998/50000
discriminator loss: 1.340218 - generator loss: 0.758143 - 1s
Epoch 37999/50000
discriminator loss: 1.345773 - generator loss: 0.766224 - 1s
Epoch 38000/50000
discriminator loss: 1.346229 - generator loss: 0.755525 - 1s
Epoch 38001/50000
discriminator loss: 1.339254 - generator loss: 0.768031 - 1s

Loss: 

Epoch 38002/50000
discriminator loss: 1.342356 - generator loss: 0.766041 - 1s
Epoch 38003/50000
discriminator loss: 1.343319 - generator loss: 0.763146 - 1s
Epoch 38004/50000
discriminator loss: 1.339199 - generator loss: 0.763043 - 1s
Epoch 38005/50000
discriminator loss: 1.349110 - generator loss: 0.758803 - 1s
Epoch 38006/50000
discriminator loss: 1.336283 - generator loss: 0.762629 - 1s
Epoch 38007/50000
discriminator loss: 1.337934 - generator loss: 0.771190 - 1s
Epoch 38008/50000
discriminator loss: 1.329203 - generator loss: 0.766976 - 1s
Epoch 38009/50000
discriminator loss: 1.343412 - generator loss: 0.757626 - 1s
Epoch 38010/50000
discriminator loss: 1.332362 - generator loss: 0.770487 - 1s
Epoch 38011/50000
discriminator loss: 1.335980 - generator loss: 0.772078 - 1s
Epoch 38012/50000
discriminator loss: 1.324831 - generator loss: 0.771993 - 1s
Epoch 38013/50000
discriminator loss: 1.330039 - generator loss: 0.774093 - 1s
Epoch 38014/50000
discriminator loss: 1.331787 - generator loss: 0.769241 - 1s
Epoch 38015/50000
discriminator loss: 1.329457 - generator loss: 0.770462 - 1s
Epoch 38016/50000
discriminator loss: 1.337620 - generator loss: 0.765190 - 1s
Epoch 38017/50000
discriminator loss: 1.346782 - generator loss: 0.755768 - 1s
Epoch 38018/50000
discriminator loss: 1.348736 - generator loss: 0.756173 - 1s
Epoch 38019/50000
discriminator loss: 1.332546 - generator loss: 0.768767 - 1s
Epoch 38020/50000
discriminator loss: 1.332660 - generator loss: 0.773433 - 1s
Epoch 38021/50000
discriminator loss: 1.336357 - generator loss: 0.765330 - 1s
Epoch 38022/50000
discriminator loss: 1.336253 - generator loss: 0.771111 - 1s
Epoch 38023/50000
discriminator loss: 1.345572 - generator loss: 0.759285 - 1s
Epoch 38024/50000
discriminator loss: 1.336920 - generator loss: 0.766693 - 1s
Epoch 38025/50000
discriminator loss: 1.342970 - generator loss: 0.760253 - 1s
Epoch 38026/50000
discriminator loss: 1.339278 - generator loss: 0.772256 - 1s
Epoch 38027/50000
discriminator loss: 1.343854 - generator loss: 0.752048 - 1s
Epoch 38028/50000
discriminator loss: 1.340853 - generator loss: 0.763353 - 1s
Epoch 38029/50000
discriminator loss: 1.339738 - generator loss: 0.765557 - 1s
Epoch 38030/50000
discriminator loss: 1.330884 - generator loss: 0.767067 - 1s
Epoch 38031/50000
discriminator loss: 1.347174 - generator loss: 0.762424 - 1s
Epoch 38032/50000
discriminator loss: 1.356109 - generator loss: 0.751419 - 1s
Epoch 38033/50000
discriminator loss: 1.341061 - generator loss: 0.772528 - 1s
Epoch 38034/50000
discriminator loss: 1.341097 - generator loss: 0.766649 - 1s
Epoch 38035/50000
discriminator loss: 1.342211 - generator loss: 0.758876 - 1s
Epoch 38036/50000
discriminator loss: 1.336073 - generator loss: 0.763360 - 1s
Epoch 38037/50000
discriminator loss: 1.341239 - generator loss: 0.760597 - 1s
Epoch 38038/50000
discriminator loss: 1.337094 - generator loss: 0.766574 - 1s
Epoch 38039/50000
discriminator loss: 1.343341 - generator loss: 0.758443 - 1s
Epoch 38040/50000
discriminator loss: 1.342899 - generator loss: 0.768015 - 1s
Epoch 38041/50000
discriminator loss: 1.335696 - generator loss: 0.768168 - 1s
Epoch 38042/50000
discriminator loss: 1.337011 - generator loss: 0.763658 - 1s
Epoch 38043/50000
discriminator loss: 1.325697 - generator loss: 0.769516 - 1s
Epoch 38044/50000
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Epoch 38045/50000
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Epoch 38046/50000
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Epoch 38047/50000
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Epoch 38048/50000
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Epoch 38049/50000
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Epoch 38050/50000
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Epoch 38051/50000
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Epoch 38052/50000
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Epoch 38053/50000
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Epoch 38054/50000
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Epoch 38055/50000
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Epoch 38056/50000
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Epoch 38057/50000
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Epoch 38058/50000
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Epoch 38059/50000
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Epoch 38060/50000
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Epoch 38061/50000
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Epoch 38062/50000
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Epoch 38063/50000
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Epoch 38064/50000
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Epoch 38065/50000
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Epoch 38066/50000
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Epoch 38067/50000
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Epoch 38068/50000
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Epoch 38069/50000
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Epoch 38070/50000
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Epoch 38071/50000
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Epoch 38072/50000
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Epoch 38073/50000
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Epoch 38074/50000
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Epoch 38075/50000
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Epoch 38076/50000
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Epoch 38077/50000
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Epoch 38078/50000
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Epoch 38079/50000
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Epoch 38080/50000
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Epoch 38081/50000
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Epoch 38082/50000
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Epoch 38083/50000
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Epoch 38084/50000
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Epoch 38085/50000
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Epoch 38086/50000
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Epoch 38087/50000
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Epoch 38088/50000
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Epoch 38089/50000
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Epoch 38090/50000
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Epoch 38091/50000
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Epoch 38092/50000
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Epoch 38093/50000
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Epoch 38094/50000
discriminator loss: 1.330912 - generator loss: 0.769076 - 1s
Epoch 38095/50000
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Epoch 38096/50000
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Epoch 38097/50000
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Epoch 38098/50000
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Epoch 38099/50000
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Epoch 38100/50000
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Epoch 38101/50000
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Epoch 38102/50000
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Epoch 38103/50000
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Epoch 38104/50000
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Epoch 38105/50000
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Epoch 38106/50000
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Epoch 38107/50000
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Epoch 38108/50000
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Epoch 38109/50000
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Epoch 38110/50000
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Epoch 38111/50000
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Epoch 38112/50000
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Epoch 38113/50000
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Epoch 38114/50000
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Epoch 38115/50000
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Epoch 38116/50000
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Epoch 38117/50000
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Epoch 38118/50000
discriminator loss: 1.344548 - generator loss: 0.769363 - 1s
Epoch 38119/50000
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Epoch 38120/50000
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Epoch 38121/50000
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Epoch 38122/50000
discriminator loss: 1.340821 - generator loss: 0.771332 - 1s
Epoch 38123/50000
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Epoch 38124/50000
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Epoch 38125/50000
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Epoch 38126/50000
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Epoch 38127/50000
discriminator loss: 1.345360 - generator loss: 0.760519 - 1s
Epoch 38128/50000
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Epoch 38129/50000
discriminator loss: 1.339660 - generator loss: 0.765597 - 1s
Epoch 38130/50000
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Epoch 38131/50000
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Epoch 38132/50000
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Epoch 38133/50000
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Epoch 38134/50000
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Epoch 38135/50000
discriminator loss: 1.352956 - generator loss: 0.756836 - 1s
Epoch 38136/50000
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Epoch 38137/50000
discriminator loss: 1.338862 - generator loss: 0.758781 - 1s
Epoch 38138/50000
discriminator loss: 1.329780 - generator loss: 0.770956 - 1s
Epoch 38139/50000
discriminator loss: 1.339965 - generator loss: 0.764233 - 1s
Epoch 38140/50000
discriminator loss: 1.340417 - generator loss: 0.761634 - 1s
Epoch 38141/50000
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Epoch 38142/50000
discriminator loss: 1.331415 - generator loss: 0.769513 - 1s
Epoch 38143/50000
discriminator loss: 1.334604 - generator loss: 0.765369 - 1s
Epoch 38144/50000
discriminator loss: 1.336667 - generator loss: 0.757497 - 1s
Epoch 38145/50000
discriminator loss: 1.344653 - generator loss: 0.758187 - 1s
Epoch 38146/50000
discriminator loss: 1.335023 - generator loss: 0.769852 - 1s
Epoch 38147/50000
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Epoch 38148/50000
discriminator loss: 1.337910 - generator loss: 0.767621 - 1s
Epoch 38149/50000
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Epoch 38150/50000
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Epoch 38151/50000
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Epoch 38152/50000
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Epoch 38153/50000
discriminator loss: 1.343816 - generator loss: 0.764490 - 1s
Epoch 38154/50000
discriminator loss: 1.336165 - generator loss: 0.776682 - 1s
Epoch 38155/50000
discriminator loss: 1.338352 - generator loss: 0.765757 - 1s
Epoch 38156/50000
discriminator loss: 1.331856 - generator loss: 0.771358 - 1s
Epoch 38157/50000
discriminator loss: 1.340413 - generator loss: 0.766429 - 1s
Epoch 38158/50000
discriminator loss: 1.332016 - generator loss: 0.760216 - 1s
Epoch 38159/50000
discriminator loss: 1.329697 - generator loss: 0.764765 - 1s
Epoch 38160/50000
discriminator loss: 1.334887 - generator loss: 0.769913 - 1s
Epoch 38161/50000
discriminator loss: 1.332476 - generator loss: 0.778096 - 1s
Epoch 38162/50000
discriminator loss: 1.321202 - generator loss: 0.781729 - 1s
Epoch 38163/50000
discriminator loss: 1.333532 - generator loss: 0.769648 - 1s
Epoch 38164/50000
discriminator loss: 1.334566 - generator loss: 0.773666 - 1s
Epoch 38165/50000
discriminator loss: 1.341106 - generator loss: 0.762341 - 1s
Epoch 38166/50000
discriminator loss: 1.336890 - generator loss: 0.760357 - 1s
Epoch 38167/50000
discriminator loss: 1.346799 - generator loss: 0.766956 - 1s
Epoch 38168/50000
discriminator loss: 1.343424 - generator loss: 0.760113 - 1s
Epoch 38169/50000
discriminator loss: 1.337057 - generator loss: 0.772688 - 1s
Epoch 38170/50000
discriminator loss: 1.343578 - generator loss: 0.767860 - 1s
Epoch 38171/50000
discriminator loss: 1.342816 - generator loss: 0.760413 - 1s
Epoch 38172/50000
discriminator loss: 1.352289 - generator loss: 0.759994 - 1s
Epoch 38173/50000
discriminator loss: 1.336398 - generator loss: 0.762660 - 1s
Epoch 38174/50000
discriminator loss: 1.333098 - generator loss: 0.766025 - 1s
Epoch 38175/50000
discriminator loss: 1.346791 - generator loss: 0.758958 - 1s
Epoch 38176/50000
discriminator loss: 1.336899 - generator loss: 0.768558 - 1s
Epoch 38177/50000
discriminator loss: 1.332887 - generator loss: 0.773921 - 1s
Epoch 38178/50000
discriminator loss: 1.337487 - generator loss: 0.769728 - 1s
Epoch 38179/50000
discriminator loss: 1.337162 - generator loss: 0.771874 - 1s
Epoch 38180/50000
discriminator loss: 1.339057 - generator loss: 0.751484 - 1s
Epoch 38181/50000
discriminator loss: 1.342965 - generator loss: 0.763625 - 1s
Epoch 38182/50000
discriminator loss: 1.326203 - generator loss: 0.774414 - 1s
Epoch 38183/50000
discriminator loss: 1.338519 - generator loss: 0.769723 - 1s
Epoch 38184/50000
discriminator loss: 1.342685 - generator loss: 0.767308 - 1s
Epoch 38185/50000
discriminator loss: 1.338292 - generator loss: 0.768595 - 1s
Epoch 38186/50000
discriminator loss: 1.333509 - generator loss: 0.765619 - 1s
Epoch 38187/50000
discriminator loss: 1.346599 - generator loss: 0.753471 - 1s
Epoch 38188/50000
discriminator loss: 1.335530 - generator loss: 0.770324 - 1s
Epoch 38189/50000
discriminator loss: 1.349821 - generator loss: 0.757550 - 1s
Epoch 38190/50000
discriminator loss: 1.344297 - generator loss: 0.765546 - 1s
Epoch 38191/50000
discriminator loss: 1.342457 - generator loss: 0.768339 - 1s
Epoch 38192/50000
discriminator loss: 1.350115 - generator loss: 0.759163 - 1s
Epoch 38193/50000
discriminator loss: 1.343624 - generator loss: 0.761198 - 1s
Epoch 38194/50000
discriminator loss: 1.340846 - generator loss: 0.761941 - 1s
Epoch 38195/50000
discriminator loss: 1.343119 - generator loss: 0.752081 - 1s
Epoch 38196/50000
discriminator loss: 1.348754 - generator loss: 0.763179 - 1s
Epoch 38197/50000
discriminator loss: 1.342157 - generator loss: 0.767641 - 1s
Epoch 38198/50000
discriminator loss: 1.335657 - generator loss: 0.776800 - 1s
Epoch 38199/50000
discriminator loss: 1.336268 - generator loss: 0.771249 - 1s
Epoch 38200/50000
discriminator loss: 1.332763 - generator loss: 0.764966 - 1s
Epoch 38201/50000
discriminator loss: 1.342304 - generator loss: 0.752708 - 1s
Epoch 38202/50000
discriminator loss: 1.339156 - generator loss: 0.766302 - 1s
Epoch 38203/50000
discriminator loss: 1.337092 - generator loss: 0.764705 - 1s
Epoch 38204/50000
discriminator loss: 1.346417 - generator loss: 0.763754 - 1s
Epoch 38205/50000
discriminator loss: 1.342202 - generator loss: 0.767654 - 1s
Epoch 38206/50000
discriminator loss: 1.329841 - generator loss: 0.774425 - 1s
Epoch 38207/50000
discriminator loss: 1.332951 - generator loss: 0.771874 - 1s
Epoch 38208/50000
discriminator loss: 1.339397 - generator loss: 0.763172 - 1s
Epoch 38209/50000
discriminator loss: 1.338789 - generator loss: 0.751411 - 1s
Epoch 38210/50000
discriminator loss: 1.339450 - generator loss: 0.766522 - 1s
Epoch 38211/50000
discriminator loss: 1.335764 - generator loss: 0.771719 - 1s
Epoch 38212/50000
discriminator loss: 1.335218 - generator loss: 0.769329 - 1s
Epoch 38213/50000
discriminator loss: 1.344262 - generator loss: 0.763114 - 1s
Epoch 38214/50000
discriminator loss: 1.347103 - generator loss: 0.757478 - 1s
Epoch 38215/50000
discriminator loss: 1.333513 - generator loss: 0.764788 - 1s
Epoch 38216/50000
discriminator loss: 1.348836 - generator loss: 0.754265 - 1s
Epoch 38217/50000
discriminator loss: 1.339615 - generator loss: 0.770299 - 1s
Epoch 38218/50000
discriminator loss: 1.350676 - generator loss: 0.757044 - 1s
Epoch 38219/50000
discriminator loss: 1.339394 - generator loss: 0.767144 - 1s
Epoch 38220/50000
discriminator loss: 1.340149 - generator loss: 0.767759 - 1s
Epoch 38221/50000
discriminator loss: 1.339418 - generator loss: 0.760049 - 1s
Epoch 38222/50000
discriminator loss: 1.331436 - generator loss: 0.769475 - 1s
Epoch 38223/50000
discriminator loss: 1.343786 - generator loss: 0.759511 - 1s
Epoch 38224/50000
discriminator loss: 1.334853 - generator loss: 0.762971 - 1s
Epoch 38225/50000
discriminator loss: 1.340132 - generator loss: 0.767372 - 1s
Epoch 38226/50000
discriminator loss: 1.353620 - generator loss: 0.757725 - 1s
Epoch 38227/50000
discriminator loss: 1.348626 - generator loss: 0.756975 - 1s
Epoch 38228/50000
discriminator loss: 1.327840 - generator loss: 0.768177 - 1s
Epoch 38229/50000
discriminator loss: 1.346254 - generator loss: 0.761850 - 1s
Epoch 38230/50000
discriminator loss: 1.333116 - generator loss: 0.772240 - 1s
Epoch 38231/50000
discriminator loss: 1.330328 - generator loss: 0.767023 - 1s
Epoch 38232/50000
discriminator loss: 1.335495 - generator loss: 0.772560 - 1s
Epoch 38233/50000
discriminator loss: 1.331321 - generator loss: 0.774278 - 1s
Epoch 38234/50000
discriminator loss: 1.338958 - generator loss: 0.759276 - 1s
Epoch 38235/50000
discriminator loss: 1.343725 - generator loss: 0.765625 - 1s
Epoch 38236/50000
discriminator loss: 1.342743 - generator loss: 0.757560 - 1s
Epoch 38237/50000
discriminator loss: 1.338827 - generator loss: 0.769192 - 1s
Epoch 38238/50000
discriminator loss: 1.338818 - generator loss: 0.766179 - 1s
Epoch 38239/50000
discriminator loss: 1.329787 - generator loss: 0.767778 - 1s
Epoch 38240/50000
discriminator loss: 1.336384 - generator loss: 0.766903 - 1s
Epoch 38241/50000
discriminator loss: 1.343216 - generator loss: 0.759162 - 1s
Epoch 38242/50000
discriminator loss: 1.344627 - generator loss: 0.762029 - 1s
Epoch 38243/50000
discriminator loss: 1.356605 - generator loss: 0.758549 - 1s
Epoch 38244/50000
discriminator loss: 1.336624 - generator loss: 0.758336 - 1s
Epoch 38245/50000
discriminator loss: 1.325353 - generator loss: 0.770886 - 1s
Epoch 38246/50000
discriminator loss: 1.333591 - generator loss: 0.770217 - 1s
Epoch 38247/50000
discriminator loss: 1.335172 - generator loss: 0.769033 - 1s
Epoch 38248/50000
discriminator loss: 1.335629 - generator loss: 0.770494 - 1s
Epoch 38249/50000
discriminator loss: 1.341463 - generator loss: 0.760740 - 1s
Epoch 38250/50000
discriminator loss: 1.335492 - generator loss: 0.765989 - 1s
Epoch 38251/50000
discriminator loss: 1.342069 - generator loss: 0.761090 - 1s
Epoch 38252/50000
discriminator loss: 1.335591 - generator loss: 0.768757 - 1s
Epoch 38253/50000
discriminator loss: 1.318282 - generator loss: 0.772159 - 1s
Epoch 38254/50000
discriminator loss: 1.340033 - generator loss: 0.772504 - 1s
Epoch 38255/50000
discriminator loss: 1.322194 - generator loss: 0.779379 - 1s
Epoch 38256/50000
discriminator loss: 1.325301 - generator loss: 0.772697 - 1s
Epoch 38257/50000
discriminator loss: 1.325864 - generator loss: 0.776497 - 1s
Epoch 38258/50000
discriminator loss: 1.339140 - generator loss: 0.758271 - 1s
Epoch 38259/50000
discriminator loss: 1.345965 - generator loss: 0.757827 - 1s
Epoch 38260/50000
discriminator loss: 1.343441 - generator loss: 0.766958 - 1s
Epoch 38261/50000
discriminator loss: 1.337695 - generator loss: 0.766155 - 1s
Epoch 38262/50000
discriminator loss: 1.338066 - generator loss: 0.764041 - 1s
Epoch 38263/50000
discriminator loss: 1.334785 - generator loss: 0.769125 - 1s
Epoch 38264/50000
discriminator loss: 1.347860 - generator loss: 0.760331 - 1s
Epoch 38265/50000
discriminator loss: 1.339811 - generator loss: 0.763480 - 1s
Epoch 38266/50000
discriminator loss: 1.340446 - generator loss: 0.755837 - 1s
Epoch 38267/50000
discriminator loss: 1.339171 - generator loss: 0.769222 - 1s
Epoch 38268/50000
discriminator loss: 1.343404 - generator loss: 0.765064 - 1s
Epoch 38269/50000
discriminator loss: 1.339118 - generator loss: 0.774944 - 1s
Epoch 38270/50000
discriminator loss: 1.343330 - generator loss: 0.766252 - 1s
Epoch 38271/50000
discriminator loss: 1.332513 - generator loss: 0.768520 - 1s
Epoch 38272/50000
discriminator loss: 1.329804 - generator loss: 0.769162 - 1s
Epoch 38273/50000
discriminator loss: 1.330879 - generator loss: 0.768890 - 1s
Epoch 38274/50000
discriminator loss: 1.335196 - generator loss: 0.777155 - 1s
Epoch 38275/50000
discriminator loss: 1.326429 - generator loss: 0.762696 - 1s
Epoch 38276/50000
discriminator loss: 1.341756 - generator loss: 0.772375 - 1s
Epoch 38277/50000
discriminator loss: 1.333381 - generator loss: 0.770485 - 1s
Epoch 38278/50000
discriminator loss: 1.332123 - generator loss: 0.770730 - 1s
Epoch 38279/50000
discriminator loss: 1.324496 - generator loss: 0.777413 - 1s
Epoch 38280/50000
discriminator loss: 1.334255 - generator loss: 0.767780 - 1s
Epoch 38281/50000
discriminator loss: 1.332169 - generator loss: 0.763022 - 1s
Epoch 38282/50000
discriminator loss: 1.339812 - generator loss: 0.761124 - 1s
Epoch 38283/50000
discriminator loss: 1.342026 - generator loss: 0.769381 - 1s
Epoch 38284/50000
discriminator loss: 1.338197 - generator loss: 0.768535 - 1s
Epoch 38285/50000
discriminator loss: 1.329100 - generator loss: 0.772919 - 1s
Epoch 38286/50000
discriminator loss: 1.347537 - generator loss: 0.756211 - 1s
Epoch 38287/50000
discriminator loss: 1.331004 - generator loss: 0.773168 - 1s
Epoch 38288/50000
discriminator loss: 1.343961 - generator loss: 0.768193 - 1s
Epoch 38289/50000
discriminator loss: 1.345471 - generator loss: 0.763749 - 1s
Epoch 38290/50000
discriminator loss: 1.340417 - generator loss: 0.772895 - 1s
Epoch 38291/50000
discriminator loss: 1.337465 - generator loss: 0.761561 - 1s
Epoch 38292/50000
discriminator loss: 1.339036 - generator loss: 0.772843 - 1s
Epoch 38293/50000
discriminator loss: 1.331367 - generator loss: 0.770749 - 1s
Epoch 38294/50000
discriminator loss: 1.347351 - generator loss: 0.762293 - 1s
Epoch 38295/50000
discriminator loss: 1.323712 - generator loss: 0.776997 - 1s
Epoch 38296/50000
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Epoch 38297/50000
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Epoch 38298/50000
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Epoch 38299/50000
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Epoch 38300/50000
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Epoch 38301/50000
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Epoch 38302/50000
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Epoch 38303/50000
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Epoch 38304/50000
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Epoch 38305/50000
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Epoch 38306/50000
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Epoch 38307/50000
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Epoch 38308/50000
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Epoch 38309/50000
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Epoch 38310/50000
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Epoch 38311/50000
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Epoch 38312/50000
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Epoch 38313/50000
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Epoch 38314/50000
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Epoch 38315/50000
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Epoch 38316/50000
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Epoch 38317/50000
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Epoch 38318/50000
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Epoch 38319/50000
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Epoch 38320/50000
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Epoch 38321/50000
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Epoch 38322/50000
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Epoch 38323/50000
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Epoch 38324/50000
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Epoch 38325/50000
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Epoch 38326/50000
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Epoch 38327/50000
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Epoch 38328/50000
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Epoch 38329/50000
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Epoch 38330/50000
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Epoch 38331/50000
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Epoch 38332/50000
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Epoch 38333/50000
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Epoch 38334/50000
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Epoch 38335/50000
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Epoch 38336/50000
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Epoch 38337/50000
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Epoch 38338/50000
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Epoch 38339/50000
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Epoch 38340/50000
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Epoch 38341/50000
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Epoch 38342/50000
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Epoch 38343/50000
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Epoch 38344/50000
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Epoch 38345/50000
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Epoch 38346/50000
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Epoch 38347/50000
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Epoch 38348/50000
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Epoch 38349/50000
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Epoch 38350/50000
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Epoch 38351/50000
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Epoch 38352/50000
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Epoch 38353/50000
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Epoch 38354/50000
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Epoch 38355/50000
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Epoch 38356/50000
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Epoch 38357/50000
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Epoch 38358/50000
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Epoch 38359/50000
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Epoch 38360/50000
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Epoch 38361/50000
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Epoch 38362/50000
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Epoch 38363/50000
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Epoch 38364/50000
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Epoch 38365/50000
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Epoch 38366/50000
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Epoch 38367/50000
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Epoch 38368/50000
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Epoch 38369/50000
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Epoch 38370/50000
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Epoch 38371/50000
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Epoch 38372/50000
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Epoch 38373/50000
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Epoch 38374/50000
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Epoch 38375/50000
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Epoch 38376/50000
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Epoch 38377/50000
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Epoch 38378/50000
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Epoch 38379/50000
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Epoch 38380/50000
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Epoch 38381/50000
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Epoch 38382/50000
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Epoch 38383/50000
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Epoch 38384/50000
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Epoch 38385/50000
discriminator loss: 1.346848 - generator loss: 0.754870 - 1s
Epoch 38386/50000
discriminator loss: 1.330472 - generator loss: 0.779801 - 1s
Epoch 38387/50000
discriminator loss: 1.335089 - generator loss: 0.772729 - 1s
Epoch 38388/50000
discriminator loss: 1.338207 - generator loss: 0.768000 - 1s
Epoch 38389/50000
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Epoch 38390/50000
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Epoch 38391/50000
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Epoch 38392/50000
discriminator loss: 1.339746 - generator loss: 0.770391 - 1s
Epoch 38393/50000
discriminator loss: 1.335418 - generator loss: 0.767305 - 1s
Epoch 38394/50000
discriminator loss: 1.340068 - generator loss: 0.767354 - 1s
Epoch 38395/50000
discriminator loss: 1.336425 - generator loss: 0.764807 - 1s
Epoch 38396/50000
discriminator loss: 1.341877 - generator loss: 0.771763 - 1s
Epoch 38397/50000
discriminator loss: 1.342317 - generator loss: 0.761990 - 1s
Epoch 38398/50000
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Epoch 38399/50000
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Epoch 38400/50000
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Epoch 38401/50000
discriminator loss: 1.339122 - generator loss: 0.770281 - 1s
Epoch 38402/50000
discriminator loss: 1.329146 - generator loss: 0.777805 - 1s
Epoch 38403/50000
discriminator loss: 1.330061 - generator loss: 0.767959 - 1s
Epoch 38404/50000
discriminator loss: 1.332321 - generator loss: 0.763980 - 1s
Epoch 38405/50000
discriminator loss: 1.333411 - generator loss: 0.761937 - 1s
Epoch 38406/50000
discriminator loss: 1.342278 - generator loss: 0.766125 - 1s
Epoch 38407/50000
discriminator loss: 1.345328 - generator loss: 0.762788 - 1s
Epoch 38408/50000
discriminator loss: 1.339507 - generator loss: 0.768849 - 1s
Epoch 38409/50000
discriminator loss: 1.347216 - generator loss: 0.763451 - 1s
Epoch 38410/50000
discriminator loss: 1.324060 - generator loss: 0.775124 - 1s
Epoch 38411/50000
discriminator loss: 1.339100 - generator loss: 0.768341 - 1s
Epoch 38412/50000
discriminator loss: 1.334361 - generator loss: 0.765879 - 1s
Epoch 38413/50000
discriminator loss: 1.335696 - generator loss: 0.767924 - 1s
Epoch 38414/50000
discriminator loss: 1.346854 - generator loss: 0.755438 - 1s
Epoch 38415/50000
discriminator loss: 1.349672 - generator loss: 0.760782 - 1s
Epoch 38416/50000
discriminator loss: 1.338064 - generator loss: 0.760029 - 1s
Epoch 38417/50000
discriminator loss: 1.347112 - generator loss: 0.760043 - 1s
Epoch 38418/50000
discriminator loss: 1.346092 - generator loss: 0.766126 - 1s
Epoch 38419/50000
discriminator loss: 1.338807 - generator loss: 0.761557 - 1s
Epoch 38420/50000
discriminator loss: 1.338629 - generator loss: 0.763384 - 1s
Epoch 38421/50000
discriminator loss: 1.334676 - generator loss: 0.771286 - 1s
Epoch 38422/50000
discriminator loss: 1.339976 - generator loss: 0.767306 - 1s
Epoch 38423/50000
discriminator loss: 1.343704 - generator loss: 0.758609 - 1s
Epoch 38424/50000
discriminator loss: 1.339106 - generator loss: 0.766747 - 1s
Epoch 38425/50000
discriminator loss: 1.344225 - generator loss: 0.753913 - 1s
Epoch 38426/50000
discriminator loss: 1.342494 - generator loss: 0.767112 - 1s
Epoch 38427/50000
discriminator loss: 1.339713 - generator loss: 0.767442 - 1s
Epoch 38428/50000
discriminator loss: 1.338160 - generator loss: 0.770498 - 1s
Epoch 38429/50000
discriminator loss: 1.336583 - generator loss: 0.769155 - 1s
Epoch 38430/50000
discriminator loss: 1.344024 - generator loss: 0.751882 - 1s
Epoch 38431/50000
discriminator loss: 1.324378 - generator loss: 0.779222 - 1s
Epoch 38432/50000
discriminator loss: 1.328413 - generator loss: 0.779423 - 1s
Epoch 38433/50000
discriminator loss: 1.333844 - generator loss: 0.769243 - 1s
Epoch 38434/50000
discriminator loss: 1.340788 - generator loss: 0.769631 - 1s
Epoch 38435/50000
discriminator loss: 1.344268 - generator loss: 0.761811 - 1s
Epoch 38436/50000
discriminator loss: 1.331658 - generator loss: 0.769402 - 1s
Epoch 38437/50000
discriminator loss: 1.335241 - generator loss: 0.762300 - 1s
Epoch 38438/50000
discriminator loss: 1.340924 - generator loss: 0.756025 - 1s
Epoch 38439/50000
discriminator loss: 1.338001 - generator loss: 0.766566 - 1s
Epoch 38440/50000
discriminator loss: 1.332164 - generator loss: 0.772538 - 1s
Epoch 38441/50000
discriminator loss: 1.337548 - generator loss: 0.764575 - 1s
Epoch 38442/50000
discriminator loss: 1.344802 - generator loss: 0.760245 - 1s
Epoch 38443/50000
discriminator loss: 1.335315 - generator loss: 0.767559 - 1s
Epoch 38444/50000
discriminator loss: 1.342164 - generator loss: 0.769818 - 1s
Epoch 38445/50000
discriminator loss: 1.332045 - generator loss: 0.765850 - 1s
Epoch 38446/50000
discriminator loss: 1.336969 - generator loss: 0.758584 - 1s
Epoch 38447/50000
discriminator loss: 1.334615 - generator loss: 0.776402 - 1s
Epoch 38448/50000
discriminator loss: 1.351447 - generator loss: 0.756181 - 1s
Epoch 38449/50000
discriminator loss: 1.335416 - generator loss: 0.767436 - 1s
Epoch 38450/50000
discriminator loss: 1.336810 - generator loss: 0.763677 - 1s
Epoch 38451/50000
discriminator loss: 1.348331 - generator loss: 0.754543 - 1s
Epoch 38452/50000
discriminator loss: 1.334663 - generator loss: 0.776307 - 1s
Epoch 38453/50000
discriminator loss: 1.317163 - generator loss: 0.775058 - 1s
Epoch 38454/50000
discriminator loss: 1.335741 - generator loss: 0.775175 - 1s
Epoch 38455/50000
discriminator loss: 1.337680 - generator loss: 0.768552 - 1s
Epoch 38456/50000
discriminator loss: 1.350065 - generator loss: 0.752841 - 1s
Epoch 38457/50000
discriminator loss: 1.332632 - generator loss: 0.777305 - 1s
Epoch 38458/50000
discriminator loss: 1.334998 - generator loss: 0.764091 - 1s
Epoch 38459/50000
discriminator loss: 1.315895 - generator loss: 0.793910 - 1s
Epoch 38460/50000
discriminator loss: 1.328188 - generator loss: 0.765492 - 1s
Epoch 38461/50000
discriminator loss: 1.335384 - generator loss: 0.763181 - 1s
Epoch 38462/50000
discriminator loss: 1.326128 - generator loss: 0.774758 - 1s
Epoch 38463/50000
discriminator loss: 1.342128 - generator loss: 0.763596 - 1s
Epoch 38464/50000
discriminator loss: 1.336909 - generator loss: 0.774340 - 1s
Epoch 38465/50000
discriminator loss: 1.341779 - generator loss: 0.763133 - 1s
Epoch 38466/50000
discriminator loss: 1.332680 - generator loss: 0.764328 - 1s
Epoch 38467/50000
discriminator loss: 1.355046 - generator loss: 0.758686 - 1s
Epoch 38468/50000
discriminator loss: 1.328179 - generator loss: 0.775344 - 1s
Epoch 38469/50000
discriminator loss: 1.347743 - generator loss: 0.765009 - 1s
Epoch 38470/50000
discriminator loss: 1.338382 - generator loss: 0.759510 - 1s
Epoch 38471/50000
discriminator loss: 1.345904 - generator loss: 0.763055 - 1s
Epoch 38472/50000
discriminator loss: 1.344469 - generator loss: 0.760224 - 1s
Epoch 38473/50000
discriminator loss: 1.325411 - generator loss: 0.781338 - 1s
Epoch 38474/50000
discriminator loss: 1.347874 - generator loss: 0.761146 - 1s
Epoch 38475/50000
discriminator loss: 1.326680 - generator loss: 0.772794 - 1s
Epoch 38476/50000
discriminator loss: 1.334219 - generator loss: 0.773588 - 1s
Epoch 38477/50000
discriminator loss: 1.337059 - generator loss: 0.771702 - 1s
Epoch 38478/50000
discriminator loss: 1.332638 - generator loss: 0.764639 - 1s
Epoch 38479/50000
discriminator loss: 1.341838 - generator loss: 0.761891 - 1s
Epoch 38480/50000
discriminator loss: 1.344515 - generator loss: 0.770144 - 1s
Epoch 38481/50000
discriminator loss: 1.349046 - generator loss: 0.759609 - 1s
Epoch 38482/50000
discriminator loss: 1.344061 - generator loss: 0.760149 - 1s
Epoch 38483/50000
discriminator loss: 1.347751 - generator loss: 0.763157 - 1s
Epoch 38484/50000
discriminator loss: 1.323894 - generator loss: 0.773023 - 1s
Epoch 38485/50000
discriminator loss: 1.348886 - generator loss: 0.763537 - 1s
Epoch 38486/50000
discriminator loss: 1.340899 - generator loss: 0.765771 - 1s
Epoch 38487/50000
discriminator loss: 1.336521 - generator loss: 0.762730 - 1s
Epoch 38488/50000
discriminator loss: 1.333088 - generator loss: 0.764613 - 1s
Epoch 38489/50000
discriminator loss: 1.334774 - generator loss: 0.769353 - 1s
Epoch 38490/50000
discriminator loss: 1.343802 - generator loss: 0.771223 - 1s
Epoch 38491/50000
discriminator loss: 1.330048 - generator loss: 0.772358 - 1s
Epoch 38492/50000
discriminator loss: 1.341487 - generator loss: 0.765129 - 1s
Epoch 38493/50000
discriminator loss: 1.333398 - generator loss: 0.768287 - 1s
Epoch 38494/50000
discriminator loss: 1.338149 - generator loss: 0.765371 - 1s
Epoch 38495/50000
discriminator loss: 1.332569 - generator loss: 0.774221 - 1s
Epoch 38496/50000
discriminator loss: 1.339541 - generator loss: 0.768970 - 1s
Epoch 38497/50000
discriminator loss: 1.333441 - generator loss: 0.764422 - 1s
Epoch 38498/50000
discriminator loss: 1.349541 - generator loss: 0.761167 - 1s
Epoch 38499/50000
discriminator loss: 1.344057 - generator loss: 0.769240 - 1s
Epoch 38500/50000
discriminator loss: 1.339371 - generator loss: 0.767325 - 1s
Epoch 38501/50000
discriminator loss: 1.340039 - generator loss: 0.763063 - 1s
Epoch 38502/50000
discriminator loss: 1.332400 - generator loss: 0.771178 - 1s
Epoch 38503/50000
discriminator loss: 1.342664 - generator loss: 0.759134 - 1s
Epoch 38504/50000
discriminator loss: 1.329356 - generator loss: 0.770017 - 1s
Epoch 38505/50000
discriminator loss: 1.342633 - generator loss: 0.764165 - 1s
Epoch 38506/50000
discriminator loss: 1.333393 - generator loss: 0.773395 - 1s
Epoch 38507/50000
discriminator loss: 1.337584 - generator loss: 0.764918 - 1s
Epoch 38508/50000
discriminator loss: 1.336446 - generator loss: 0.779822 - 1s
Epoch 38509/50000
discriminator loss: 1.339096 - generator loss: 0.762317 - 1s
Epoch 38510/50000
discriminator loss: 1.341329 - generator loss: 0.761618 - 1s
Epoch 38511/50000
discriminator loss: 1.331199 - generator loss: 0.772438 - 1s
Epoch 38512/50000
discriminator loss: 1.339920 - generator loss: 0.763486 - 1s
Epoch 38513/50000
discriminator loss: 1.341408 - generator loss: 0.764964 - 1s
Epoch 38514/50000
discriminator loss: 1.337876 - generator loss: 0.765635 - 1s
Epoch 38515/50000
discriminator loss: 1.342230 - generator loss: 0.762980 - 1s
Epoch 38516/50000
discriminator loss: 1.348684 - generator loss: 0.761797 - 1s
Epoch 38517/50000
discriminator loss: 1.338549 - generator loss: 0.766046 - 1s
Epoch 38518/50000
discriminator loss: 1.350852 - generator loss: 0.756489 - 1s
Epoch 38519/50000
discriminator loss: 1.338185 - generator loss: 0.770847 - 1s
Epoch 38520/50000
discriminator loss: 1.329606 - generator loss: 0.769682 - 1s
Epoch 38521/50000
discriminator loss: 1.338111 - generator loss: 0.767805 - 1s
Epoch 38522/50000
discriminator loss: 1.343491 - generator loss: 0.763018 - 1s
Epoch 38523/50000
discriminator loss: 1.350798 - generator loss: 0.755128 - 1s
Epoch 38524/50000
discriminator loss: 1.336745 - generator loss: 0.763122 - 1s
Epoch 38525/50000
discriminator loss: 1.346862 - generator loss: 0.764100 - 1s
Epoch 38526/50000
discriminator loss: 1.337572 - generator loss: 0.765142 - 1s
Epoch 38527/50000
discriminator loss: 1.345497 - generator loss: 0.760290 - 1s
Epoch 38528/50000
discriminator loss: 1.336610 - generator loss: 0.765985 - 1s
Epoch 38529/50000
discriminator loss: 1.336285 - generator loss: 0.768969 - 1s
Epoch 38530/50000
discriminator loss: 1.341708 - generator loss: 0.765019 - 1s
Epoch 38531/50000
discriminator loss: 1.342326 - generator loss: 0.761174 - 1s
Epoch 38532/50000
discriminator loss: 1.342346 - generator loss: 0.759935 - 1s
Epoch 38533/50000
discriminator loss: 1.333538 - generator loss: 0.773225 - 1s
Epoch 38534/50000
discriminator loss: 1.327746 - generator loss: 0.769797 - 1s
Epoch 38535/50000
discriminator loss: 1.345467 - generator loss: 0.757199 - 1s
Epoch 38536/50000
discriminator loss: 1.326178 - generator loss: 0.777927 - 1s
Epoch 38537/50000
discriminator loss: 1.319109 - generator loss: 0.780544 - 1s
Epoch 38538/50000
discriminator loss: 1.346069 - generator loss: 0.759323 - 1s
Epoch 38539/50000
discriminator loss: 1.339265 - generator loss: 0.767583 - 1s
Epoch 38540/50000
discriminator loss: 1.332565 - generator loss: 0.763052 - 1s
Epoch 38541/50000
discriminator loss: 1.345044 - generator loss: 0.770555 - 1s
Epoch 38542/50000
discriminator loss: 1.334596 - generator loss: 0.763417 - 1s
Epoch 38543/50000
discriminator loss: 1.338372 - generator loss: 0.772970 - 1s
Epoch 38544/50000
discriminator loss: 1.335630 - generator loss: 0.770732 - 1s
Epoch 38545/50000
discriminator loss: 1.341810 - generator loss: 0.757520 - 1s
Epoch 38546/50000
discriminator loss: 1.347600 - generator loss: 0.761750 - 1s
Epoch 38547/50000
discriminator loss: 1.346786 - generator loss: 0.755908 - 1s
Epoch 38548/50000
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Epoch 38549/50000
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Epoch 38550/50000
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Epoch 38551/50000
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Epoch 38552/50000
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Epoch 38553/50000
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Epoch 38554/50000
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Epoch 38555/50000
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Epoch 38556/50000
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Epoch 38557/50000
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Epoch 38558/50000
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Epoch 38559/50000
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Epoch 38560/50000
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Epoch 38561/50000
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Epoch 38562/50000
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Epoch 38563/50000
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Epoch 38564/50000
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Epoch 38565/50000
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Epoch 38566/50000
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Epoch 38567/50000
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Epoch 38568/50000
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Epoch 38569/50000
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Epoch 38570/50000
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Epoch 38571/50000
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Epoch 38572/50000
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Epoch 38573/50000
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Epoch 38574/50000
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Epoch 38575/50000
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Epoch 38576/50000
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Epoch 38577/50000
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Epoch 38578/50000
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Epoch 38579/50000
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Epoch 38580/50000
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Epoch 38581/50000
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Epoch 38582/50000
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Epoch 38583/50000
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Epoch 38584/50000
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Epoch 38585/50000
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Epoch 38586/50000
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Epoch 38587/50000
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Epoch 38588/50000
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Epoch 38589/50000
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Epoch 38590/50000
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Epoch 38591/50000
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Epoch 38592/50000
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Epoch 38593/50000
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Epoch 38594/50000
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Epoch 38595/50000
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Epoch 38596/50000
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Epoch 38597/50000
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Epoch 38598/50000
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Epoch 38599/50000
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Epoch 38600/50000
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Epoch 38601/50000
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Epoch 38602/50000
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Epoch 38603/50000
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Epoch 38604/50000
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Epoch 38605/50000
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Epoch 38606/50000
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Epoch 38607/50000
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Epoch 38608/50000
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Epoch 38609/50000
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Epoch 38610/50000
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Epoch 38611/50000
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Epoch 38612/50000
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Epoch 38613/50000
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Epoch 38614/50000
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Epoch 38615/50000
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Epoch 38616/50000
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Epoch 38617/50000
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Epoch 38618/50000
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Epoch 38619/50000
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Epoch 38620/50000
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Epoch 38621/50000
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Epoch 38622/50000
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Epoch 38623/50000
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Epoch 38624/50000
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Epoch 38625/50000
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Epoch 38626/50000
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Epoch 38627/50000
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Epoch 38628/50000
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Epoch 38629/50000
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Epoch 38630/50000
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Epoch 38631/50000
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Epoch 38632/50000
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Epoch 38633/50000
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Epoch 38634/50000
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Epoch 38635/50000
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Epoch 38636/50000
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Epoch 38637/50000
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Epoch 38638/50000
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Epoch 38639/50000
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Epoch 38640/50000
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Epoch 38641/50000
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Epoch 38642/50000
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Epoch 38643/50000
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Epoch 38644/50000
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Epoch 38645/50000
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Epoch 38646/50000
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Epoch 38647/50000
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Epoch 38648/50000
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Epoch 38649/50000
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Epoch 38650/50000
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Epoch 38651/50000
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Epoch 38652/50000
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Epoch 38653/50000
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Epoch 38654/50000
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Epoch 38655/50000
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Epoch 38656/50000
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Epoch 38657/50000
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Epoch 38658/50000
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Epoch 38659/50000
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Epoch 38660/50000
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Epoch 38661/50000
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Epoch 38662/50000
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Epoch 38663/50000
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Epoch 38664/50000
discriminator loss: 1.350569 - generator loss: 0.755246 - 1s
Epoch 38665/50000
discriminator loss: 1.321357 - generator loss: 0.776659 - 1s
Epoch 38666/50000
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Epoch 38667/50000
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Epoch 38668/50000
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Epoch 38669/50000
discriminator loss: 1.340427 - generator loss: 0.756907 - 1s
Epoch 38670/50000
discriminator loss: 1.332882 - generator loss: 0.772252 - 1s
Epoch 38671/50000
discriminator loss: 1.349136 - generator loss: 0.765423 - 1s
Epoch 38672/50000
discriminator loss: 1.332247 - generator loss: 0.766258 - 1s
Epoch 38673/50000
discriminator loss: 1.347334 - generator loss: 0.759259 - 1s
Epoch 38674/50000
discriminator loss: 1.336212 - generator loss: 0.769053 - 1s
Epoch 38675/50000
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Epoch 38676/50000
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Epoch 38677/50000
discriminator loss: 1.340570 - generator loss: 0.760392 - 1s
Epoch 38678/50000
discriminator loss: 1.340962 - generator loss: 0.764880 - 1s
Epoch 38679/50000
discriminator loss: 1.349572 - generator loss: 0.765077 - 1s
Epoch 38680/50000
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Epoch 38681/50000
discriminator loss: 1.330673 - generator loss: 0.769693 - 1s
Epoch 38682/50000
discriminator loss: 1.340431 - generator loss: 0.758823 - 1s
Epoch 38683/50000
discriminator loss: 1.325734 - generator loss: 0.769377 - 1s
Epoch 38684/50000
discriminator loss: 1.341462 - generator loss: 0.771001 - 1s
Epoch 38685/50000
discriminator loss: 1.330873 - generator loss: 0.777111 - 1s
Epoch 38686/50000
discriminator loss: 1.341944 - generator loss: 0.762330 - 1s
Epoch 38687/50000
discriminator loss: 1.341222 - generator loss: 0.758875 - 1s
Epoch 38688/50000
discriminator loss: 1.341284 - generator loss: 0.771781 - 1s
Epoch 38689/50000
discriminator loss: 1.343539 - generator loss: 0.763021 - 1s
Epoch 38690/50000
discriminator loss: 1.320992 - generator loss: 0.788885 - 1s
Epoch 38691/50000
discriminator loss: 1.343264 - generator loss: 0.760377 - 1s
Epoch 38692/50000
discriminator loss: 1.337932 - generator loss: 0.763003 - 1s
Epoch 38693/50000
discriminator loss: 1.341005 - generator loss: 0.762379 - 1s
Epoch 38694/50000
discriminator loss: 1.343341 - generator loss: 0.764041 - 1s
Epoch 38695/50000
discriminator loss: 1.334731 - generator loss: 0.769404 - 1s
Epoch 38696/50000
discriminator loss: 1.337596 - generator loss: 0.765672 - 1s
Epoch 38697/50000
discriminator loss: 1.343157 - generator loss: 0.759875 - 1s
Epoch 38698/50000
discriminator loss: 1.338149 - generator loss: 0.774445 - 1s
Epoch 38699/50000
discriminator loss: 1.342516 - generator loss: 0.759200 - 1s
Epoch 38700/50000
discriminator loss: 1.339815 - generator loss: 0.775338 - 1s
Epoch 38701/50000
discriminator loss: 1.337015 - generator loss: 0.762445 - 1s
Epoch 38702/50000
discriminator loss: 1.347686 - generator loss: 0.760089 - 1s
Epoch 38703/50000
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Epoch 38704/50000
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Epoch 38705/50000
discriminator loss: 1.348503 - generator loss: 0.761488 - 1s
Epoch 38706/50000
discriminator loss: 1.344567 - generator loss: 0.761120 - 1s
Epoch 38707/50000
discriminator loss: 1.334986 - generator loss: 0.767208 - 1s
Epoch 38708/50000
discriminator loss: 1.331692 - generator loss: 0.767491 - 1s
Epoch 38709/50000
discriminator loss: 1.337759 - generator loss: 0.770393 - 1s
Epoch 38710/50000
discriminator loss: 1.342495 - generator loss: 0.762873 - 1s
Epoch 38711/50000
discriminator loss: 1.336451 - generator loss: 0.767841 - 1s
Epoch 38712/50000
discriminator loss: 1.346176 - generator loss: 0.763008 - 1s
Epoch 38713/50000
discriminator loss: 1.338575 - generator loss: 0.764308 - 1s
Epoch 38714/50000
discriminator loss: 1.337541 - generator loss: 0.765150 - 1s
Epoch 38715/50000
discriminator loss: 1.333398 - generator loss: 0.765925 - 1s
Epoch 38716/50000
discriminator loss: 1.338869 - generator loss: 0.764276 - 1s
Epoch 38717/50000
discriminator loss: 1.340018 - generator loss: 0.764172 - 1s
Epoch 38718/50000
discriminator loss: 1.344122 - generator loss: 0.765328 - 1s
Epoch 38719/50000
discriminator loss: 1.329225 - generator loss: 0.775674 - 1s
Epoch 38720/50000
discriminator loss: 1.336835 - generator loss: 0.762965 - 1s
Epoch 38721/50000
discriminator loss: 1.336337 - generator loss: 0.771367 - 1s
Epoch 38722/50000
discriminator loss: 1.337195 - generator loss: 0.766807 - 1s
Epoch 38723/50000
discriminator loss: 1.353543 - generator loss: 0.755529 - 1s
Epoch 38724/50000
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Epoch 38725/50000
discriminator loss: 1.340813 - generator loss: 0.773781 - 1s
Epoch 38726/50000
discriminator loss: 1.334127 - generator loss: 0.768573 - 1s
Epoch 38727/50000
discriminator loss: 1.344178 - generator loss: 0.765506 - 1s
Epoch 38728/50000
discriminator loss: 1.333010 - generator loss: 0.765499 - 1s
Epoch 38729/50000
discriminator loss: 1.345309 - generator loss: 0.757017 - 1s
Epoch 38730/50000
discriminator loss: 1.340246 - generator loss: 0.763627 - 1s
Epoch 38731/50000
discriminator loss: 1.344494 - generator loss: 0.770124 - 1s
Epoch 38732/50000
discriminator loss: 1.331061 - generator loss: 0.759687 - 1s
Epoch 38733/50000
discriminator loss: 1.331232 - generator loss: 0.772970 - 1s
Epoch 38734/50000
discriminator loss: 1.336656 - generator loss: 0.773295 - 1s
Epoch 38735/50000
discriminator loss: 1.337799 - generator loss: 0.760033 - 1s
Epoch 38736/50000
discriminator loss: 1.338506 - generator loss: 0.769882 - 1s
Epoch 38737/50000
discriminator loss: 1.341893 - generator loss: 0.761540 - 1s
Epoch 38738/50000
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Epoch 38739/50000
discriminator loss: 1.333926 - generator loss: 0.773057 - 1s
Epoch 38740/50000
discriminator loss: 1.332949 - generator loss: 0.771291 - 1s
Epoch 38741/50000
discriminator loss: 1.341028 - generator loss: 0.763384 - 1s
Epoch 38742/50000
discriminator loss: 1.335644 - generator loss: 0.768393 - 1s
Epoch 38743/50000
discriminator loss: 1.344864 - generator loss: 0.757283 - 1s
Epoch 38744/50000
discriminator loss: 1.340746 - generator loss: 0.760860 - 1s
Epoch 38745/50000
discriminator loss: 1.332807 - generator loss: 0.768833 - 1s
Epoch 38746/50000
discriminator loss: 1.347131 - generator loss: 0.760448 - 1s
Epoch 38747/50000
discriminator loss: 1.340286 - generator loss: 0.763711 - 1s
Epoch 38748/50000
discriminator loss: 1.342763 - generator loss: 0.759028 - 1s
Epoch 38749/50000
discriminator loss: 1.336814 - generator loss: 0.769670 - 1s
Epoch 38750/50000
discriminator loss: 1.333177 - generator loss: 0.771356 - 1s
Epoch 38751/50000
discriminator loss: 1.325965 - generator loss: 0.771815 - 1s
Epoch 38752/50000
discriminator loss: 1.333955 - generator loss: 0.764311 - 1s
Epoch 38753/50000
discriminator loss: 1.344173 - generator loss: 0.769340 - 1s
Epoch 38754/50000
discriminator loss: 1.331520 - generator loss: 0.777687 - 1s
Epoch 38755/50000
discriminator loss: 1.330839 - generator loss: 0.771535 - 1s
Epoch 38756/50000
discriminator loss: 1.341797 - generator loss: 0.762477 - 1s
Epoch 38757/50000
discriminator loss: 1.351281 - generator loss: 0.757473 - 1s
Epoch 38758/50000
discriminator loss: 1.338950 - generator loss: 0.759246 - 1s
Epoch 38759/50000
discriminator loss: 1.330752 - generator loss: 0.772055 - 1s
Epoch 38760/50000
discriminator loss: 1.320221 - generator loss: 0.783211 - 1s
Epoch 38761/50000
discriminator loss: 1.328878 - generator loss: 0.770714 - 1s
Epoch 38762/50000
discriminator loss: 1.336381 - generator loss: 0.772149 - 1s
Epoch 38763/50000
discriminator loss: 1.357024 - generator loss: 0.751822 - 1s
Epoch 38764/50000
discriminator loss: 1.325222 - generator loss: 0.774933 - 1s
Epoch 38765/50000
discriminator loss: 1.327796 - generator loss: 0.770564 - 1s
Epoch 38766/50000
discriminator loss: 1.335394 - generator loss: 0.774530 - 1s
Epoch 38767/50000
discriminator loss: 1.341254 - generator loss: 0.763034 - 1s
Epoch 38768/50000
discriminator loss: 1.337854 - generator loss: 0.771622 - 1s
Epoch 38769/50000
discriminator loss: 1.342040 - generator loss: 0.760330 - 1s
Epoch 38770/50000
discriminator loss: 1.339573 - generator loss: 0.762508 - 1s
Epoch 38771/50000
discriminator loss: 1.339070 - generator loss: 0.767043 - 1s
Epoch 38772/50000
discriminator loss: 1.338820 - generator loss: 0.760522 - 1s
Epoch 38773/50000
discriminator loss: 1.334463 - generator loss: 0.771846 - 1s
Epoch 38774/50000
discriminator loss: 1.344306 - generator loss: 0.759471 - 1s
Epoch 38775/50000
discriminator loss: 1.333299 - generator loss: 0.768451 - 1s
Epoch 38776/50000
discriminator loss: 1.342666 - generator loss: 0.774920 - 1s
Epoch 38777/50000
discriminator loss: 1.338063 - generator loss: 0.762169 - 1s
Epoch 38778/50000
discriminator loss: 1.344290 - generator loss: 0.754218 - 1s
Epoch 38779/50000
discriminator loss: 1.334624 - generator loss: 0.766323 - 1s
Epoch 38780/50000
discriminator loss: 1.347862 - generator loss: 0.752735 - 1s
Epoch 38781/50000
discriminator loss: 1.347811 - generator loss: 0.762259 - 1s
Epoch 38782/50000
discriminator loss: 1.340781 - generator loss: 0.776991 - 1s
Epoch 38783/50000
discriminator loss: 1.351220 - generator loss: 0.754674 - 1s
Epoch 38784/50000
discriminator loss: 1.336128 - generator loss: 0.765310 - 1s
Epoch 38785/50000
discriminator loss: 1.332803 - generator loss: 0.773585 - 1s
Epoch 38786/50000
discriminator loss: 1.327571 - generator loss: 0.776395 - 1s
Epoch 38787/50000
discriminator loss: 1.337073 - generator loss: 0.769187 - 1s
Epoch 38788/50000
discriminator loss: 1.339005 - generator loss: 0.760338 - 1s
Epoch 38789/50000
discriminator loss: 1.340742 - generator loss: 0.769772 - 1s
Epoch 38790/50000
discriminator loss: 1.340661 - generator loss: 0.765635 - 1s
Epoch 38791/50000
discriminator loss: 1.340933 - generator loss: 0.762455 - 1s
Epoch 38792/50000
discriminator loss: 1.347828 - generator loss: 0.756496 - 1s
Epoch 38793/50000
discriminator loss: 1.344072 - generator loss: 0.756568 - 1s
Epoch 38794/50000
discriminator loss: 1.336285 - generator loss: 0.772161 - 1s
Epoch 38795/50000
discriminator loss: 1.323460 - generator loss: 0.780919 - 1s
Epoch 38796/50000
discriminator loss: 1.342369 - generator loss: 0.765293 - 1s
Epoch 38797/50000
discriminator loss: 1.339689 - generator loss: 0.768541 - 1s
Epoch 38798/50000
discriminator loss: 1.337664 - generator loss: 0.765971 - 1s
Epoch 38799/50000
discriminator loss: 1.338704 - generator loss: 0.768825 - 1s
Epoch 38800/50000
discriminator loss: 1.344098 - generator loss: 0.758347 - 1s
Epoch 38801/50000
discriminator loss: 1.338099 - generator loss: 0.760201 - 1s
Epoch 38802/50000
discriminator loss: 1.338190 - generator loss: 0.771212 - 1s
Epoch 38803/50000
discriminator loss: 1.337593 - generator loss: 0.773080 - 1s
Epoch 38804/50000
discriminator loss: 1.343626 - generator loss: 0.770968 - 1s
Epoch 38805/50000
discriminator loss: 1.339714 - generator loss: 0.765864 - 1s
Epoch 38806/50000
discriminator loss: 1.335204 - generator loss: 0.768061 - 1s
Epoch 38807/50000
discriminator loss: 1.340326 - generator loss: 0.760026 - 1s
Epoch 38808/50000
discriminator loss: 1.337768 - generator loss: 0.768196 - 1s
Epoch 38809/50000
discriminator loss: 1.336638 - generator loss: 0.772503 - 1s
Epoch 38810/50000
discriminator loss: 1.340752 - generator loss: 0.765729 - 1s
Epoch 38811/50000
discriminator loss: 1.339969 - generator loss: 0.762222 - 1s
Epoch 38812/50000
discriminator loss: 1.342806 - generator loss: 0.766171 - 1s
Epoch 38813/50000
discriminator loss: 1.328885 - generator loss: 0.770114 - 1s
Epoch 38814/50000
discriminator loss: 1.332022 - generator loss: 0.767756 - 1s
Epoch 38815/50000
discriminator loss: 1.339684 - generator loss: 0.763361 - 1s
Epoch 38816/50000
discriminator loss: 1.337682 - generator loss: 0.765652 - 1s
Epoch 38817/50000
discriminator loss: 1.343528 - generator loss: 0.774110 - 1s
Epoch 38818/50000
discriminator loss: 1.334926 - generator loss: 0.774319 - 1s
Epoch 38819/50000
discriminator loss: 1.346947 - generator loss: 0.752830 - 1s
Epoch 38820/50000
discriminator loss: 1.333335 - generator loss: 0.768079 - 1s
Epoch 38821/50000
discriminator loss: 1.344134 - generator loss: 0.759889 - 1s
Epoch 38822/50000
discriminator loss: 1.340812 - generator loss: 0.758791 - 1s
Epoch 38823/50000
discriminator loss: 1.331671 - generator loss: 0.773205 - 1s
Epoch 38824/50000
discriminator loss: 1.347234 - generator loss: 0.759131 - 1s
Epoch 38825/50000
discriminator loss: 1.331976 - generator loss: 0.774838 - 1s
Epoch 38826/50000
discriminator loss: 1.344919 - generator loss: 0.771496 - 1s
Epoch 38827/50000
discriminator loss: 1.339840 - generator loss: 0.759920 - 1s
Epoch 38828/50000
discriminator loss: 1.339372 - generator loss: 0.762106 - 1s
Epoch 38829/50000
discriminator loss: 1.345194 - generator loss: 0.759796 - 1s
Epoch 38830/50000
discriminator loss: 1.344172 - generator loss: 0.771683 - 1s
Epoch 38831/50000
discriminator loss: 1.342672 - generator loss: 0.760659 - 1s
Epoch 38832/50000
discriminator loss: 1.341655 - generator loss: 0.767384 - 1s
Epoch 38833/50000
discriminator loss: 1.336793 - generator loss: 0.769276 - 1s
Epoch 38834/50000
discriminator loss: 1.331473 - generator loss: 0.771025 - 1s
Epoch 38835/50000
discriminator loss: 1.332440 - generator loss: 0.767049 - 1s
Epoch 38836/50000
discriminator loss: 1.341453 - generator loss: 0.765982 - 1s
Epoch 38837/50000
discriminator loss: 1.344350 - generator loss: 0.753740 - 1s
Epoch 38838/50000
discriminator loss: 1.342641 - generator loss: 0.763836 - 1s
Epoch 38839/50000
discriminator loss: 1.334821 - generator loss: 0.775533 - 1s
Epoch 38840/50000
discriminator loss: 1.339092 - generator loss: 0.768142 - 1s
Epoch 38841/50000
discriminator loss: 1.338268 - generator loss: 0.760304 - 1s
Epoch 38842/50000
discriminator loss: 1.345177 - generator loss: 0.763345 - 1s
Epoch 38843/50000
discriminator loss: 1.325148 - generator loss: 0.774084 - 1s
Epoch 38844/50000
discriminator loss: 1.334253 - generator loss: 0.768540 - 1s
Epoch 38845/50000
discriminator loss: 1.348263 - generator loss: 0.757629 - 1s
Epoch 38846/50000
discriminator loss: 1.337355 - generator loss: 0.761597 - 1s
Epoch 38847/50000
discriminator loss: 1.346392 - generator loss: 0.755490 - 1s
Epoch 38848/50000
discriminator loss: 1.345573 - generator loss: 0.763608 - 1s
Epoch 38849/50000
discriminator loss: 1.351196 - generator loss: 0.764171 - 1s
Epoch 38850/50000
discriminator loss: 1.340143 - generator loss: 0.762443 - 1s
Epoch 38851/50000
discriminator loss: 1.344764 - generator loss: 0.763486 - 1s
Epoch 38852/50000
discriminator loss: 1.348797 - generator loss: 0.760187 - 1s
Epoch 38853/50000
discriminator loss: 1.339560 - generator loss: 0.766390 - 1s
Epoch 38854/50000
discriminator loss: 1.330966 - generator loss: 0.774929 - 1s
Epoch 38855/50000
discriminator loss: 1.326188 - generator loss: 0.773678 - 1s
Epoch 38856/50000
discriminator loss: 1.338618 - generator loss: 0.773733 - 1s
Epoch 38857/50000
discriminator loss: 1.331124 - generator loss: 0.759843 - 1s
Epoch 38858/50000
discriminator loss: 1.330484 - generator loss: 0.769918 - 1s
Epoch 38859/50000
discriminator loss: 1.325205 - generator loss: 0.777162 - 1s
Epoch 38860/50000
discriminator loss: 1.338997 - generator loss: 0.765922 - 1s
Epoch 38861/50000
discriminator loss: 1.331676 - generator loss: 0.768758 - 1s
Epoch 38862/50000
discriminator loss: 1.345085 - generator loss: 0.762149 - 1s
Epoch 38863/50000
discriminator loss: 1.334005 - generator loss: 0.763874 - 1s
Epoch 38864/50000
discriminator loss: 1.341211 - generator loss: 0.757216 - 1s
Epoch 38865/50000
discriminator loss: 1.339993 - generator loss: 0.767551 - 1s
Epoch 38866/50000
discriminator loss: 1.341561 - generator loss: 0.769629 - 1s
Epoch 38867/50000
discriminator loss: 1.337723 - generator loss: 0.762830 - 1s
Epoch 38868/50000
discriminator loss: 1.351678 - generator loss: 0.759660 - 1s
Epoch 38869/50000
discriminator loss: 1.336145 - generator loss: 0.771961 - 1s
Epoch 38870/50000
discriminator loss: 1.340082 - generator loss: 0.761548 - 1s
Epoch 38871/50000
discriminator loss: 1.331834 - generator loss: 0.774579 - 1s
Epoch 38872/50000
discriminator loss: 1.344892 - generator loss: 0.757452 - 1s
Epoch 38873/50000
discriminator loss: 1.330585 - generator loss: 0.766515 - 1s
Epoch 38874/50000
discriminator loss: 1.339551 - generator loss: 0.768205 - 1s
Epoch 38875/50000
discriminator loss: 1.342080 - generator loss: 0.763066 - 1s
Epoch 38876/50000
discriminator loss: 1.340916 - generator loss: 0.770758 - 1s
Epoch 38877/50000
discriminator loss: 1.331006 - generator loss: 0.769733 - 1s
Epoch 38878/50000
discriminator loss: 1.337506 - generator loss: 0.761216 - 1s
Epoch 38879/50000
discriminator loss: 1.345757 - generator loss: 0.761593 - 1s
Epoch 38880/50000
discriminator loss: 1.349617 - generator loss: 0.756612 - 1s
Epoch 38881/50000
discriminator loss: 1.337201 - generator loss: 0.768420 - 1s
Epoch 38882/50000
discriminator loss: 1.340756 - generator loss: 0.765453 - 1s
Epoch 38883/50000
discriminator loss: 1.342129 - generator loss: 0.768628 - 1s
Epoch 38884/50000
discriminator loss: 1.339571 - generator loss: 0.759718 - 1s
Epoch 38885/50000
discriminator loss: 1.341579 - generator loss: 0.756981 - 1s
Epoch 38886/50000
discriminator loss: 1.347114 - generator loss: 0.756808 - 1s
Epoch 38887/50000
discriminator loss: 1.340230 - generator loss: 0.760503 - 1s
Epoch 38888/50000
discriminator loss: 1.324456 - generator loss: 0.774467 - 1s
Epoch 38889/50000
discriminator loss: 1.326733 - generator loss: 0.778579 - 1s
Epoch 38890/50000
discriminator loss: 1.330699 - generator loss: 0.775341 - 1s
Epoch 38891/50000
discriminator loss: 1.331390 - generator loss: 0.770106 - 1s
Epoch 38892/50000
discriminator loss: 1.333796 - generator loss: 0.760273 - 1s
Epoch 38893/50000
discriminator loss: 1.339169 - generator loss: 0.761776 - 1s
Epoch 38894/50000
discriminator loss: 1.337666 - generator loss: 0.769043 - 1s
Epoch 38895/50000
discriminator loss: 1.346538 - generator loss: 0.760748 - 1s
Epoch 38896/50000
discriminator loss: 1.342374 - generator loss: 0.763467 - 1s
Epoch 38897/50000
discriminator loss: 1.330421 - generator loss: 0.778595 - 1s
Epoch 38898/50000
discriminator loss: 1.342945 - generator loss: 0.754690 - 1s
Epoch 38899/50000
discriminator loss: 1.350577 - generator loss: 0.752885 - 1s
Epoch 38900/50000
discriminator loss: 1.331809 - generator loss: 0.769176 - 1s
Epoch 38901/50000
discriminator loss: 1.339390 - generator loss: 0.768803 - 1s
Epoch 38902/50000
discriminator loss: 1.334107 - generator loss: 0.767753 - 1s
Epoch 38903/50000
discriminator loss: 1.344280 - generator loss: 0.756968 - 1s
Epoch 38904/50000
discriminator loss: 1.334689 - generator loss: 0.769801 - 1s
Epoch 38905/50000
discriminator loss: 1.323407 - generator loss: 0.778718 - 1s
Epoch 38906/50000
discriminator loss: 1.330951 - generator loss: 0.772047 - 1s
Epoch 38907/50000
discriminator loss: 1.344404 - generator loss: 0.758613 - 1s
Epoch 38908/50000
discriminator loss: 1.331984 - generator loss: 0.768047 - 1s
Epoch 38909/50000
discriminator loss: 1.329616 - generator loss: 0.771949 - 1s
Epoch 38910/50000
discriminator loss: 1.333228 - generator loss: 0.770550 - 1s
Epoch 38911/50000
discriminator loss: 1.338646 - generator loss: 0.769097 - 1s
Epoch 38912/50000
discriminator loss: 1.338837 - generator loss: 0.766169 - 1s
Epoch 38913/50000
discriminator loss: 1.332271 - generator loss: 0.767768 - 1s
Epoch 38914/50000
discriminator loss: 1.340848 - generator loss: 0.764687 - 1s
Epoch 38915/50000
discriminator loss: 1.345780 - generator loss: 0.761882 - 1s
Epoch 38916/50000
discriminator loss: 1.333126 - generator loss: 0.764582 - 1s
Epoch 38917/50000
discriminator loss: 1.337232 - generator loss: 0.770028 - 1s
Epoch 38918/50000
discriminator loss: 1.330069 - generator loss: 0.773634 - 1s
Epoch 38919/50000
discriminator loss: 1.339563 - generator loss: 0.760895 - 1s
Epoch 38920/50000
discriminator loss: 1.335244 - generator loss: 0.770518 - 1s
Epoch 38921/50000
discriminator loss: 1.346344 - generator loss: 0.760268 - 1s
Epoch 38922/50000
discriminator loss: 1.341380 - generator loss: 0.756601 - 1s
Epoch 38923/50000
discriminator loss: 1.344731 - generator loss: 0.767276 - 1s
Epoch 38924/50000
discriminator loss: 1.347653 - generator loss: 0.757877 - 1s
Epoch 38925/50000
discriminator loss: 1.337345 - generator loss: 0.761752 - 1s
Epoch 38926/50000
discriminator loss: 1.348817 - generator loss: 0.763718 - 1s
Epoch 38927/50000
discriminator loss: 1.325110 - generator loss: 0.779318 - 1s
Epoch 38928/50000
discriminator loss: 1.328476 - generator loss: 0.764465 - 1s
Epoch 38929/50000
discriminator loss: 1.342602 - generator loss: 0.765129 - 1s
Epoch 38930/50000
discriminator loss: 1.346050 - generator loss: 0.756490 - 1s
Epoch 38931/50000
discriminator loss: 1.338208 - generator loss: 0.764384 - 1s
Epoch 38932/50000
discriminator loss: 1.329311 - generator loss: 0.777849 - 1s
Epoch 38933/50000
discriminator loss: 1.343039 - generator loss: 0.765172 - 1s
Epoch 38934/50000
discriminator loss: 1.330876 - generator loss: 0.765870 - 1s
Epoch 38935/50000
discriminator loss: 1.335869 - generator loss: 0.767325 - 1s
Epoch 38936/50000
discriminator loss: 1.328874 - generator loss: 0.772679 - 1s
Epoch 38937/50000
discriminator loss: 1.343228 - generator loss: 0.768755 - 1s
Epoch 38938/50000
discriminator loss: 1.335680 - generator loss: 0.771142 - 1s
Epoch 38939/50000
discriminator loss: 1.335393 - generator loss: 0.765057 - 1s
Epoch 38940/50000
discriminator loss: 1.335485 - generator loss: 0.771334 - 1s
Epoch 38941/50000
discriminator loss: 1.352931 - generator loss: 0.759035 - 1s
Epoch 38942/50000
discriminator loss: 1.335852 - generator loss: 0.762044 - 1s
Epoch 38943/50000
discriminator loss: 1.345399 - generator loss: 0.759433 - 1s
Epoch 38944/50000
discriminator loss: 1.334229 - generator loss: 0.772245 - 1s
Epoch 38945/50000
discriminator loss: 1.335519 - generator loss: 0.771587 - 1s
Epoch 38946/50000
discriminator loss: 1.336576 - generator loss: 0.764671 - 1s
Epoch 38947/50000
discriminator loss: 1.340576 - generator loss: 0.763719 - 1s
Epoch 38948/50000
discriminator loss: 1.338009 - generator loss: 0.757513 - 1s
Epoch 38949/50000
discriminator loss: 1.336668 - generator loss: 0.765439 - 1s
Epoch 38950/50000
discriminator loss: 1.336804 - generator loss: 0.762638 - 1s
Epoch 38951/50000
discriminator loss: 1.339379 - generator loss: 0.769872 - 1s
Epoch 38952/50000
discriminator loss: 1.340509 - generator loss: 0.761683 - 1s
Epoch 38953/50000
discriminator loss: 1.343269 - generator loss: 0.759803 - 1s
Epoch 38954/50000
discriminator loss: 1.345380 - generator loss: 0.765601 - 1s
Epoch 38955/50000
discriminator loss: 1.336585 - generator loss: 0.767566 - 1s
Epoch 38956/50000
discriminator loss: 1.340403 - generator loss: 0.759379 - 1s
Epoch 38957/50000
discriminator loss: 1.336332 - generator loss: 0.764107 - 1s
Epoch 38958/50000
discriminator loss: 1.336518 - generator loss: 0.774101 - 1s
Epoch 38959/50000
discriminator loss: 1.320541 - generator loss: 0.781309 - 1s
Epoch 38960/50000
discriminator loss: 1.339490 - generator loss: 0.763956 - 1s
Epoch 38961/50000
discriminator loss: 1.333946 - generator loss: 0.771520 - 1s
Epoch 38962/50000
discriminator loss: 1.339771 - generator loss: 0.765123 - 1s
Epoch 38963/50000
discriminator loss: 1.346046 - generator loss: 0.763657 - 1s
Epoch 38964/50000
discriminator loss: 1.342005 - generator loss: 0.759792 - 1s
Epoch 38965/50000
discriminator loss: 1.341339 - generator loss: 0.768473 - 1s
Epoch 38966/50000
discriminator loss: 1.340544 - generator loss: 0.768933 - 1s
Epoch 38967/50000
discriminator loss: 1.333649 - generator loss: 0.774280 - 1s
Epoch 38968/50000
discriminator loss: 1.326946 - generator loss: 0.778134 - 1s
Epoch 38969/50000
discriminator loss: 1.343853 - generator loss: 0.761220 - 1s
Epoch 38970/50000
discriminator loss: 1.333217 - generator loss: 0.764366 - 1s
Epoch 38971/50000
discriminator loss: 1.355373 - generator loss: 0.757535 - 1s
Epoch 38972/50000
discriminator loss: 1.343971 - generator loss: 0.762208 - 1s
Epoch 38973/50000
discriminator loss: 1.342904 - generator loss: 0.759553 - 1s
Epoch 38974/50000
discriminator loss: 1.337194 - generator loss: 0.767138 - 1s
Epoch 38975/50000
discriminator loss: 1.331341 - generator loss: 0.773131 - 1s
Epoch 38976/50000
discriminator loss: 1.350204 - generator loss: 0.756821 - 1s
Epoch 38977/50000
discriminator loss: 1.329985 - generator loss: 0.777320 - 1s
Epoch 38978/50000
discriminator loss: 1.332876 - generator loss: 0.760409 - 1s
Epoch 38979/50000
discriminator loss: 1.329059 - generator loss: 0.773380 - 1s
Epoch 38980/50000
discriminator loss: 1.345225 - generator loss: 0.764622 - 1s
Epoch 38981/50000
discriminator loss: 1.340715 - generator loss: 0.761177 - 1s
Epoch 38982/50000
discriminator loss: 1.351894 - generator loss: 0.759170 - 1s
Epoch 38983/50000
discriminator loss: 1.332782 - generator loss: 0.767212 - 1s
Epoch 38984/50000
discriminator loss: 1.348661 - generator loss: 0.760916 - 1s
Epoch 38985/50000
discriminator loss: 1.355698 - generator loss: 0.757068 - 1s
Epoch 38986/50000
discriminator loss: 1.334486 - generator loss: 0.773247 - 1s
Epoch 38987/50000
discriminator loss: 1.342940 - generator loss: 0.761321 - 1s
Epoch 38988/50000
discriminator loss: 1.330432 - generator loss: 0.779170 - 1s
Epoch 38989/50000
discriminator loss: 1.342106 - generator loss: 0.767885 - 1s
Epoch 38990/50000
discriminator loss: 1.340415 - generator loss: 0.772566 - 1s
Epoch 38991/50000
discriminator loss: 1.334764 - generator loss: 0.761158 - 1s
Epoch 38992/50000
discriminator loss: 1.333227 - generator loss: 0.764518 - 1s
Epoch 38993/50000
discriminator loss: 1.341944 - generator loss: 0.765478 - 1s
Epoch 38994/50000
discriminator loss: 1.351349 - generator loss: 0.766752 - 1s
Epoch 38995/50000
discriminator loss: 1.342060 - generator loss: 0.771373 - 1s
Epoch 38996/50000
discriminator loss: 1.346747 - generator loss: 0.757179 - 1s
Epoch 38997/50000
discriminator loss: 1.339585 - generator loss: 0.762480 - 1s
Epoch 38998/50000
discriminator loss: 1.346598 - generator loss: 0.761414 - 1s
Epoch 38999/50000
discriminator loss: 1.335771 - generator loss: 0.776368 - 1s
Epoch 39000/50000
discriminator loss: 1.329212 - generator loss: 0.766546 - 1s
Epoch 39001/50000
discriminator loss: 1.356411 - generator loss: 0.758273 - 1s

Loss: 

Epoch 39002/50000
discriminator loss: 1.341346 - generator loss: 0.767179 - 1s
Epoch 39003/50000
discriminator loss: 1.328024 - generator loss: 0.782085 - 1s
Epoch 39004/50000
discriminator loss: 1.334077 - generator loss: 0.773785 - 1s
Epoch 39005/50000
discriminator loss: 1.334312 - generator loss: 0.764340 - 1s
Epoch 39006/50000
discriminator loss: 1.327003 - generator loss: 0.767802 - 1s
Epoch 39007/50000
discriminator loss: 1.342032 - generator loss: 0.758917 - 1s
Epoch 39008/50000
discriminator loss: 1.337888 - generator loss: 0.769157 - 1s
Epoch 39009/50000
discriminator loss: 1.328626 - generator loss: 0.771531 - 1s
Epoch 39010/50000
discriminator loss: 1.325763 - generator loss: 0.781619 - 1s
Epoch 39011/50000
discriminator loss: 1.334934 - generator loss: 0.772579 - 1s
Epoch 39012/50000
discriminator loss: 1.341520 - generator loss: 0.768807 - 1s
Epoch 39013/50000
discriminator loss: 1.342167 - generator loss: 0.755599 - 1s
Epoch 39014/50000
discriminator loss: 1.349355 - generator loss: 0.755936 - 1s
Epoch 39015/50000
discriminator loss: 1.333868 - generator loss: 0.763981 - 1s
Epoch 39016/50000
discriminator loss: 1.334795 - generator loss: 0.770842 - 1s
Epoch 39017/50000
discriminator loss: 1.336976 - generator loss: 0.775917 - 1s
Epoch 39018/50000
discriminator loss: 1.331039 - generator loss: 0.773118 - 1s
Epoch 39019/50000
discriminator loss: 1.332593 - generator loss: 0.769433 - 1s
Epoch 39020/50000
discriminator loss: 1.338784 - generator loss: 0.778164 - 1s
Epoch 39021/50000
discriminator loss: 1.331772 - generator loss: 0.761909 - 1s
Epoch 39022/50000
discriminator loss: 1.338848 - generator loss: 0.765786 - 1s
Epoch 39023/50000
discriminator loss: 1.346187 - generator loss: 0.759639 - 1s
Epoch 39024/50000
discriminator loss: 1.335957 - generator loss: 0.766840 - 1s
Epoch 39025/50000
discriminator loss: 1.343943 - generator loss: 0.772826 - 1s
Epoch 39026/50000
discriminator loss: 1.335533 - generator loss: 0.772039 - 1s
Epoch 39027/50000
discriminator loss: 1.345540 - generator loss: 0.765475 - 1s
Epoch 39028/50000
discriminator loss: 1.332415 - generator loss: 0.772019 - 1s
Epoch 39029/50000
discriminator loss: 1.342317 - generator loss: 0.753228 - 1s
Epoch 39030/50000
discriminator loss: 1.335572 - generator loss: 0.771384 - 1s
Epoch 39031/50000
discriminator loss: 1.338021 - generator loss: 0.768150 - 1s
Epoch 39032/50000
discriminator loss: 1.323250 - generator loss: 0.772783 - 1s
Epoch 39033/50000
discriminator loss: 1.344525 - generator loss: 0.771855 - 1s
Epoch 39034/50000
discriminator loss: 1.339876 - generator loss: 0.763628 - 1s
Epoch 39035/50000
discriminator loss: 1.325781 - generator loss: 0.777965 - 1s
Epoch 39036/50000
discriminator loss: 1.326751 - generator loss: 0.773434 - 1s
Epoch 39037/50000
discriminator loss: 1.334202 - generator loss: 0.767485 - 1s
Epoch 39038/50000
discriminator loss: 1.329003 - generator loss: 0.775354 - 1s
Epoch 39039/50000
discriminator loss: 1.336319 - generator loss: 0.762436 - 1s
Epoch 39040/50000
discriminator loss: 1.344673 - generator loss: 0.762761 - 1s
Epoch 39041/50000
discriminator loss: 1.337359 - generator loss: 0.775091 - 1s
Epoch 39042/50000
discriminator loss: 1.330926 - generator loss: 0.764052 - 1s
Epoch 39043/50000
discriminator loss: 1.341964 - generator loss: 0.769601 - 1s
Epoch 39044/50000
discriminator loss: 1.340238 - generator loss: 0.764090 - 1s
Epoch 39045/50000
discriminator loss: 1.337326 - generator loss: 0.760422 - 1s
Epoch 39046/50000
discriminator loss: 1.343301 - generator loss: 0.775483 - 1s
Epoch 39047/50000
discriminator loss: 1.345851 - generator loss: 0.764524 - 1s
Epoch 39048/50000
discriminator loss: 1.336566 - generator loss: 0.767264 - 1s
Epoch 39049/50000
discriminator loss: 1.339063 - generator loss: 0.772839 - 1s
Epoch 39050/50000
discriminator loss: 1.328640 - generator loss: 0.774574 - 1s
Epoch 39051/50000
discriminator loss: 1.337648 - generator loss: 0.765289 - 1s
Epoch 39052/50000
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Epoch 39053/50000
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Epoch 39054/50000
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Epoch 39055/50000
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Epoch 39056/50000
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Epoch 39057/50000
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Epoch 39058/50000
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Epoch 39059/50000
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Epoch 39060/50000
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Epoch 39061/50000
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Epoch 39062/50000
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Epoch 39063/50000
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Epoch 39064/50000
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Epoch 39065/50000
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Epoch 39066/50000
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Epoch 39067/50000
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Epoch 39068/50000
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Epoch 39069/50000
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Epoch 39070/50000
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Epoch 39071/50000
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Epoch 39072/50000
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Epoch 39073/50000
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Epoch 39074/50000
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Epoch 39075/50000
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Epoch 39076/50000
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Epoch 39077/50000
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Epoch 39078/50000
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Epoch 39079/50000
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Epoch 39080/50000
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Epoch 39081/50000
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Epoch 39082/50000
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Epoch 39083/50000
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Epoch 39084/50000
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Epoch 39085/50000
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Epoch 39086/50000
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Epoch 39087/50000
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Epoch 39088/50000
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Epoch 39089/50000
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Epoch 39090/50000
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Epoch 39091/50000
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Epoch 39092/50000
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Epoch 39093/50000
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Epoch 39094/50000
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Epoch 39095/50000
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Epoch 39096/50000
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Epoch 39097/50000
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Epoch 39098/50000
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Epoch 39099/50000
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Epoch 39100/50000
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Epoch 39101/50000
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Epoch 39102/50000
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Epoch 39103/50000
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Epoch 39104/50000
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Epoch 39105/50000
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Epoch 39106/50000
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Epoch 39107/50000
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Epoch 39108/50000
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Epoch 39109/50000
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Epoch 39110/50000
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Epoch 39111/50000
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Epoch 39112/50000
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Epoch 39113/50000
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Epoch 39114/50000
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Epoch 39115/50000
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Epoch 39116/50000
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Epoch 39117/50000
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Epoch 39118/50000
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Epoch 39119/50000
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Epoch 39120/50000
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Epoch 39121/50000
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Epoch 39122/50000
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Epoch 39123/50000
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Epoch 39124/50000
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Epoch 39125/50000
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Epoch 39126/50000
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Epoch 39127/50000
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Epoch 39128/50000
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Epoch 39129/50000
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Epoch 39130/50000
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Epoch 39131/50000
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Epoch 39132/50000
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Epoch 39133/50000
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Epoch 39134/50000
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Epoch 39135/50000
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Epoch 39136/50000
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Epoch 39137/50000
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Epoch 39138/50000
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Epoch 39139/50000
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Epoch 39140/50000
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Epoch 39141/50000
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Epoch 39142/50000
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Epoch 39143/50000
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Epoch 39144/50000
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Epoch 39145/50000
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Epoch 39146/50000
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Epoch 39147/50000
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Epoch 39148/50000
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Epoch 39149/50000
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Epoch 39150/50000
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Epoch 39151/50000
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Epoch 39152/50000
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Epoch 39153/50000
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Epoch 39154/50000
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Epoch 39155/50000
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Epoch 39156/50000
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Epoch 39157/50000
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Epoch 39158/50000
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Epoch 39159/50000
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Epoch 39160/50000
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Epoch 39161/50000
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Epoch 39162/50000
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Epoch 39163/50000
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Epoch 39164/50000
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Epoch 39165/50000
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Epoch 39166/50000
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Epoch 39167/50000
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Epoch 39168/50000
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Epoch 39169/50000
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Epoch 39170/50000
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Epoch 39171/50000
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Epoch 39172/50000
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Epoch 39173/50000
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Epoch 39174/50000
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Epoch 39175/50000
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Epoch 39176/50000
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Epoch 39177/50000
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Epoch 39178/50000
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Epoch 39179/50000
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Epoch 39180/50000
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Epoch 39181/50000
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Epoch 39182/50000
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Epoch 39183/50000
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Epoch 39184/50000
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Epoch 39185/50000
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Epoch 39186/50000
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Epoch 39187/50000
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Epoch 39188/50000
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Epoch 39189/50000
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Epoch 39190/50000
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Epoch 39191/50000
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Epoch 39192/50000
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Epoch 39193/50000
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Epoch 39194/50000
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Epoch 39195/50000
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Epoch 39196/50000
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Epoch 39197/50000
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Epoch 39198/50000
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Epoch 39199/50000
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Epoch 39200/50000
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Epoch 39201/50000
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Epoch 39202/50000
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Epoch 39203/50000
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Epoch 39204/50000
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Epoch 39205/50000
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Epoch 39206/50000
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Epoch 39207/50000
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Epoch 39208/50000
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Epoch 39209/50000
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Epoch 39210/50000
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Epoch 39211/50000
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Epoch 39212/50000
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Epoch 39213/50000
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Epoch 39214/50000
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Epoch 39215/50000
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Epoch 39216/50000
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Epoch 39217/50000
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Epoch 39218/50000
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Epoch 39219/50000
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Epoch 39220/50000
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Epoch 39221/50000
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Epoch 39222/50000
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Epoch 39223/50000
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Epoch 39224/50000
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Epoch 39225/50000
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Epoch 39226/50000
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Epoch 39227/50000
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Epoch 39228/50000
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Epoch 39229/50000
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Epoch 39230/50000
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Epoch 39231/50000
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Epoch 39232/50000
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Epoch 39233/50000
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Epoch 39234/50000
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Epoch 39235/50000
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Epoch 39236/50000
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Epoch 39237/50000
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Epoch 39238/50000
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Epoch 39239/50000
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Epoch 39240/50000
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Epoch 39241/50000
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Epoch 39242/50000
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Epoch 39243/50000
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Epoch 39244/50000
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Epoch 39245/50000
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Epoch 39246/50000
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Epoch 39247/50000
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Epoch 39248/50000
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Epoch 39249/50000
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Epoch 39250/50000
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Epoch 39251/50000
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Epoch 39252/50000
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Epoch 39253/50000
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Epoch 39254/50000
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Epoch 39255/50000
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Epoch 39256/50000
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Epoch 39257/50000
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Epoch 39258/50000
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Epoch 39259/50000
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Epoch 39260/50000
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Epoch 39261/50000
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Epoch 39262/50000
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Epoch 39263/50000
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Epoch 39264/50000
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Epoch 39265/50000
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Epoch 39266/50000
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Epoch 39267/50000
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Epoch 39268/50000
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Epoch 39269/50000
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Epoch 39270/50000
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Epoch 39271/50000
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Epoch 39272/50000
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Epoch 39273/50000
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Epoch 39274/50000
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Epoch 39275/50000
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Epoch 39276/50000
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Epoch 39277/50000
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Epoch 39278/50000
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Epoch 39279/50000
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Epoch 39280/50000
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Epoch 39281/50000
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Epoch 39282/50000
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Epoch 39283/50000
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Epoch 39284/50000
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Epoch 39285/50000
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Epoch 39286/50000
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Epoch 39287/50000
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Epoch 39288/50000
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Epoch 39289/50000
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Epoch 39290/50000
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Epoch 39291/50000
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Epoch 39292/50000
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Epoch 39293/50000
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Epoch 39294/50000
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Epoch 39295/50000
discriminator loss: 1.325425 - generator loss: 0.774183 - 1s
Epoch 39296/50000
discriminator loss: 1.346064 - generator loss: 0.758278 - 1s
Epoch 39297/50000
discriminator loss: 1.343462 - generator loss: 0.766148 - 1s
Epoch 39298/50000
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Epoch 39299/50000
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Epoch 39300/50000
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Epoch 39301/50000
discriminator loss: 1.341417 - generator loss: 0.776529 - 1s
Epoch 39302/50000
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Epoch 39303/50000
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Epoch 39304/50000
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Epoch 39305/50000
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Epoch 39306/50000
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Epoch 39307/50000
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Epoch 39308/50000
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Epoch 39309/50000
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Epoch 39310/50000
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Epoch 39311/50000
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Epoch 39312/50000
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Epoch 39313/50000
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Epoch 39314/50000
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Epoch 39315/50000
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Epoch 39316/50000
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Epoch 39317/50000
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Epoch 39318/50000
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Epoch 39319/50000
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Epoch 39320/50000
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Epoch 39321/50000
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Epoch 39322/50000
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Epoch 39323/50000
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Epoch 39324/50000
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Epoch 39325/50000
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Epoch 39326/50000
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Epoch 39327/50000
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Epoch 39328/50000
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Epoch 39329/50000
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Epoch 39330/50000
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Epoch 39331/50000
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Epoch 39332/50000
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Epoch 39333/50000
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Epoch 39334/50000
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Epoch 39335/50000
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Epoch 39336/50000
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Epoch 39337/50000
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Epoch 39338/50000
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Epoch 39339/50000
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Epoch 39340/50000
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Epoch 39341/50000
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Epoch 39342/50000
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Epoch 39343/50000
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Epoch 39344/50000
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Epoch 39345/50000
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Epoch 39346/50000
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Epoch 39347/50000
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Epoch 39348/50000
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Epoch 39349/50000
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Epoch 39350/50000
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Epoch 39351/50000
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Epoch 39352/50000
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Epoch 39353/50000
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Epoch 39354/50000
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Epoch 39355/50000
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Epoch 39356/50000
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Epoch 39357/50000
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Epoch 39358/50000
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Epoch 39359/50000
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Epoch 39360/50000
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Epoch 39361/50000
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Epoch 39362/50000
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Epoch 39363/50000
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Epoch 39364/50000
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Epoch 39365/50000
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Epoch 39366/50000
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Epoch 39367/50000
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Epoch 39368/50000
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Epoch 39369/50000
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Epoch 39370/50000
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Epoch 39371/50000
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Epoch 39372/50000
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Epoch 39373/50000
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Epoch 39374/50000
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Epoch 39375/50000
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Epoch 39376/50000
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Epoch 39377/50000
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Epoch 39378/50000
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Epoch 39379/50000
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Epoch 39380/50000
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Epoch 39381/50000
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Epoch 39382/50000
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Epoch 39383/50000
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Epoch 39384/50000
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Epoch 39385/50000
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Epoch 39386/50000
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Epoch 39387/50000
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Epoch 39388/50000
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Epoch 39389/50000
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Epoch 39390/50000
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Epoch 39391/50000
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Epoch 39392/50000
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Epoch 39393/50000
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Epoch 39394/50000
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Epoch 39395/50000
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Epoch 39396/50000
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Epoch 39397/50000
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Epoch 39398/50000
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Epoch 39399/50000
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Epoch 39400/50000
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Epoch 39401/50000
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Epoch 39402/50000
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Epoch 39403/50000
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Epoch 39404/50000
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Epoch 39405/50000
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Epoch 39406/50000
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Epoch 39407/50000
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Epoch 39408/50000
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Epoch 39409/50000
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Epoch 39410/50000
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Epoch 39411/50000
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Epoch 39412/50000
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Epoch 39413/50000
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Epoch 39414/50000
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Epoch 39415/50000
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Epoch 39416/50000
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Epoch 39417/50000
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Epoch 39418/50000
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Epoch 39419/50000
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Epoch 39420/50000
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Epoch 39421/50000
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Epoch 39422/50000
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Epoch 39423/50000
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Epoch 39424/50000
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Epoch 39425/50000
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Epoch 39426/50000
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Epoch 39427/50000
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Epoch 39428/50000
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Epoch 39429/50000
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Epoch 39430/50000
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Epoch 39431/50000
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Epoch 39432/50000
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Epoch 39433/50000
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Epoch 39434/50000
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Epoch 39435/50000
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Epoch 39436/50000
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Epoch 39437/50000
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Epoch 39438/50000
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Epoch 39439/50000
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Epoch 39440/50000
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Epoch 39441/50000
discriminator loss: 1.334061 - generator loss: 0.780929 - 1s
Epoch 39442/50000
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Epoch 39443/50000
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Epoch 39444/50000
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Epoch 39445/50000
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Epoch 39446/50000
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Epoch 39447/50000
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Epoch 39448/50000
discriminator loss: 1.325810 - generator loss: 0.782144 - 1s
Epoch 39449/50000
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Epoch 39450/50000
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Epoch 39451/50000
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Epoch 39452/50000
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Epoch 39453/50000
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Epoch 39454/50000
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Epoch 39455/50000
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Epoch 39456/50000
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Epoch 39457/50000
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Epoch 39458/50000
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Epoch 39459/50000
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Epoch 39460/50000
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Epoch 39461/50000
discriminator loss: 1.327053 - generator loss: 0.769282 - 1s
Epoch 39462/50000
discriminator loss: 1.331989 - generator loss: 0.778319 - 1s
Epoch 39463/50000
discriminator loss: 1.343074 - generator loss: 0.767769 - 1s
Epoch 39464/50000
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Epoch 39465/50000
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Epoch 39466/50000
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Epoch 39467/50000
discriminator loss: 1.332804 - generator loss: 0.779446 - 1s
Epoch 39468/50000
discriminator loss: 1.346314 - generator loss: 0.755425 - 1s
Epoch 39469/50000
discriminator loss: 1.335640 - generator loss: 0.778989 - 1s
Epoch 39470/50000
discriminator loss: 1.335698 - generator loss: 0.764576 - 1s
Epoch 39471/50000
discriminator loss: 1.342684 - generator loss: 0.767740 - 1s
Epoch 39472/50000
discriminator loss: 1.328212 - generator loss: 0.785518 - 1s
Epoch 39473/50000
discriminator loss: 1.340450 - generator loss: 0.761886 - 1s
Epoch 39474/50000
discriminator loss: 1.338877 - generator loss: 0.768462 - 1s
Epoch 39475/50000
discriminator loss: 1.344390 - generator loss: 0.764288 - 1s
Epoch 39476/50000
discriminator loss: 1.335800 - generator loss: 0.758691 - 1s
Epoch 39477/50000
discriminator loss: 1.328773 - generator loss: 0.775503 - 1s
Epoch 39478/50000
discriminator loss: 1.341820 - generator loss: 0.766890 - 1s
Epoch 39479/50000
discriminator loss: 1.341725 - generator loss: 0.770494 - 1s
Epoch 39480/50000
discriminator loss: 1.344312 - generator loss: 0.767085 - 1s
Epoch 39481/50000
discriminator loss: 1.333040 - generator loss: 0.770165 - 1s
Epoch 39482/50000
discriminator loss: 1.328297 - generator loss: 0.771864 - 1s
Epoch 39483/50000
discriminator loss: 1.337567 - generator loss: 0.771461 - 1s
Epoch 39484/50000
discriminator loss: 1.338262 - generator loss: 0.763345 - 1s
Epoch 39485/50000
discriminator loss: 1.349803 - generator loss: 0.760963 - 1s
Epoch 39486/50000
discriminator loss: 1.342849 - generator loss: 0.761253 - 1s
Epoch 39487/50000
discriminator loss: 1.322483 - generator loss: 0.772121 - 1s
Epoch 39488/50000
discriminator loss: 1.343096 - generator loss: 0.772859 - 1s
Epoch 39489/50000
discriminator loss: 1.328805 - generator loss: 0.768353 - 1s
Epoch 39490/50000
discriminator loss: 1.341599 - generator loss: 0.761245 - 1s
Epoch 39491/50000
discriminator loss: 1.347507 - generator loss: 0.761248 - 1s
Epoch 39492/50000
discriminator loss: 1.328827 - generator loss: 0.766899 - 1s
Epoch 39493/50000
discriminator loss: 1.341289 - generator loss: 0.775341 - 1s
Epoch 39494/50000
discriminator loss: 1.333808 - generator loss: 0.777469 - 1s
Epoch 39495/50000
discriminator loss: 1.340660 - generator loss: 0.760561 - 1s
Epoch 39496/50000
discriminator loss: 1.338868 - generator loss: 0.768748 - 1s
Epoch 39497/50000
discriminator loss: 1.330869 - generator loss: 0.773694 - 1s
Epoch 39498/50000
discriminator loss: 1.341533 - generator loss: 0.753885 - 1s
Epoch 39499/50000
discriminator loss: 1.341356 - generator loss: 0.764624 - 1s
Epoch 39500/50000
discriminator loss: 1.344638 - generator loss: 0.756852 - 1s
Epoch 39501/50000
discriminator loss: 1.329249 - generator loss: 0.771307 - 1s
Epoch 39502/50000
discriminator loss: 1.338527 - generator loss: 0.775519 - 1s
Epoch 39503/50000
discriminator loss: 1.330751 - generator loss: 0.775886 - 1s
Epoch 39504/50000
discriminator loss: 1.337392 - generator loss: 0.768729 - 1s
Epoch 39505/50000
discriminator loss: 1.338040 - generator loss: 0.768422 - 1s
Epoch 39506/50000
discriminator loss: 1.349775 - generator loss: 0.759875 - 1s
Epoch 39507/50000
discriminator loss: 1.330551 - generator loss: 0.767979 - 1s
Epoch 39508/50000
discriminator loss: 1.329670 - generator loss: 0.768827 - 1s
Epoch 39509/50000
discriminator loss: 1.326376 - generator loss: 0.774681 - 1s
Epoch 39510/50000
discriminator loss: 1.333000 - generator loss: 0.770667 - 1s
Epoch 39511/50000
discriminator loss: 1.354851 - generator loss: 0.760258 - 1s
Epoch 39512/50000
discriminator loss: 1.341826 - generator loss: 0.763044 - 1s
Epoch 39513/50000
discriminator loss: 1.336295 - generator loss: 0.756212 - 1s
Epoch 39514/50000
discriminator loss: 1.338269 - generator loss: 0.768413 - 1s
Epoch 39515/50000
discriminator loss: 1.331142 - generator loss: 0.773680 - 1s
Epoch 39516/50000
discriminator loss: 1.335833 - generator loss: 0.775929 - 1s
Epoch 39517/50000
discriminator loss: 1.339644 - generator loss: 0.762897 - 1s
Epoch 39518/50000
discriminator loss: 1.338541 - generator loss: 0.768001 - 1s
Epoch 39519/50000
discriminator loss: 1.345517 - generator loss: 0.763054 - 1s
Epoch 39520/50000
discriminator loss: 1.341289 - generator loss: 0.759813 - 1s
Epoch 39521/50000
discriminator loss: 1.324022 - generator loss: 0.777512 - 1s
Epoch 39522/50000
discriminator loss: 1.336653 - generator loss: 0.763478 - 1s
Epoch 39523/50000
discriminator loss: 1.337622 - generator loss: 0.767304 - 1s
Epoch 39524/50000
discriminator loss: 1.332271 - generator loss: 0.770801 - 1s
Epoch 39525/50000
discriminator loss: 1.333468 - generator loss: 0.780576 - 1s
Epoch 39526/50000
discriminator loss: 1.324524 - generator loss: 0.783052 - 1s
Epoch 39527/50000
discriminator loss: 1.331917 - generator loss: 0.771383 - 1s
Epoch 39528/50000
discriminator loss: 1.343028 - generator loss: 0.758219 - 1s
Epoch 39529/50000
discriminator loss: 1.342812 - generator loss: 0.762472 - 1s
Epoch 39530/50000
discriminator loss: 1.336823 - generator loss: 0.765860 - 1s
Epoch 39531/50000
discriminator loss: 1.343966 - generator loss: 0.767457 - 1s
Epoch 39532/50000
discriminator loss: 1.345251 - generator loss: 0.756903 - 1s
Epoch 39533/50000
discriminator loss: 1.344523 - generator loss: 0.764513 - 1s
Epoch 39534/50000
discriminator loss: 1.329781 - generator loss: 0.781166 - 1s
Epoch 39535/50000
discriminator loss: 1.339153 - generator loss: 0.761719 - 1s
Epoch 39536/50000
discriminator loss: 1.332182 - generator loss: 0.774899 - 1s
Epoch 39537/50000
discriminator loss: 1.343357 - generator loss: 0.761985 - 1s
Epoch 39538/50000
discriminator loss: 1.334371 - generator loss: 0.775161 - 1s
Epoch 39539/50000
discriminator loss: 1.332975 - generator loss: 0.766980 - 1s
Epoch 39540/50000
discriminator loss: 1.343042 - generator loss: 0.761301 - 1s
Epoch 39541/50000
discriminator loss: 1.345396 - generator loss: 0.764747 - 1s
Epoch 39542/50000
discriminator loss: 1.347439 - generator loss: 0.766686 - 1s
Epoch 39543/50000
discriminator loss: 1.339027 - generator loss: 0.762304 - 1s
Epoch 39544/50000
discriminator loss: 1.332435 - generator loss: 0.772713 - 1s
Epoch 39545/50000
discriminator loss: 1.330636 - generator loss: 0.773983 - 1s
Epoch 39546/50000
discriminator loss: 1.331886 - generator loss: 0.772713 - 1s
Epoch 39547/50000
discriminator loss: 1.336751 - generator loss: 0.771967 - 1s
Epoch 39548/50000
discriminator loss: 1.336496 - generator loss: 0.759931 - 1s
Epoch 39549/50000
discriminator loss: 1.333429 - generator loss: 0.776504 - 1s
Epoch 39550/50000
discriminator loss: 1.346290 - generator loss: 0.757270 - 1s
Epoch 39551/50000
discriminator loss: 1.341620 - generator loss: 0.766495 - 1s
Epoch 39552/50000
discriminator loss: 1.337294 - generator loss: 0.770169 - 1s
Epoch 39553/50000
discriminator loss: 1.344036 - generator loss: 0.761826 - 1s
Epoch 39554/50000
discriminator loss: 1.343741 - generator loss: 0.764370 - 1s
Epoch 39555/50000
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Epoch 39556/50000
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Epoch 39557/50000
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Epoch 39558/50000
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Epoch 39559/50000
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Epoch 39560/50000
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Epoch 39561/50000
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Epoch 39562/50000
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Epoch 39563/50000
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Epoch 39564/50000
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Epoch 39565/50000
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Epoch 39566/50000
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Epoch 39567/50000
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Epoch 39568/50000
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Epoch 39569/50000
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Epoch 39570/50000
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Epoch 39571/50000
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Epoch 39572/50000
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Epoch 39573/50000
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Epoch 39574/50000
discriminator loss: 1.352221 - generator loss: 0.757396 - 1s
Epoch 39575/50000
discriminator loss: 1.344741 - generator loss: 0.768156 - 1s
Epoch 39576/50000
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Epoch 39577/50000
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Epoch 39578/50000
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Epoch 39579/50000
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Epoch 39580/50000
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Epoch 39581/50000
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Epoch 39582/50000
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Epoch 39583/50000
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Epoch 39584/50000
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Epoch 39585/50000
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Epoch 39586/50000
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Epoch 39587/50000
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Epoch 39588/50000
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Epoch 39589/50000
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Epoch 39590/50000
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Epoch 39591/50000
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Epoch 39592/50000
discriminator loss: 1.342800 - generator loss: 0.765482 - 1s
Epoch 39593/50000
discriminator loss: 1.342800 - generator loss: 0.761032 - 1s
Epoch 39594/50000
discriminator loss: 1.344490 - generator loss: 0.759904 - 1s
Epoch 39595/50000
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Epoch 39596/50000
discriminator loss: 1.333187 - generator loss: 0.768671 - 1s
Epoch 39597/50000
discriminator loss: 1.333265 - generator loss: 0.773237 - 1s
Epoch 39598/50000
discriminator loss: 1.331800 - generator loss: 0.771190 - 1s
Epoch 39599/50000
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Epoch 39600/50000
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Epoch 39601/50000
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Epoch 39602/50000
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Epoch 39603/50000
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Epoch 39604/50000
discriminator loss: 1.343832 - generator loss: 0.763690 - 1s
Epoch 39605/50000
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Epoch 39606/50000
discriminator loss: 1.345146 - generator loss: 0.760985 - 1s
Epoch 39607/50000
discriminator loss: 1.321443 - generator loss: 0.775348 - 1s
Epoch 39608/50000
discriminator loss: 1.341738 - generator loss: 0.762894 - 1s
Epoch 39609/50000
discriminator loss: 1.344341 - generator loss: 0.764038 - 1s
Epoch 39610/50000
discriminator loss: 1.338116 - generator loss: 0.765261 - 1s
Epoch 39611/50000
discriminator loss: 1.350704 - generator loss: 0.759538 - 1s
Epoch 39612/50000
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Epoch 39613/50000
discriminator loss: 1.345591 - generator loss: 0.770488 - 1s
Epoch 39614/50000
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Epoch 39615/50000
discriminator loss: 1.340260 - generator loss: 0.771118 - 1s
Epoch 39616/50000
discriminator loss: 1.331753 - generator loss: 0.770269 - 1s
Epoch 39617/50000
discriminator loss: 1.341003 - generator loss: 0.760494 - 1s
Epoch 39618/50000
discriminator loss: 1.332694 - generator loss: 0.769513 - 1s
Epoch 39619/50000
discriminator loss: 1.331402 - generator loss: 0.782824 - 1s
Epoch 39620/50000
discriminator loss: 1.339957 - generator loss: 0.766297 - 1s
Epoch 39621/50000
discriminator loss: 1.343797 - generator loss: 0.760549 - 1s
Epoch 39622/50000
discriminator loss: 1.337423 - generator loss: 0.772187 - 1s
Epoch 39623/50000
discriminator loss: 1.330080 - generator loss: 0.770661 - 1s
Epoch 39624/50000
discriminator loss: 1.343553 - generator loss: 0.767555 - 1s
Epoch 39625/50000
discriminator loss: 1.338770 - generator loss: 0.765992 - 1s
Epoch 39626/50000
discriminator loss: 1.333930 - generator loss: 0.767730 - 1s
Epoch 39627/50000
discriminator loss: 1.350409 - generator loss: 0.756842 - 1s
Epoch 39628/50000
discriminator loss: 1.329518 - generator loss: 0.782765 - 1s
Epoch 39629/50000
discriminator loss: 1.339284 - generator loss: 0.768084 - 1s
Epoch 39630/50000
discriminator loss: 1.338070 - generator loss: 0.768508 - 1s
Epoch 39631/50000
discriminator loss: 1.336171 - generator loss: 0.770319 - 1s
Epoch 39632/50000
discriminator loss: 1.342676 - generator loss: 0.762167 - 1s
Epoch 39633/50000
discriminator loss: 1.348258 - generator loss: 0.758016 - 1s
Epoch 39634/50000
discriminator loss: 1.336885 - generator loss: 0.768456 - 1s
Epoch 39635/50000
discriminator loss: 1.335292 - generator loss: 0.770171 - 1s
Epoch 39636/50000
discriminator loss: 1.337552 - generator loss: 0.772224 - 1s
Epoch 39637/50000
discriminator loss: 1.342564 - generator loss: 0.765505 - 1s
Epoch 39638/50000
discriminator loss: 1.344629 - generator loss: 0.763672 - 1s
Epoch 39639/50000
discriminator loss: 1.341061 - generator loss: 0.762965 - 1s
Epoch 39640/50000
discriminator loss: 1.353917 - generator loss: 0.754089 - 1s
Epoch 39641/50000
discriminator loss: 1.342629 - generator loss: 0.774226 - 1s
Epoch 39642/50000
discriminator loss: 1.339512 - generator loss: 0.757849 - 1s
Epoch 39643/50000
discriminator loss: 1.345663 - generator loss: 0.757632 - 1s
Epoch 39644/50000
discriminator loss: 1.339472 - generator loss: 0.768112 - 1s
Epoch 39645/50000
discriminator loss: 1.348717 - generator loss: 0.763625 - 1s
Epoch 39646/50000
discriminator loss: 1.332861 - generator loss: 0.773001 - 1s
Epoch 39647/50000
discriminator loss: 1.338391 - generator loss: 0.766486 - 1s
Epoch 39648/50000
discriminator loss: 1.338687 - generator loss: 0.764802 - 1s
Epoch 39649/50000
discriminator loss: 1.337735 - generator loss: 0.764064 - 1s
Epoch 39650/50000
discriminator loss: 1.344169 - generator loss: 0.767120 - 1s
Epoch 39651/50000
discriminator loss: 1.341070 - generator loss: 0.765356 - 1s
Epoch 39652/50000
discriminator loss: 1.337932 - generator loss: 0.762571 - 1s
Epoch 39653/50000
discriminator loss: 1.337981 - generator loss: 0.771227 - 1s
Epoch 39654/50000
discriminator loss: 1.336384 - generator loss: 0.770226 - 1s
Epoch 39655/50000
discriminator loss: 1.336534 - generator loss: 0.771942 - 1s
Epoch 39656/50000
discriminator loss: 1.335819 - generator loss: 0.770992 - 1s
Epoch 39657/50000
discriminator loss: 1.339560 - generator loss: 0.763822 - 1s
Epoch 39658/50000
discriminator loss: 1.349383 - generator loss: 0.755510 - 1s
Epoch 39659/50000
discriminator loss: 1.334353 - generator loss: 0.774020 - 1s
Epoch 39660/50000
discriminator loss: 1.338416 - generator loss: 0.762344 - 1s
Epoch 39661/50000
discriminator loss: 1.318796 - generator loss: 0.779100 - 1s
Epoch 39662/50000
discriminator loss: 1.324144 - generator loss: 0.785981 - 1s
Epoch 39663/50000
discriminator loss: 1.326543 - generator loss: 0.766614 - 1s
Epoch 39664/50000
discriminator loss: 1.340021 - generator loss: 0.764349 - 1s
Epoch 39665/50000
discriminator loss: 1.334133 - generator loss: 0.778458 - 1s
Epoch 39666/50000
discriminator loss: 1.338185 - generator loss: 0.765539 - 1s
Epoch 39667/50000
discriminator loss: 1.328738 - generator loss: 0.772212 - 1s
Epoch 39668/50000
discriminator loss: 1.344146 - generator loss: 0.754817 - 1s
Epoch 39669/50000
discriminator loss: 1.328391 - generator loss: 0.778692 - 1s
Epoch 39670/50000
discriminator loss: 1.332699 - generator loss: 0.767437 - 1s
Epoch 39671/50000
discriminator loss: 1.334145 - generator loss: 0.770886 - 1s
Epoch 39672/50000
discriminator loss: 1.347529 - generator loss: 0.761150 - 1s
Epoch 39673/50000
discriminator loss: 1.344269 - generator loss: 0.757198 - 1s
Epoch 39674/50000
discriminator loss: 1.344070 - generator loss: 0.766124 - 1s
Epoch 39675/50000
discriminator loss: 1.338657 - generator loss: 0.765222 - 1s
Epoch 39676/50000
discriminator loss: 1.338875 - generator loss: 0.770648 - 1s
Epoch 39677/50000
discriminator loss: 1.347008 - generator loss: 0.756973 - 1s
Epoch 39678/50000
discriminator loss: 1.345707 - generator loss: 0.766365 - 1s
Epoch 39679/50000
discriminator loss: 1.332373 - generator loss: 0.770240 - 1s
Epoch 39680/50000
discriminator loss: 1.346472 - generator loss: 0.761347 - 1s
Epoch 39681/50000
discriminator loss: 1.345046 - generator loss: 0.762643 - 1s
Epoch 39682/50000
discriminator loss: 1.345317 - generator loss: 0.752577 - 1s
Epoch 39683/50000
discriminator loss: 1.338110 - generator loss: 0.762937 - 1s
Epoch 39684/50000
discriminator loss: 1.348668 - generator loss: 0.762295 - 1s
Epoch 39685/50000
discriminator loss: 1.351995 - generator loss: 0.762694 - 1s
Epoch 39686/50000
discriminator loss: 1.341154 - generator loss: 0.767759 - 1s
Epoch 39687/50000
discriminator loss: 1.336462 - generator loss: 0.762658 - 1s
Epoch 39688/50000
discriminator loss: 1.341373 - generator loss: 0.768384 - 1s
Epoch 39689/50000
discriminator loss: 1.324888 - generator loss: 0.780634 - 1s
Epoch 39690/50000
discriminator loss: 1.324386 - generator loss: 0.772429 - 1s
Epoch 39691/50000
discriminator loss: 1.339107 - generator loss: 0.767049 - 1s
Epoch 39692/50000
discriminator loss: 1.332796 - generator loss: 0.772868 - 1s
Epoch 39693/50000
discriminator loss: 1.346708 - generator loss: 0.760382 - 1s
Epoch 39694/50000
discriminator loss: 1.340523 - generator loss: 0.772986 - 1s
Epoch 39695/50000
discriminator loss: 1.338959 - generator loss: 0.765422 - 1s
Epoch 39696/50000
discriminator loss: 1.343325 - generator loss: 0.758578 - 1s
Epoch 39697/50000
discriminator loss: 1.340722 - generator loss: 0.761753 - 1s
Epoch 39698/50000
discriminator loss: 1.338994 - generator loss: 0.766739 - 1s
Epoch 39699/50000
discriminator loss: 1.336216 - generator loss: 0.774655 - 1s
Epoch 39700/50000
discriminator loss: 1.332700 - generator loss: 0.779042 - 1s
Epoch 39701/50000
discriminator loss: 1.338203 - generator loss: 0.759011 - 1s
Epoch 39702/50000
discriminator loss: 1.346737 - generator loss: 0.758205 - 1s
Epoch 39703/50000
discriminator loss: 1.339224 - generator loss: 0.764159 - 1s
Epoch 39704/50000
discriminator loss: 1.338779 - generator loss: 0.770488 - 1s
Epoch 39705/50000
discriminator loss: 1.329555 - generator loss: 0.763044 - 1s
Epoch 39706/50000
discriminator loss: 1.350606 - generator loss: 0.761065 - 1s
Epoch 39707/50000
discriminator loss: 1.340435 - generator loss: 0.770384 - 1s
Epoch 39708/50000
discriminator loss: 1.344068 - generator loss: 0.764832 - 1s
Epoch 39709/50000
discriminator loss: 1.340879 - generator loss: 0.764059 - 1s
Epoch 39710/50000
discriminator loss: 1.341872 - generator loss: 0.765115 - 1s
Epoch 39711/50000
discriminator loss: 1.343976 - generator loss: 0.757020 - 1s
Epoch 39712/50000
discriminator loss: 1.343919 - generator loss: 0.772815 - 1s
Epoch 39713/50000
discriminator loss: 1.331691 - generator loss: 0.764761 - 1s
Epoch 39714/50000
discriminator loss: 1.332492 - generator loss: 0.778413 - 1s
Epoch 39715/50000
discriminator loss: 1.329589 - generator loss: 0.769804 - 1s
Epoch 39716/50000
discriminator loss: 1.330826 - generator loss: 0.772467 - 1s
Epoch 39717/50000
discriminator loss: 1.343328 - generator loss: 0.765953 - 1s
Epoch 39718/50000
discriminator loss: 1.339259 - generator loss: 0.763862 - 1s
Epoch 39719/50000
discriminator loss: 1.341469 - generator loss: 0.765513 - 1s
Epoch 39720/50000
discriminator loss: 1.346921 - generator loss: 0.764456 - 1s
Epoch 39721/50000
discriminator loss: 1.340473 - generator loss: 0.765458 - 1s
Epoch 39722/50000
discriminator loss: 1.343396 - generator loss: 0.762832 - 1s
Epoch 39723/50000
discriminator loss: 1.345542 - generator loss: 0.755918 - 1s
Epoch 39724/50000
discriminator loss: 1.335772 - generator loss: 0.770589 - 1s
Epoch 39725/50000
discriminator loss: 1.327309 - generator loss: 0.777341 - 1s
Epoch 39726/50000
discriminator loss: 1.332613 - generator loss: 0.767399 - 1s
Epoch 39727/50000
discriminator loss: 1.353843 - generator loss: 0.760781 - 1s
Epoch 39728/50000
discriminator loss: 1.331570 - generator loss: 0.775384 - 1s
Epoch 39729/50000
discriminator loss: 1.335749 - generator loss: 0.765131 - 1s
Epoch 39730/50000
discriminator loss: 1.342683 - generator loss: 0.770065 - 1s
Epoch 39731/50000
discriminator loss: 1.334451 - generator loss: 0.767017 - 1s
Epoch 39732/50000
discriminator loss: 1.347456 - generator loss: 0.760223 - 1s
Epoch 39733/50000
discriminator loss: 1.344496 - generator loss: 0.763961 - 1s
Epoch 39734/50000
discriminator loss: 1.340078 - generator loss: 0.766937 - 1s
Epoch 39735/50000
discriminator loss: 1.341035 - generator loss: 0.769383 - 1s
Epoch 39736/50000
discriminator loss: 1.342923 - generator loss: 0.762527 - 1s
Epoch 39737/50000
discriminator loss: 1.337214 - generator loss: 0.768585 - 1s
Epoch 39738/50000
discriminator loss: 1.347060 - generator loss: 0.763576 - 1s
Epoch 39739/50000
discriminator loss: 1.345312 - generator loss: 0.758229 - 1s
Epoch 39740/50000
discriminator loss: 1.337130 - generator loss: 0.767018 - 1s
Epoch 39741/50000
discriminator loss: 1.342382 - generator loss: 0.762493 - 1s
Epoch 39742/50000
discriminator loss: 1.340434 - generator loss: 0.768667 - 1s
Epoch 39743/50000
discriminator loss: 1.342180 - generator loss: 0.768496 - 1s
Epoch 39744/50000
discriminator loss: 1.340840 - generator loss: 0.760762 - 1s
Epoch 39745/50000
discriminator loss: 1.338293 - generator loss: 0.765522 - 1s
Epoch 39746/50000
discriminator loss: 1.338748 - generator loss: 0.772079 - 1s
Epoch 39747/50000
discriminator loss: 1.337475 - generator loss: 0.767145 - 1s
Epoch 39748/50000
discriminator loss: 1.337061 - generator loss: 0.768480 - 1s
Epoch 39749/50000
discriminator loss: 1.337787 - generator loss: 0.767869 - 1s
Epoch 39750/50000
discriminator loss: 1.330721 - generator loss: 0.773655 - 1s
Epoch 39751/50000
discriminator loss: 1.334318 - generator loss: 0.763259 - 1s
Epoch 39752/50000
discriminator loss: 1.337044 - generator loss: 0.766847 - 1s
Epoch 39753/50000
discriminator loss: 1.340349 - generator loss: 0.768545 - 1s
Epoch 39754/50000
discriminator loss: 1.336469 - generator loss: 0.758350 - 1s
Epoch 39755/50000
discriminator loss: 1.330384 - generator loss: 0.778435 - 1s
Epoch 39756/50000
discriminator loss: 1.340397 - generator loss: 0.761053 - 1s
Epoch 39757/50000
discriminator loss: 1.339734 - generator loss: 0.762233 - 1s
Epoch 39758/50000
discriminator loss: 1.350249 - generator loss: 0.763084 - 1s
Epoch 39759/50000
discriminator loss: 1.351100 - generator loss: 0.756427 - 1s
Epoch 39760/50000
discriminator loss: 1.336683 - generator loss: 0.765274 - 1s
Epoch 39761/50000
discriminator loss: 1.348756 - generator loss: 0.766077 - 1s
Epoch 39762/50000
discriminator loss: 1.344374 - generator loss: 0.762505 - 1s
Epoch 39763/50000
discriminator loss: 1.357638 - generator loss: 0.750020 - 1s
Epoch 39764/50000
discriminator loss: 1.346336 - generator loss: 0.773106 - 1s
Epoch 39765/50000
discriminator loss: 1.341385 - generator loss: 0.763428 - 1s
Epoch 39766/50000
discriminator loss: 1.327326 - generator loss: 0.772154 - 1s
Epoch 39767/50000
discriminator loss: 1.333121 - generator loss: 0.771050 - 1s
Epoch 39768/50000
discriminator loss: 1.340298 - generator loss: 0.762703 - 1s
Epoch 39769/50000
discriminator loss: 1.326563 - generator loss: 0.779756 - 1s
Epoch 39770/50000
discriminator loss: 1.331323 - generator loss: 0.763663 - 1s
Epoch 39771/50000
discriminator loss: 1.334850 - generator loss: 0.774059 - 1s
Epoch 39772/50000
discriminator loss: 1.337594 - generator loss: 0.764473 - 1s
Epoch 39773/50000
discriminator loss: 1.338746 - generator loss: 0.766060 - 1s
Epoch 39774/50000
discriminator loss: 1.344043 - generator loss: 0.764244 - 1s
Epoch 39775/50000
discriminator loss: 1.347125 - generator loss: 0.765682 - 1s
Epoch 39776/50000
discriminator loss: 1.339266 - generator loss: 0.763197 - 1s
Epoch 39777/50000
discriminator loss: 1.340525 - generator loss: 0.765031 - 1s
Epoch 39778/50000
discriminator loss: 1.348918 - generator loss: 0.766750 - 1s
Epoch 39779/50000
discriminator loss: 1.336288 - generator loss: 0.770024 - 1s
Epoch 39780/50000
discriminator loss: 1.345985 - generator loss: 0.755029 - 1s
Epoch 39781/50000
discriminator loss: 1.343171 - generator loss: 0.764464 - 1s
Epoch 39782/50000
discriminator loss: 1.330909 - generator loss: 0.771454 - 1s
Epoch 39783/50000
discriminator loss: 1.335948 - generator loss: 0.771619 - 1s
Epoch 39784/50000
discriminator loss: 1.351245 - generator loss: 0.757313 - 1s
Epoch 39785/50000
discriminator loss: 1.340883 - generator loss: 0.760935 - 1s
Epoch 39786/50000
discriminator loss: 1.348192 - generator loss: 0.764361 - 1s
Epoch 39787/50000
discriminator loss: 1.338593 - generator loss: 0.762566 - 1s
Epoch 39788/50000
discriminator loss: 1.341596 - generator loss: 0.774593 - 1s
Epoch 39789/50000
discriminator loss: 1.337667 - generator loss: 0.761932 - 1s
Epoch 39790/50000
discriminator loss: 1.339397 - generator loss: 0.761812 - 1s
Epoch 39791/50000
discriminator loss: 1.326292 - generator loss: 0.778859 - 1s
Epoch 39792/50000
discriminator loss: 1.328661 - generator loss: 0.772528 - 1s
Epoch 39793/50000
discriminator loss: 1.333879 - generator loss: 0.768653 - 1s
Epoch 39794/50000
discriminator loss: 1.329791 - generator loss: 0.776232 - 1s
Epoch 39795/50000
discriminator loss: 1.340507 - generator loss: 0.762955 - 1s
Epoch 39796/50000
discriminator loss: 1.326994 - generator loss: 0.773409 - 1s
Epoch 39797/50000
discriminator loss: 1.330497 - generator loss: 0.774652 - 1s
Epoch 39798/50000
discriminator loss: 1.331448 - generator loss: 0.769934 - 1s
Epoch 39799/50000
discriminator loss: 1.336619 - generator loss: 0.768747 - 1s
Epoch 39800/50000
discriminator loss: 1.345944 - generator loss: 0.759719 - 1s
Epoch 39801/50000
discriminator loss: 1.341007 - generator loss: 0.767456 - 1s
Epoch 39802/50000
discriminator loss: 1.344251 - generator loss: 0.763155 - 1s
Epoch 39803/50000
discriminator loss: 1.340136 - generator loss: 0.767719 - 1s
Epoch 39804/50000
discriminator loss: 1.333285 - generator loss: 0.771387 - 1s
Epoch 39805/50000
discriminator loss: 1.331135 - generator loss: 0.770721 - 1s
Epoch 39806/50000
discriminator loss: 1.335342 - generator loss: 0.770866 - 1s
Epoch 39807/50000
discriminator loss: 1.340058 - generator loss: 0.768739 - 1s
Epoch 39808/50000
discriminator loss: 1.334853 - generator loss: 0.767526 - 1s
Epoch 39809/50000
discriminator loss: 1.342912 - generator loss: 0.764442 - 1s
Epoch 39810/50000
discriminator loss: 1.343461 - generator loss: 0.761499 - 1s
Epoch 39811/50000
discriminator loss: 1.340248 - generator loss: 0.773276 - 1s
Epoch 39812/50000
discriminator loss: 1.335449 - generator loss: 0.768245 - 1s
Epoch 39813/50000
discriminator loss: 1.347168 - generator loss: 0.762644 - 1s
Epoch 39814/50000
discriminator loss: 1.332553 - generator loss: 0.768903 - 1s
Epoch 39815/50000
discriminator loss: 1.340786 - generator loss: 0.767854 - 1s
Epoch 39816/50000
discriminator loss: 1.333428 - generator loss: 0.769784 - 1s
Epoch 39817/50000
discriminator loss: 1.335089 - generator loss: 0.774558 - 1s
Epoch 39818/50000
discriminator loss: 1.337464 - generator loss: 0.766383 - 1s
Epoch 39819/50000
discriminator loss: 1.331638 - generator loss: 0.768243 - 1s
Epoch 39820/50000
discriminator loss: 1.340495 - generator loss: 0.764841 - 1s
Epoch 39821/50000
discriminator loss: 1.345147 - generator loss: 0.769648 - 1s
Epoch 39822/50000
discriminator loss: 1.340862 - generator loss: 0.762830 - 1s
Epoch 39823/50000
discriminator loss: 1.345780 - generator loss: 0.755502 - 1s
Epoch 39824/50000
discriminator loss: 1.340264 - generator loss: 0.772383 - 1s
Epoch 39825/50000
discriminator loss: 1.342688 - generator loss: 0.761131 - 1s
Epoch 39826/50000
discriminator loss: 1.325007 - generator loss: 0.778957 - 1s
Epoch 39827/50000
discriminator loss: 1.335535 - generator loss: 0.762410 - 1s
Epoch 39828/50000
discriminator loss: 1.338952 - generator loss: 0.771564 - 1s
Epoch 39829/50000
discriminator loss: 1.342497 - generator loss: 0.764876 - 1s
Epoch 39830/50000
discriminator loss: 1.333556 - generator loss: 0.772028 - 1s
Epoch 39831/50000
discriminator loss: 1.331282 - generator loss: 0.770457 - 1s
Epoch 39832/50000
discriminator loss: 1.343074 - generator loss: 0.765489 - 1s
Epoch 39833/50000
discriminator loss: 1.345973 - generator loss: 0.759929 - 1s
Epoch 39834/50000
discriminator loss: 1.330648 - generator loss: 0.764856 - 1s
Epoch 39835/50000
discriminator loss: 1.334188 - generator loss: 0.773074 - 1s
Epoch 39836/50000
discriminator loss: 1.337781 - generator loss: 0.766279 - 1s
Epoch 39837/50000
discriminator loss: 1.335543 - generator loss: 0.771591 - 1s
Epoch 39838/50000
discriminator loss: 1.341754 - generator loss: 0.768393 - 1s
Epoch 39839/50000
discriminator loss: 1.345257 - generator loss: 0.766230 - 1s
Epoch 39840/50000
discriminator loss: 1.332578 - generator loss: 0.763067 - 1s
Epoch 39841/50000
discriminator loss: 1.327271 - generator loss: 0.777891 - 1s
Epoch 39842/50000
discriminator loss: 1.335247 - generator loss: 0.775632 - 1s
Epoch 39843/50000
discriminator loss: 1.333148 - generator loss: 0.765784 - 1s
Epoch 39844/50000
discriminator loss: 1.334364 - generator loss: 0.772550 - 1s
Epoch 39845/50000
discriminator loss: 1.341438 - generator loss: 0.764609 - 1s
Epoch 39846/50000
discriminator loss: 1.348543 - generator loss: 0.764503 - 1s
Epoch 39847/50000
discriminator loss: 1.326581 - generator loss: 0.778578 - 1s
Epoch 39848/50000
discriminator loss: 1.345551 - generator loss: 0.765890 - 1s
Epoch 39849/50000
discriminator loss: 1.341087 - generator loss: 0.761829 - 1s
Epoch 39850/50000
discriminator loss: 1.339524 - generator loss: 0.762287 - 1s
Epoch 39851/50000
discriminator loss: 1.337471 - generator loss: 0.772708 - 1s
Epoch 39852/50000
discriminator loss: 1.342132 - generator loss: 0.759557 - 1s
Epoch 39853/50000
discriminator loss: 1.347110 - generator loss: 0.765667 - 1s
Epoch 39854/50000
discriminator loss: 1.343090 - generator loss: 0.767600 - 1s
Epoch 39855/50000
discriminator loss: 1.336521 - generator loss: 0.772818 - 1s
Epoch 39856/50000
discriminator loss: 1.336275 - generator loss: 0.755758 - 1s
Epoch 39857/50000
discriminator loss: 1.332026 - generator loss: 0.773235 - 1s
Epoch 39858/50000
discriminator loss: 1.339669 - generator loss: 0.767494 - 1s
Epoch 39859/50000
discriminator loss: 1.322554 - generator loss: 0.773846 - 1s
Epoch 39860/50000
discriminator loss: 1.337481 - generator loss: 0.765739 - 1s
Epoch 39861/50000
discriminator loss: 1.328143 - generator loss: 0.779607 - 1s
Epoch 39862/50000
discriminator loss: 1.320168 - generator loss: 0.782988 - 1s
Epoch 39863/50000
discriminator loss: 1.326955 - generator loss: 0.775541 - 1s
Epoch 39864/50000
discriminator loss: 1.344867 - generator loss: 0.751958 - 1s
Epoch 39865/50000
discriminator loss: 1.336153 - generator loss: 0.763790 - 1s
Epoch 39866/50000
discriminator loss: 1.345356 - generator loss: 0.758829 - 1s
Epoch 39867/50000
discriminator loss: 1.337479 - generator loss: 0.770351 - 1s
Epoch 39868/50000
discriminator loss: 1.341431 - generator loss: 0.773989 - 1s
Epoch 39869/50000
discriminator loss: 1.351263 - generator loss: 0.760919 - 1s
Epoch 39870/50000
discriminator loss: 1.336348 - generator loss: 0.772241 - 1s
Epoch 39871/50000
discriminator loss: 1.330068 - generator loss: 0.767976 - 1s
Epoch 39872/50000
discriminator loss: 1.340907 - generator loss: 0.759547 - 1s
Epoch 39873/50000
discriminator loss: 1.338207 - generator loss: 0.764870 - 1s
Epoch 39874/50000
discriminator loss: 1.335110 - generator loss: 0.772722 - 1s
Epoch 39875/50000
discriminator loss: 1.339720 - generator loss: 0.761786 - 1s
Epoch 39876/50000
discriminator loss: 1.344341 - generator loss: 0.767526 - 1s
Epoch 39877/50000
discriminator loss: 1.343156 - generator loss: 0.766322 - 1s
Epoch 39878/50000
discriminator loss: 1.343941 - generator loss: 0.766162 - 1s
Epoch 39879/50000
discriminator loss: 1.336849 - generator loss: 0.765728 - 1s
Epoch 39880/50000
discriminator loss: 1.347094 - generator loss: 0.752193 - 1s
Epoch 39881/50000
discriminator loss: 1.336650 - generator loss: 0.766545 - 1s
Epoch 39882/50000
discriminator loss: 1.341747 - generator loss: 0.771735 - 1s
Epoch 39883/50000
discriminator loss: 1.340628 - generator loss: 0.767542 - 1s
Epoch 39884/50000
discriminator loss: 1.334255 - generator loss: 0.778392 - 1s
Epoch 39885/50000
discriminator loss: 1.316765 - generator loss: 0.780918 - 1s
Epoch 39886/50000
discriminator loss: 1.336264 - generator loss: 0.759001 - 1s
Epoch 39887/50000
discriminator loss: 1.338629 - generator loss: 0.773048 - 1s
Epoch 39888/50000
discriminator loss: 1.349365 - generator loss: 0.753197 - 1s
Epoch 39889/50000
discriminator loss: 1.323405 - generator loss: 0.776254 - 1s
Epoch 39890/50000
discriminator loss: 1.335791 - generator loss: 0.766892 - 1s
Epoch 39891/50000
discriminator loss: 1.340690 - generator loss: 0.767009 - 1s
Epoch 39892/50000
discriminator loss: 1.338687 - generator loss: 0.769986 - 1s
Epoch 39893/50000
discriminator loss: 1.337415 - generator loss: 0.764359 - 1s
Epoch 39894/50000
discriminator loss: 1.335152 - generator loss: 0.764995 - 1s
Epoch 39895/50000
discriminator loss: 1.332577 - generator loss: 0.773643 - 1s
Epoch 39896/50000
discriminator loss: 1.325095 - generator loss: 0.769075 - 1s
Epoch 39897/50000
discriminator loss: 1.325671 - generator loss: 0.778049 - 1s
Epoch 39898/50000
discriminator loss: 1.340341 - generator loss: 0.769222 - 1s
Epoch 39899/50000
discriminator loss: 1.337144 - generator loss: 0.774012 - 1s
Epoch 39900/50000
discriminator loss: 1.355213 - generator loss: 0.756275 - 1s
Epoch 39901/50000
discriminator loss: 1.340588 - generator loss: 0.766065 - 1s
Epoch 39902/50000
discriminator loss: 1.334511 - generator loss: 0.769854 - 1s
Epoch 39903/50000
discriminator loss: 1.336366 - generator loss: 0.764544 - 1s
Epoch 39904/50000
discriminator loss: 1.325067 - generator loss: 0.780422 - 1s
Epoch 39905/50000
discriminator loss: 1.319459 - generator loss: 0.778975 - 1s
Epoch 39906/50000
discriminator loss: 1.333905 - generator loss: 0.772609 - 1s
Epoch 39907/50000
discriminator loss: 1.341230 - generator loss: 0.755976 - 1s
Epoch 39908/50000
discriminator loss: 1.338393 - generator loss: 0.764141 - 1s
Epoch 39909/50000
discriminator loss: 1.341871 - generator loss: 0.773610 - 1s
Epoch 39910/50000
discriminator loss: 1.331707 - generator loss: 0.763798 - 1s
Epoch 39911/50000
discriminator loss: 1.341052 - generator loss: 0.764940 - 1s
Epoch 39912/50000
discriminator loss: 1.329820 - generator loss: 0.767983 - 1s
Epoch 39913/50000
discriminator loss: 1.333321 - generator loss: 0.779065 - 1s
Epoch 39914/50000
discriminator loss: 1.338825 - generator loss: 0.769564 - 1s
Epoch 39915/50000
discriminator loss: 1.332180 - generator loss: 0.771642 - 1s
Epoch 39916/50000
discriminator loss: 1.344114 - generator loss: 0.761348 - 1s
Epoch 39917/50000
discriminator loss: 1.342837 - generator loss: 0.765030 - 1s
Epoch 39918/50000
discriminator loss: 1.343637 - generator loss: 0.761961 - 1s
Epoch 39919/50000
discriminator loss: 1.330637 - generator loss: 0.774054 - 1s
Epoch 39920/50000
discriminator loss: 1.339424 - generator loss: 0.768645 - 1s
Epoch 39921/50000
discriminator loss: 1.342800 - generator loss: 0.766274 - 1s
Epoch 39922/50000
discriminator loss: 1.335670 - generator loss: 0.766868 - 1s
Epoch 39923/50000
discriminator loss: 1.339370 - generator loss: 0.771421 - 1s
Epoch 39924/50000
discriminator loss: 1.336330 - generator loss: 0.760585 - 1s
Epoch 39925/50000
discriminator loss: 1.331151 - generator loss: 0.771964 - 1s
Epoch 39926/50000
discriminator loss: 1.342159 - generator loss: 0.756413 - 1s
Epoch 39927/50000
discriminator loss: 1.345913 - generator loss: 0.767221 - 1s
Epoch 39928/50000
discriminator loss: 1.340118 - generator loss: 0.770904 - 1s
Epoch 39929/50000
discriminator loss: 1.342825 - generator loss: 0.761084 - 1s
Epoch 39930/50000
discriminator loss: 1.327028 - generator loss: 0.775101 - 1s
Epoch 39931/50000
discriminator loss: 1.339524 - generator loss: 0.768448 - 1s
Epoch 39932/50000
discriminator loss: 1.343519 - generator loss: 0.767988 - 1s
Epoch 39933/50000
discriminator loss: 1.338583 - generator loss: 0.763867 - 1s
Epoch 39934/50000
discriminator loss: 1.350262 - generator loss: 0.759777 - 1s
Epoch 39935/50000
discriminator loss: 1.329548 - generator loss: 0.771936 - 1s
Epoch 39936/50000
discriminator loss: 1.339817 - generator loss: 0.769206 - 1s
Epoch 39937/50000
discriminator loss: 1.339962 - generator loss: 0.769853 - 1s
Epoch 39938/50000
discriminator loss: 1.340991 - generator loss: 0.765905 - 1s
Epoch 39939/50000
discriminator loss: 1.337446 - generator loss: 0.767428 - 1s
Epoch 39940/50000
discriminator loss: 1.334575 - generator loss: 0.766059 - 1s
Epoch 39941/50000
discriminator loss: 1.344389 - generator loss: 0.762445 - 1s
Epoch 39942/50000
discriminator loss: 1.334794 - generator loss: 0.773850 - 1s
Epoch 39943/50000
discriminator loss: 1.335155 - generator loss: 0.771196 - 1s
Epoch 39944/50000
discriminator loss: 1.330579 - generator loss: 0.775572 - 1s
Epoch 39945/50000
discriminator loss: 1.349198 - generator loss: 0.762634 - 1s
Epoch 39946/50000
discriminator loss: 1.344832 - generator loss: 0.757733 - 1s
Epoch 39947/50000
discriminator loss: 1.340534 - generator loss: 0.766907 - 1s
Epoch 39948/50000
discriminator loss: 1.332173 - generator loss: 0.765929 - 1s
Epoch 39949/50000
discriminator loss: 1.336923 - generator loss: 0.775268 - 1s
Epoch 39950/50000
discriminator loss: 1.332991 - generator loss: 0.776261 - 1s
Epoch 39951/50000
discriminator loss: 1.315990 - generator loss: 0.781974 - 1s
Epoch 39952/50000
discriminator loss: 1.343207 - generator loss: 0.763182 - 1s
Epoch 39953/50000
discriminator loss: 1.333571 - generator loss: 0.768060 - 1s
Epoch 39954/50000
discriminator loss: 1.333078 - generator loss: 0.770928 - 1s
Epoch 39955/50000
discriminator loss: 1.343379 - generator loss: 0.764198 - 1s
Epoch 39956/50000
discriminator loss: 1.344511 - generator loss: 0.760066 - 1s
Epoch 39957/50000
discriminator loss: 1.348192 - generator loss: 0.770754 - 1s
Epoch 39958/50000
discriminator loss: 1.335627 - generator loss: 0.763072 - 1s
Epoch 39959/50000
discriminator loss: 1.339262 - generator loss: 0.770061 - 1s
Epoch 39960/50000
discriminator loss: 1.339409 - generator loss: 0.767465 - 1s
Epoch 39961/50000
discriminator loss: 1.337904 - generator loss: 0.768067 - 1s
Epoch 39962/50000
discriminator loss: 1.345218 - generator loss: 0.760282 - 1s
Epoch 39963/50000
discriminator loss: 1.332908 - generator loss: 0.772064 - 1s
Epoch 39964/50000
discriminator loss: 1.333714 - generator loss: 0.776037 - 1s
Epoch 39965/50000
discriminator loss: 1.337100 - generator loss: 0.771285 - 1s
Epoch 39966/50000
discriminator loss: 1.340897 - generator loss: 0.768827 - 1s
Epoch 39967/50000
discriminator loss: 1.331928 - generator loss: 0.770028 - 1s
Epoch 39968/50000
discriminator loss: 1.335789 - generator loss: 0.765016 - 1s
Epoch 39969/50000
discriminator loss: 1.337591 - generator loss: 0.769960 - 1s
Epoch 39970/50000
discriminator loss: 1.339066 - generator loss: 0.762718 - 1s
Epoch 39971/50000
discriminator loss: 1.330055 - generator loss: 0.770183 - 1s
Epoch 39972/50000
discriminator loss: 1.332020 - generator loss: 0.771301 - 1s
Epoch 39973/50000
discriminator loss: 1.333363 - generator loss: 0.774259 - 1s
Epoch 39974/50000
discriminator loss: 1.334184 - generator loss: 0.775356 - 1s
Epoch 39975/50000
discriminator loss: 1.338271 - generator loss: 0.764550 - 1s
Epoch 39976/50000
discriminator loss: 1.339089 - generator loss: 0.766407 - 1s
Epoch 39977/50000
discriminator loss: 1.342263 - generator loss: 0.764080 - 1s
Epoch 39978/50000
discriminator loss: 1.335517 - generator loss: 0.769198 - 1s
Epoch 39979/50000
discriminator loss: 1.332137 - generator loss: 0.774027 - 1s
Epoch 39980/50000
discriminator loss: 1.332183 - generator loss: 0.765493 - 1s
Epoch 39981/50000
discriminator loss: 1.334228 - generator loss: 0.773045 - 1s
Epoch 39982/50000
discriminator loss: 1.345843 - generator loss: 0.762830 - 1s
Epoch 39983/50000
discriminator loss: 1.349335 - generator loss: 0.760412 - 1s
Epoch 39984/50000
discriminator loss: 1.334808 - generator loss: 0.766836 - 1s
Epoch 39985/50000
discriminator loss: 1.334933 - generator loss: 0.767207 - 1s
Epoch 39986/50000
discriminator loss: 1.334959 - generator loss: 0.774122 - 1s
Epoch 39987/50000
discriminator loss: 1.325355 - generator loss: 0.775971 - 1s
Epoch 39988/50000
discriminator loss: 1.338865 - generator loss: 0.765762 - 1s
Epoch 39989/50000
discriminator loss: 1.343391 - generator loss: 0.764329 - 1s
Epoch 39990/50000
discriminator loss: 1.337361 - generator loss: 0.765553 - 1s
Epoch 39991/50000
discriminator loss: 1.332351 - generator loss: 0.769680 - 1s
Epoch 39992/50000
discriminator loss: 1.339058 - generator loss: 0.771191 - 1s
Epoch 39993/50000
discriminator loss: 1.347041 - generator loss: 0.759346 - 1s
Epoch 39994/50000
discriminator loss: 1.342081 - generator loss: 0.764581 - 1s
Epoch 39995/50000
discriminator loss: 1.344720 - generator loss: 0.765077 - 1s
Epoch 39996/50000
discriminator loss: 1.351216 - generator loss: 0.762037 - 1s
Epoch 39997/50000
discriminator loss: 1.342463 - generator loss: 0.760709 - 1s
Epoch 39998/50000
discriminator loss: 1.331492 - generator loss: 0.765407 - 1s
Epoch 39999/50000
discriminator loss: 1.339938 - generator loss: 0.762714 - 1s
Epoch 40000/50000
discriminator loss: 1.343149 - generator loss: 0.760406 - 1s
Epoch 40001/50000
discriminator loss: 1.342961 - generator loss: 0.770067 - 1s

Loss: 

Epoch 40002/50000
discriminator loss: 1.330771 - generator loss: 0.775940 - 1s
Epoch 40003/50000
discriminator loss: 1.333210 - generator loss: 0.767572 - 1s
Epoch 40004/50000
discriminator loss: 1.334183 - generator loss: 0.772753 - 1s
Epoch 40005/50000
discriminator loss: 1.338860 - generator loss: 0.765557 - 1s
Epoch 40006/50000
discriminator loss: 1.341133 - generator loss: 0.764189 - 1s
Epoch 40007/50000
discriminator loss: 1.345965 - generator loss: 0.761923 - 1s
Epoch 40008/50000
discriminator loss: 1.329015 - generator loss: 0.772182 - 1s
Epoch 40009/50000
discriminator loss: 1.337844 - generator loss: 0.770358 - 1s
Epoch 40010/50000
discriminator loss: 1.337523 - generator loss: 0.767881 - 1s
Epoch 40011/50000
discriminator loss: 1.341694 - generator loss: 0.762549 - 1s
Epoch 40012/50000
discriminator loss: 1.333679 - generator loss: 0.767560 - 1s
Epoch 40013/50000
discriminator loss: 1.336187 - generator loss: 0.768382 - 1s
Epoch 40014/50000
discriminator loss: 1.339280 - generator loss: 0.761141 - 1s
Epoch 40015/50000
discriminator loss: 1.335010 - generator loss: 0.773219 - 1s
Epoch 40016/50000
discriminator loss: 1.329536 - generator loss: 0.766967 - 1s
Epoch 40017/50000
discriminator loss: 1.334191 - generator loss: 0.771988 - 1s
Epoch 40018/50000
discriminator loss: 1.325165 - generator loss: 0.778914 - 1s
Epoch 40019/50000
discriminator loss: 1.329729 - generator loss: 0.777789 - 1s
Epoch 40020/50000
discriminator loss: 1.345600 - generator loss: 0.758606 - 1s
Epoch 40021/50000
discriminator loss: 1.336670 - generator loss: 0.767928 - 1s
Epoch 40022/50000
discriminator loss: 1.343516 - generator loss: 0.761789 - 1s
Epoch 40023/50000
discriminator loss: 1.332452 - generator loss: 0.764806 - 1s
Epoch 40024/50000
discriminator loss: 1.329287 - generator loss: 0.778362 - 1s
Epoch 40025/50000
discriminator loss: 1.334724 - generator loss: 0.776286 - 1s
Epoch 40026/50000
discriminator loss: 1.342517 - generator loss: 0.762706 - 1s
Epoch 40027/50000
discriminator loss: 1.342571 - generator loss: 0.763774 - 1s
Epoch 40028/50000
discriminator loss: 1.330563 - generator loss: 0.770957 - 1s
Epoch 40029/50000
discriminator loss: 1.339364 - generator loss: 0.762535 - 1s
Epoch 40030/50000
discriminator loss: 1.331685 - generator loss: 0.775517 - 1s
Epoch 40031/50000
discriminator loss: 1.337980 - generator loss: 0.770089 - 1s
Epoch 40032/50000
discriminator loss: 1.331790 - generator loss: 0.770781 - 1s
Epoch 40033/50000
discriminator loss: 1.341906 - generator loss: 0.761426 - 1s
Epoch 40034/50000
discriminator loss: 1.331854 - generator loss: 0.774655 - 1s
Epoch 40035/50000
discriminator loss: 1.334724 - generator loss: 0.776256 - 1s
Epoch 40036/50000
discriminator loss: 1.329736 - generator loss: 0.772850 - 1s
Epoch 40037/50000
discriminator loss: 1.335214 - generator loss: 0.765822 - 1s
Epoch 40038/50000
discriminator loss: 1.332503 - generator loss: 0.773473 - 1s
Epoch 40039/50000
discriminator loss: 1.328086 - generator loss: 0.769890 - 1s
Epoch 40040/50000
discriminator loss: 1.323066 - generator loss: 0.783380 - 1s
Epoch 40041/50000
discriminator loss: 1.325332 - generator loss: 0.772393 - 1s
Epoch 40042/50000
discriminator loss: 1.341086 - generator loss: 0.770406 - 1s
Epoch 40043/50000
discriminator loss: 1.327942 - generator loss: 0.772898 - 1s
Epoch 40044/50000
discriminator loss: 1.338916 - generator loss: 0.767554 - 1s
Epoch 40045/50000
discriminator loss: 1.328289 - generator loss: 0.775047 - 1s
Epoch 40046/50000
discriminator loss: 1.339710 - generator loss: 0.769112 - 1s
Epoch 40047/50000
discriminator loss: 1.335781 - generator loss: 0.769621 - 1s
Epoch 40048/50000
discriminator loss: 1.338577 - generator loss: 0.768081 - 1s
Epoch 40049/50000
discriminator loss: 1.349101 - generator loss: 0.761775 - 1s
Epoch 40050/50000
discriminator loss: 1.330528 - generator loss: 0.771989 - 1s
Epoch 40051/50000
discriminator loss: 1.346468 - generator loss: 0.769036 - 1s
Epoch 40052/50000
discriminator loss: 1.342921 - generator loss: 0.771501 - 1s
Epoch 40053/50000
discriminator loss: 1.331524 - generator loss: 0.774595 - 1s
Epoch 40054/50000
discriminator loss: 1.326357 - generator loss: 0.774971 - 1s
Epoch 40055/50000
discriminator loss: 1.331538 - generator loss: 0.767848 - 1s
Epoch 40056/50000
discriminator loss: 1.343184 - generator loss: 0.765363 - 1s
Epoch 40057/50000
discriminator loss: 1.337902 - generator loss: 0.760592 - 1s
Epoch 40058/50000
discriminator loss: 1.333580 - generator loss: 0.767898 - 1s
Epoch 40059/50000
discriminator loss: 1.329970 - generator loss: 0.777427 - 1s
Epoch 40060/50000
discriminator loss: 1.338299 - generator loss: 0.770314 - 1s
Epoch 40061/50000
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Epoch 40062/50000
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Epoch 40063/50000
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Epoch 40064/50000
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Epoch 40065/50000
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Epoch 40066/50000
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Epoch 40067/50000
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Epoch 40068/50000
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Epoch 40069/50000
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Epoch 40070/50000
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Epoch 40071/50000
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Epoch 40072/50000
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Epoch 40073/50000
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Epoch 40074/50000
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Epoch 40075/50000
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Epoch 40076/50000
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Epoch 40077/50000
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Epoch 40078/50000
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Epoch 40079/50000
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Epoch 40080/50000
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Epoch 40081/50000
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Epoch 40082/50000
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Epoch 40083/50000
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Epoch 40084/50000
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Epoch 40085/50000
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Epoch 40086/50000
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Epoch 40087/50000
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Epoch 40088/50000
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Epoch 40089/50000
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Epoch 40090/50000
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Epoch 40091/50000
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Epoch 40092/50000
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Epoch 40093/50000
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Epoch 40094/50000
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Epoch 40095/50000
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Epoch 40096/50000
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Epoch 40097/50000
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Epoch 40098/50000
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Epoch 40099/50000
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Epoch 40100/50000
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Epoch 40101/50000
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Epoch 40102/50000
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Epoch 40103/50000
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Epoch 40104/50000
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Epoch 40105/50000
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Epoch 40106/50000
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Epoch 40107/50000
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Epoch 40108/50000
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Epoch 40109/50000
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Epoch 40110/50000
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Epoch 40111/50000
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Epoch 40112/50000
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Epoch 40113/50000
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Epoch 40114/50000
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Epoch 40115/50000
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Epoch 40116/50000
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Epoch 40117/50000
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Epoch 40118/50000
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Epoch 40119/50000
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Epoch 40120/50000
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Epoch 40121/50000
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Epoch 40122/50000
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Epoch 40123/50000
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Epoch 40124/50000
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Epoch 40125/50000
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Epoch 40126/50000
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Epoch 40127/50000
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Epoch 40128/50000
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Epoch 40129/50000
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Epoch 40130/50000
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Epoch 40131/50000
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Epoch 40132/50000
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Epoch 40133/50000
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Epoch 40134/50000
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Epoch 40135/50000
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Epoch 40136/50000
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Epoch 40137/50000
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Epoch 40138/50000
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Epoch 40139/50000
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Epoch 40140/50000
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Epoch 40141/50000
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Epoch 40142/50000
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Epoch 40143/50000
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Epoch 40144/50000
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Epoch 40145/50000
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Epoch 40146/50000
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Epoch 40147/50000
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Epoch 40148/50000
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Epoch 40149/50000
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Epoch 40150/50000
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Epoch 40151/50000
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Epoch 40152/50000
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Epoch 40153/50000
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Epoch 40154/50000
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Epoch 40155/50000
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Epoch 40156/50000
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Epoch 40157/50000
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Epoch 40158/50000
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Epoch 40159/50000
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Epoch 40160/50000
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Epoch 40161/50000
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Epoch 40162/50000
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Epoch 40163/50000
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Epoch 40164/50000
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Epoch 40165/50000
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Epoch 40166/50000
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Epoch 40167/50000
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Epoch 40168/50000
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Epoch 40169/50000
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Epoch 40170/50000
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Epoch 40171/50000
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Epoch 40172/50000
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Epoch 40173/50000
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Epoch 40174/50000
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Epoch 40175/50000
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Epoch 40176/50000
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Epoch 40177/50000
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Epoch 40178/50000
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Epoch 40179/50000
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Epoch 40180/50000
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Epoch 40181/50000
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Epoch 40182/50000
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Epoch 40183/50000
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Epoch 40184/50000
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Epoch 40185/50000
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Epoch 40186/50000
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Epoch 40187/50000
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Epoch 40188/50000
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Epoch 40189/50000
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Epoch 40190/50000
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Epoch 40191/50000
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Epoch 40192/50000
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Epoch 40193/50000
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Epoch 40194/50000
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Epoch 40195/50000
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Epoch 40196/50000
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Epoch 40197/50000
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Epoch 40198/50000
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Epoch 40199/50000
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Epoch 40200/50000
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Epoch 40201/50000
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Epoch 40202/50000
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Epoch 40203/50000
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Epoch 40204/50000
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Epoch 40205/50000
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Epoch 40206/50000
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Epoch 40207/50000
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Epoch 40208/50000
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Epoch 40209/50000
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Epoch 40210/50000
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Epoch 40211/50000
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Epoch 40212/50000
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Epoch 40213/50000
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Epoch 40214/50000
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Epoch 40215/50000
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Epoch 40216/50000
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Epoch 40217/50000
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Epoch 40218/50000
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Epoch 40219/50000
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Epoch 40220/50000
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Epoch 40221/50000
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Epoch 40222/50000
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Epoch 40223/50000
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Epoch 40224/50000
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Epoch 40225/50000
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Epoch 40226/50000
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Epoch 40227/50000
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Epoch 40228/50000
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Epoch 40229/50000
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Epoch 40230/50000
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Epoch 40231/50000
discriminator loss: 1.326400 - generator loss: 0.778640 - 1s
Epoch 40232/50000
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Epoch 40233/50000
discriminator loss: 1.341986 - generator loss: 0.754878 - 1s
Epoch 40234/50000
discriminator loss: 1.340771 - generator loss: 0.766779 - 1s
Epoch 40235/50000
discriminator loss: 1.335190 - generator loss: 0.775251 - 1s
Epoch 40236/50000
discriminator loss: 1.336319 - generator loss: 0.769863 - 1s
Epoch 40237/50000
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Epoch 40238/50000
discriminator loss: 1.333380 - generator loss: 0.777872 - 1s
Epoch 40239/50000
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Epoch 40240/50000
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Epoch 40241/50000
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Epoch 40242/50000
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Epoch 40243/50000
discriminator loss: 1.340431 - generator loss: 0.767346 - 1s
Epoch 40244/50000
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Epoch 40245/50000
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Epoch 40246/50000
discriminator loss: 1.341828 - generator loss: 0.767684 - 1s
Epoch 40247/50000
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Epoch 40248/50000
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Epoch 40249/50000
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Epoch 40250/50000
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Epoch 40251/50000
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Epoch 40252/50000
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Epoch 40253/50000
discriminator loss: 1.341220 - generator loss: 0.764941 - 1s
Epoch 40254/50000
discriminator loss: 1.329849 - generator loss: 0.764973 - 1s
Epoch 40255/50000
discriminator loss: 1.341591 - generator loss: 0.763611 - 1s
Epoch 40256/50000
discriminator loss: 1.341954 - generator loss: 0.766024 - 1s
Epoch 40257/50000
discriminator loss: 1.340700 - generator loss: 0.764050 - 1s
Epoch 40258/50000
discriminator loss: 1.343410 - generator loss: 0.764462 - 1s
Epoch 40259/50000
discriminator loss: 1.332444 - generator loss: 0.774715 - 1s
Epoch 40260/50000
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Epoch 40261/50000
discriminator loss: 1.331477 - generator loss: 0.783468 - 1s
Epoch 40262/50000
discriminator loss: 1.325067 - generator loss: 0.774408 - 1s
Epoch 40263/50000
discriminator loss: 1.345841 - generator loss: 0.755586 - 1s
Epoch 40264/50000
discriminator loss: 1.331012 - generator loss: 0.771803 - 1s
Epoch 40265/50000
discriminator loss: 1.346741 - generator loss: 0.766474 - 1s
Epoch 40266/50000
discriminator loss: 1.338742 - generator loss: 0.769148 - 1s
Epoch 40267/50000
discriminator loss: 1.336735 - generator loss: 0.770080 - 1s
Epoch 40268/50000
discriminator loss: 1.338518 - generator loss: 0.780577 - 1s
Epoch 40269/50000
discriminator loss: 1.334681 - generator loss: 0.763350 - 1s
Epoch 40270/50000
discriminator loss: 1.342600 - generator loss: 0.768498 - 1s
Epoch 40271/50000
discriminator loss: 1.328232 - generator loss: 0.775903 - 1s
Epoch 40272/50000
discriminator loss: 1.342013 - generator loss: 0.756563 - 1s
Epoch 40273/50000
discriminator loss: 1.324874 - generator loss: 0.779735 - 1s
Epoch 40274/50000
discriminator loss: 1.333500 - generator loss: 0.772579 - 1s
Epoch 40275/50000
discriminator loss: 1.323509 - generator loss: 0.781956 - 1s
Epoch 40276/50000
discriminator loss: 1.340294 - generator loss: 0.768790 - 1s
Epoch 40277/50000
discriminator loss: 1.338127 - generator loss: 0.763502 - 1s
Epoch 40278/50000
discriminator loss: 1.341100 - generator loss: 0.760098 - 1s
Epoch 40279/50000
discriminator loss: 1.342877 - generator loss: 0.779979 - 1s
Epoch 40280/50000
discriminator loss: 1.328356 - generator loss: 0.770960 - 1s
Epoch 40281/50000
discriminator loss: 1.339759 - generator loss: 0.765565 - 1s
Epoch 40282/50000
discriminator loss: 1.329037 - generator loss: 0.778192 - 1s
Epoch 40283/50000
discriminator loss: 1.349410 - generator loss: 0.755122 - 1s
Epoch 40284/50000
discriminator loss: 1.340693 - generator loss: 0.775080 - 1s
Epoch 40285/50000
discriminator loss: 1.333882 - generator loss: 0.764316 - 1s
Epoch 40286/50000
discriminator loss: 1.325908 - generator loss: 0.779633 - 1s
Epoch 40287/50000
discriminator loss: 1.341359 - generator loss: 0.759215 - 1s
Epoch 40288/50000
discriminator loss: 1.348973 - generator loss: 0.761953 - 1s
Epoch 40289/50000
discriminator loss: 1.335360 - generator loss: 0.775645 - 1s
Epoch 40290/50000
discriminator loss: 1.349932 - generator loss: 0.754818 - 1s
Epoch 40291/50000
discriminator loss: 1.329301 - generator loss: 0.771131 - 1s
Epoch 40292/50000
discriminator loss: 1.347763 - generator loss: 0.759980 - 1s
Epoch 40293/50000
discriminator loss: 1.346225 - generator loss: 0.759750 - 1s
Epoch 40294/50000
discriminator loss: 1.339216 - generator loss: 0.770924 - 1s
Epoch 40295/50000
discriminator loss: 1.344895 - generator loss: 0.760415 - 1s
Epoch 40296/50000
discriminator loss: 1.343896 - generator loss: 0.761582 - 1s
Epoch 40297/50000
discriminator loss: 1.341886 - generator loss: 0.768757 - 1s
Epoch 40298/50000
discriminator loss: 1.330294 - generator loss: 0.777248 - 1s
Epoch 40299/50000
discriminator loss: 1.346496 - generator loss: 0.763660 - 1s
Epoch 40300/50000
discriminator loss: 1.348774 - generator loss: 0.749926 - 1s
Epoch 40301/50000
discriminator loss: 1.341085 - generator loss: 0.759892 - 1s
Epoch 40302/50000
discriminator loss: 1.337355 - generator loss: 0.772229 - 1s
Epoch 40303/50000
discriminator loss: 1.338189 - generator loss: 0.765828 - 1s
Epoch 40304/50000
discriminator loss: 1.329802 - generator loss: 0.773400 - 1s
Epoch 40305/50000
discriminator loss: 1.329239 - generator loss: 0.775059 - 1s
Epoch 40306/50000
discriminator loss: 1.329713 - generator loss: 0.775858 - 1s
Epoch 40307/50000
discriminator loss: 1.333209 - generator loss: 0.765094 - 1s
Epoch 40308/50000
discriminator loss: 1.333151 - generator loss: 0.773000 - 1s
Epoch 40309/50000
discriminator loss: 1.337395 - generator loss: 0.771248 - 1s
Epoch 40310/50000
discriminator loss: 1.343480 - generator loss: 0.766646 - 1s
Epoch 40311/50000
discriminator loss: 1.330283 - generator loss: 0.770554 - 1s
Epoch 40312/50000
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Epoch 40313/50000
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Epoch 40314/50000
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Epoch 40315/50000
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Epoch 40316/50000
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Epoch 40317/50000
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Epoch 40318/50000
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Epoch 40319/50000
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Epoch 40320/50000
discriminator loss: 1.336427 - generator loss: 0.767902 - 1s
Epoch 40321/50000
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Epoch 40322/50000
discriminator loss: 1.341115 - generator loss: 0.768620 - 1s
Epoch 40323/50000
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Epoch 40324/50000
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Epoch 40325/50000
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Epoch 40326/50000
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Epoch 40327/50000
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Epoch 40328/50000
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Epoch 40329/50000
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Epoch 40330/50000
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Epoch 40331/50000
discriminator loss: 1.329500 - generator loss: 0.770435 - 1s
Epoch 40332/50000
discriminator loss: 1.342545 - generator loss: 0.760045 - 1s
Epoch 40333/50000
discriminator loss: 1.345348 - generator loss: 0.764993 - 1s
Epoch 40334/50000
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Epoch 40335/50000
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Epoch 40336/50000
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Epoch 40337/50000
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Epoch 40338/50000
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Epoch 40339/50000
discriminator loss: 1.336210 - generator loss: 0.769845 - 1s
Epoch 40340/50000
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Epoch 40341/50000
discriminator loss: 1.337157 - generator loss: 0.767104 - 1s
Epoch 40342/50000
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Epoch 40343/50000
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Epoch 40344/50000
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Epoch 40345/50000
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Epoch 40346/50000
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Epoch 40347/50000
discriminator loss: 1.333818 - generator loss: 0.770579 - 1s
Epoch 40348/50000
discriminator loss: 1.328234 - generator loss: 0.780273 - 1s
Epoch 40349/50000
discriminator loss: 1.337382 - generator loss: 0.766809 - 1s
Epoch 40350/50000
discriminator loss: 1.332276 - generator loss: 0.764950 - 1s
Epoch 40351/50000
discriminator loss: 1.349542 - generator loss: 0.765200 - 1s
Epoch 40352/50000
discriminator loss: 1.336081 - generator loss: 0.764138 - 1s
Epoch 40353/50000
discriminator loss: 1.339196 - generator loss: 0.772867 - 1s
Epoch 40354/50000
discriminator loss: 1.340690 - generator loss: 0.762031 - 1s
Epoch 40355/50000
discriminator loss: 1.328812 - generator loss: 0.778695 - 1s
Epoch 40356/50000
discriminator loss: 1.331841 - generator loss: 0.768235 - 1s
Epoch 40357/50000
discriminator loss: 1.345082 - generator loss: 0.758837 - 1s
Epoch 40358/50000
discriminator loss: 1.339667 - generator loss: 0.769632 - 1s
Epoch 40359/50000
discriminator loss: 1.336435 - generator loss: 0.764237 - 1s
Epoch 40360/50000
discriminator loss: 1.328522 - generator loss: 0.774719 - 1s
Epoch 40361/50000
discriminator loss: 1.344025 - generator loss: 0.767572 - 1s
Epoch 40362/50000
discriminator loss: 1.339820 - generator loss: 0.766040 - 1s
Epoch 40363/50000
discriminator loss: 1.340556 - generator loss: 0.770752 - 1s
Epoch 40364/50000
discriminator loss: 1.330288 - generator loss: 0.768928 - 1s
Epoch 40365/50000
discriminator loss: 1.330202 - generator loss: 0.773962 - 1s
Epoch 40366/50000
discriminator loss: 1.339828 - generator loss: 0.760267 - 1s
Epoch 40367/50000
discriminator loss: 1.338460 - generator loss: 0.772690 - 1s
Epoch 40368/50000
discriminator loss: 1.336599 - generator loss: 0.777057 - 1s
Epoch 40369/50000
discriminator loss: 1.331450 - generator loss: 0.767383 - 1s
Epoch 40370/50000
discriminator loss: 1.344557 - generator loss: 0.771404 - 1s
Epoch 40371/50000
discriminator loss: 1.346002 - generator loss: 0.759028 - 1s
Epoch 40372/50000
discriminator loss: 1.342832 - generator loss: 0.761256 - 1s
Epoch 40373/50000
discriminator loss: 1.339549 - generator loss: 0.770337 - 1s
Epoch 40374/50000
discriminator loss: 1.322446 - generator loss: 0.771540 - 1s
Epoch 40375/50000
discriminator loss: 1.348009 - generator loss: 0.763256 - 1s
Epoch 40376/50000
discriminator loss: 1.342008 - generator loss: 0.775914 - 1s
Epoch 40377/50000
discriminator loss: 1.321386 - generator loss: 0.782879 - 1s
Epoch 40378/50000
discriminator loss: 1.337863 - generator loss: 0.769667 - 1s
Epoch 40379/50000
discriminator loss: 1.319715 - generator loss: 0.770388 - 1s
Epoch 40380/50000
discriminator loss: 1.338863 - generator loss: 0.766666 - 1s
Epoch 40381/50000
discriminator loss: 1.342527 - generator loss: 0.764430 - 1s
Epoch 40382/50000
discriminator loss: 1.336416 - generator loss: 0.760332 - 1s
Epoch 40383/50000
discriminator loss: 1.336177 - generator loss: 0.777227 - 1s
Epoch 40384/50000
discriminator loss: 1.328093 - generator loss: 0.782236 - 1s
Epoch 40385/50000
discriminator loss: 1.339804 - generator loss: 0.761342 - 1s
Epoch 40386/50000
discriminator loss: 1.337794 - generator loss: 0.767785 - 1s
Epoch 40387/50000
discriminator loss: 1.337806 - generator loss: 0.765707 - 1s
Epoch 40388/50000
discriminator loss: 1.336342 - generator loss: 0.755055 - 1s
Epoch 40389/50000
discriminator loss: 1.333678 - generator loss: 0.778346 - 1s
Epoch 40390/50000
discriminator loss: 1.330511 - generator loss: 0.776522 - 1s
Epoch 40391/50000
discriminator loss: 1.326946 - generator loss: 0.773155 - 1s
Epoch 40392/50000
discriminator loss: 1.341013 - generator loss: 0.766184 - 1s
Epoch 40393/50000
discriminator loss: 1.341009 - generator loss: 0.772225 - 1s
Epoch 40394/50000
discriminator loss: 1.336573 - generator loss: 0.766216 - 1s
Epoch 40395/50000
discriminator loss: 1.341341 - generator loss: 0.766580 - 1s
Epoch 40396/50000
discriminator loss: 1.339028 - generator loss: 0.765146 - 1s
Epoch 40397/50000
discriminator loss: 1.345472 - generator loss: 0.751598 - 1s
Epoch 40398/50000
discriminator loss: 1.341437 - generator loss: 0.775200 - 1s
Epoch 40399/50000
discriminator loss: 1.331099 - generator loss: 0.774599 - 1s
Epoch 40400/50000
discriminator loss: 1.335238 - generator loss: 0.769468 - 1s
Epoch 40401/50000
discriminator loss: 1.328015 - generator loss: 0.771696 - 1s
Epoch 40402/50000
discriminator loss: 1.342957 - generator loss: 0.765068 - 1s
Epoch 40403/50000
discriminator loss: 1.335169 - generator loss: 0.772231 - 1s
Epoch 40404/50000
discriminator loss: 1.343064 - generator loss: 0.764470 - 1s
Epoch 40405/50000
discriminator loss: 1.334351 - generator loss: 0.768917 - 1s
Epoch 40406/50000
discriminator loss: 1.334707 - generator loss: 0.770199 - 1s
Epoch 40407/50000
discriminator loss: 1.346266 - generator loss: 0.762988 - 1s
Epoch 40408/50000
discriminator loss: 1.341075 - generator loss: 0.765132 - 1s
Epoch 40409/50000
discriminator loss: 1.332472 - generator loss: 0.771124 - 1s
Epoch 40410/50000
discriminator loss: 1.337346 - generator loss: 0.764574 - 1s
Epoch 40411/50000
discriminator loss: 1.333065 - generator loss: 0.771141 - 1s
Epoch 40412/50000
discriminator loss: 1.341314 - generator loss: 0.763226 - 1s
Epoch 40413/50000
discriminator loss: 1.342767 - generator loss: 0.768787 - 1s
Epoch 40414/50000
discriminator loss: 1.344703 - generator loss: 0.759908 - 1s
Epoch 40415/50000
discriminator loss: 1.343627 - generator loss: 0.766865 - 1s
Epoch 40416/50000
discriminator loss: 1.334509 - generator loss: 0.766104 - 1s
Epoch 40417/50000
discriminator loss: 1.330093 - generator loss: 0.775265 - 1s
Epoch 40418/50000
discriminator loss: 1.333376 - generator loss: 0.772880 - 1s
Epoch 40419/50000
discriminator loss: 1.336433 - generator loss: 0.769555 - 1s
Epoch 40420/50000
discriminator loss: 1.340180 - generator loss: 0.762138 - 1s
Epoch 40421/50000
discriminator loss: 1.346203 - generator loss: 0.765884 - 1s
Epoch 40422/50000
discriminator loss: 1.328624 - generator loss: 0.772909 - 1s
Epoch 40423/50000
discriminator loss: 1.335552 - generator loss: 0.758717 - 1s
Epoch 40424/50000
discriminator loss: 1.334345 - generator loss: 0.774093 - 1s
Epoch 40425/50000
discriminator loss: 1.324828 - generator loss: 0.771751 - 1s
Epoch 40426/50000
discriminator loss: 1.330602 - generator loss: 0.778772 - 1s
Epoch 40427/50000
discriminator loss: 1.344602 - generator loss: 0.767275 - 1s
Epoch 40428/50000
discriminator loss: 1.338909 - generator loss: 0.765306 - 1s
Epoch 40429/50000
discriminator loss: 1.343712 - generator loss: 0.766352 - 1s
Epoch 40430/50000
discriminator loss: 1.338107 - generator loss: 0.771868 - 1s
Epoch 40431/50000
discriminator loss: 1.330290 - generator loss: 0.767680 - 1s
Epoch 40432/50000
discriminator loss: 1.348010 - generator loss: 0.762385 - 1s
Epoch 40433/50000
discriminator loss: 1.334810 - generator loss: 0.769699 - 1s
Epoch 40434/50000
discriminator loss: 1.330776 - generator loss: 0.768499 - 1s
Epoch 40435/50000
discriminator loss: 1.330046 - generator loss: 0.771181 - 1s
Epoch 40436/50000
discriminator loss: 1.339844 - generator loss: 0.772209 - 1s
Epoch 40437/50000
discriminator loss: 1.335210 - generator loss: 0.773073 - 1s
Epoch 40438/50000
discriminator loss: 1.345682 - generator loss: 0.756765 - 1s
Epoch 40439/50000
discriminator loss: 1.325829 - generator loss: 0.774698 - 1s
Epoch 40440/50000
discriminator loss: 1.335506 - generator loss: 0.770334 - 1s
Epoch 40441/50000
discriminator loss: 1.329656 - generator loss: 0.773426 - 1s
Epoch 40442/50000
discriminator loss: 1.332084 - generator loss: 0.774785 - 1s
Epoch 40443/50000
discriminator loss: 1.346089 - generator loss: 0.762414 - 1s
Epoch 40444/50000
discriminator loss: 1.329315 - generator loss: 0.770164 - 1s
Epoch 40445/50000
discriminator loss: 1.327638 - generator loss: 0.771373 - 1s
Epoch 40446/50000
discriminator loss: 1.336864 - generator loss: 0.760655 - 1s
Epoch 40447/50000
discriminator loss: 1.339488 - generator loss: 0.772702 - 1s
Epoch 40448/50000
discriminator loss: 1.335306 - generator loss: 0.769700 - 1s
Epoch 40449/50000
discriminator loss: 1.337698 - generator loss: 0.777224 - 1s
Epoch 40450/50000
discriminator loss: 1.346511 - generator loss: 0.764396 - 1s
Epoch 40451/50000
discriminator loss: 1.337397 - generator loss: 0.767538 - 1s
Epoch 40452/50000
discriminator loss: 1.336006 - generator loss: 0.773146 - 1s
Epoch 40453/50000
discriminator loss: 1.333271 - generator loss: 0.764305 - 1s
Epoch 40454/50000
discriminator loss: 1.340268 - generator loss: 0.766639 - 1s
Epoch 40455/50000
discriminator loss: 1.324593 - generator loss: 0.777487 - 1s
Epoch 40456/50000
discriminator loss: 1.333903 - generator loss: 0.773918 - 1s
Epoch 40457/50000
discriminator loss: 1.332761 - generator loss: 0.778153 - 1s
Epoch 40458/50000
discriminator loss: 1.336685 - generator loss: 0.770839 - 1s
Epoch 40459/50000
discriminator loss: 1.339160 - generator loss: 0.766735 - 1s
Epoch 40460/50000
discriminator loss: 1.342074 - generator loss: 0.756254 - 1s
Epoch 40461/50000
discriminator loss: 1.328335 - generator loss: 0.780707 - 1s
Epoch 40462/50000
discriminator loss: 1.346488 - generator loss: 0.758776 - 1s
Epoch 40463/50000
discriminator loss: 1.347340 - generator loss: 0.764645 - 1s
Epoch 40464/50000
discriminator loss: 1.341827 - generator loss: 0.757205 - 1s
Epoch 40465/50000
discriminator loss: 1.343590 - generator loss: 0.767782 - 1s
Epoch 40466/50000
discriminator loss: 1.329531 - generator loss: 0.773018 - 1s
Epoch 40467/50000
discriminator loss: 1.347982 - generator loss: 0.761541 - 1s
Epoch 40468/50000
discriminator loss: 1.338713 - generator loss: 0.764829 - 1s
Epoch 40469/50000
discriminator loss: 1.345608 - generator loss: 0.763509 - 1s
Epoch 40470/50000
discriminator loss: 1.338385 - generator loss: 0.769088 - 1s
Epoch 40471/50000
discriminator loss: 1.338473 - generator loss: 0.772685 - 1s
Epoch 40472/50000
discriminator loss: 1.335087 - generator loss: 0.773798 - 1s
Epoch 40473/50000
discriminator loss: 1.340221 - generator loss: 0.764289 - 1s
Epoch 40474/50000
discriminator loss: 1.334622 - generator loss: 0.767585 - 1s
Epoch 40475/50000
discriminator loss: 1.339261 - generator loss: 0.764619 - 1s
Epoch 40476/50000
discriminator loss: 1.336790 - generator loss: 0.768670 - 1s
Epoch 40477/50000
discriminator loss: 1.341976 - generator loss: 0.763839 - 1s
Epoch 40478/50000
discriminator loss: 1.334283 - generator loss: 0.773112 - 1s
Epoch 40479/50000
discriminator loss: 1.332384 - generator loss: 0.780679 - 1s
Epoch 40480/50000
discriminator loss: 1.337514 - generator loss: 0.762818 - 1s
Epoch 40481/50000
discriminator loss: 1.340167 - generator loss: 0.769832 - 1s
Epoch 40482/50000
discriminator loss: 1.334327 - generator loss: 0.771694 - 1s
Epoch 40483/50000
discriminator loss: 1.334058 - generator loss: 0.762724 - 1s
Epoch 40484/50000
discriminator loss: 1.338596 - generator loss: 0.768662 - 1s
Epoch 40485/50000
discriminator loss: 1.331499 - generator loss: 0.773054 - 1s
Epoch 40486/50000
discriminator loss: 1.328432 - generator loss: 0.770293 - 1s
Epoch 40487/50000
discriminator loss: 1.335154 - generator loss: 0.781177 - 1s
Epoch 40488/50000
discriminator loss: 1.330369 - generator loss: 0.774963 - 1s
Epoch 40489/50000
discriminator loss: 1.338149 - generator loss: 0.765518 - 1s
Epoch 40490/50000
discriminator loss: 1.325532 - generator loss: 0.772425 - 1s
Epoch 40491/50000
discriminator loss: 1.324206 - generator loss: 0.778802 - 1s
Epoch 40492/50000
discriminator loss: 1.336922 - generator loss: 0.773096 - 1s
Epoch 40493/50000
discriminator loss: 1.333236 - generator loss: 0.774328 - 1s
Epoch 40494/50000
discriminator loss: 1.334195 - generator loss: 0.766501 - 1s
Epoch 40495/50000
discriminator loss: 1.338980 - generator loss: 0.773683 - 1s
Epoch 40496/50000
discriminator loss: 1.342123 - generator loss: 0.762468 - 1s
Epoch 40497/50000
discriminator loss: 1.337368 - generator loss: 0.766838 - 1s
Epoch 40498/50000
discriminator loss: 1.335120 - generator loss: 0.765105 - 1s
Epoch 40499/50000
discriminator loss: 1.330119 - generator loss: 0.777206 - 1s
Epoch 40500/50000
discriminator loss: 1.339990 - generator loss: 0.758578 - 1s
Epoch 40501/50000
discriminator loss: 1.340372 - generator loss: 0.773500 - 1s
Epoch 40502/50000
discriminator loss: 1.335180 - generator loss: 0.777819 - 1s
Epoch 40503/50000
discriminator loss: 1.343165 - generator loss: 0.762722 - 1s
Epoch 40504/50000
discriminator loss: 1.337800 - generator loss: 0.764378 - 1s
Epoch 40505/50000
discriminator loss: 1.342975 - generator loss: 0.756141 - 1s
Epoch 40506/50000
discriminator loss: 1.345078 - generator loss: 0.768815 - 1s
Epoch 40507/50000
discriminator loss: 1.345173 - generator loss: 0.769003 - 1s
Epoch 40508/50000
discriminator loss: 1.335250 - generator loss: 0.770278 - 1s
Epoch 40509/50000
discriminator loss: 1.337960 - generator loss: 0.768773 - 1s
Epoch 40510/50000
discriminator loss: 1.343086 - generator loss: 0.764456 - 1s
Epoch 40511/50000
discriminator loss: 1.336080 - generator loss: 0.761146 - 1s
Epoch 40512/50000
discriminator loss: 1.327039 - generator loss: 0.775958 - 1s
Epoch 40513/50000
discriminator loss: 1.342743 - generator loss: 0.763749 - 1s
Epoch 40514/50000
discriminator loss: 1.330078 - generator loss: 0.779920 - 1s
Epoch 40515/50000
discriminator loss: 1.332863 - generator loss: 0.778538 - 1s
Epoch 40516/50000
discriminator loss: 1.341642 - generator loss: 0.762280 - 1s
Epoch 40517/50000
discriminator loss: 1.334989 - generator loss: 0.766555 - 1s
Epoch 40518/50000
discriminator loss: 1.331551 - generator loss: 0.767226 - 1s
Epoch 40519/50000
discriminator loss: 1.338281 - generator loss: 0.769335 - 1s
Epoch 40520/50000
discriminator loss: 1.334661 - generator loss: 0.770788 - 1s
Epoch 40521/50000
discriminator loss: 1.347624 - generator loss: 0.764078 - 1s
Epoch 40522/50000
discriminator loss: 1.344877 - generator loss: 0.763450 - 1s
Epoch 40523/50000
discriminator loss: 1.345679 - generator loss: 0.778079 - 1s
Epoch 40524/50000
discriminator loss: 1.320464 - generator loss: 0.779235 - 1s
Epoch 40525/50000
discriminator loss: 1.332375 - generator loss: 0.767249 - 1s
Epoch 40526/50000
discriminator loss: 1.336338 - generator loss: 0.765502 - 1s
Epoch 40527/50000
discriminator loss: 1.350473 - generator loss: 0.759732 - 1s
Epoch 40528/50000
discriminator loss: 1.344052 - generator loss: 0.767283 - 1s
Epoch 40529/50000
discriminator loss: 1.349987 - generator loss: 0.762029 - 1s
Epoch 40530/50000
discriminator loss: 1.332338 - generator loss: 0.768941 - 1s
Epoch 40531/50000
discriminator loss: 1.348491 - generator loss: 0.766635 - 1s
Epoch 40532/50000
discriminator loss: 1.329605 - generator loss: 0.773476 - 1s
Epoch 40533/50000
discriminator loss: 1.342494 - generator loss: 0.755645 - 1s
Epoch 40534/50000
discriminator loss: 1.340332 - generator loss: 0.765527 - 1s
Epoch 40535/50000
discriminator loss: 1.331041 - generator loss: 0.777370 - 1s
Epoch 40536/50000
discriminator loss: 1.329472 - generator loss: 0.771351 - 1s
Epoch 40537/50000
discriminator loss: 1.339158 - generator loss: 0.776423 - 1s
Epoch 40538/50000
discriminator loss: 1.343174 - generator loss: 0.762426 - 1s
Epoch 40539/50000
discriminator loss: 1.346660 - generator loss: 0.761441 - 1s
Epoch 40540/50000
discriminator loss: 1.323693 - generator loss: 0.780118 - 1s
Epoch 40541/50000
discriminator loss: 1.336395 - generator loss: 0.764091 - 1s
Epoch 40542/50000
discriminator loss: 1.335682 - generator loss: 0.772538 - 1s
Epoch 40543/50000
discriminator loss: 1.336958 - generator loss: 0.767541 - 1s
Epoch 40544/50000
discriminator loss: 1.340068 - generator loss: 0.767375 - 1s
Epoch 40545/50000
discriminator loss: 1.333419 - generator loss: 0.774541 - 1s
Epoch 40546/50000
discriminator loss: 1.343959 - generator loss: 0.763784 - 1s
Epoch 40547/50000
discriminator loss: 1.339527 - generator loss: 0.771237 - 1s
Epoch 40548/50000
discriminator loss: 1.330349 - generator loss: 0.767544 - 1s
Epoch 40549/50000
discriminator loss: 1.341321 - generator loss: 0.767975 - 1s
Epoch 40550/50000
discriminator loss: 1.339064 - generator loss: 0.765432 - 1s
Epoch 40551/50000
discriminator loss: 1.341526 - generator loss: 0.764547 - 1s
Epoch 40552/50000
discriminator loss: 1.344695 - generator loss: 0.766071 - 1s
Epoch 40553/50000
discriminator loss: 1.335966 - generator loss: 0.771816 - 1s
Epoch 40554/50000
discriminator loss: 1.342388 - generator loss: 0.763278 - 1s
Epoch 40555/50000
discriminator loss: 1.336197 - generator loss: 0.764567 - 1s
Epoch 40556/50000
discriminator loss: 1.340376 - generator loss: 0.764965 - 1s
Epoch 40557/50000
discriminator loss: 1.329475 - generator loss: 0.779404 - 1s
Epoch 40558/50000
discriminator loss: 1.335239 - generator loss: 0.773688 - 1s
Epoch 40559/50000
discriminator loss: 1.341048 - generator loss: 0.766859 - 1s
Epoch 40560/50000
discriminator loss: 1.329579 - generator loss: 0.772741 - 1s
Epoch 40561/50000
discriminator loss: 1.335018 - generator loss: 0.767347 - 1s
Epoch 40562/50000
discriminator loss: 1.338863 - generator loss: 0.768706 - 1s
Epoch 40563/50000
discriminator loss: 1.334707 - generator loss: 0.764985 - 1s
Epoch 40564/50000
discriminator loss: 1.335129 - generator loss: 0.767323 - 1s
Epoch 40565/50000
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Epoch 40566/50000
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Epoch 40567/50000
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Epoch 40568/50000
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Epoch 40569/50000
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Epoch 40570/50000
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Epoch 40571/50000
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Epoch 40572/50000
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Epoch 40573/50000
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Epoch 40574/50000
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Epoch 40575/50000
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Epoch 40576/50000
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Epoch 40577/50000
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Epoch 40578/50000
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Epoch 40579/50000
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Epoch 40580/50000
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Epoch 40581/50000
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Epoch 40582/50000
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Epoch 40583/50000
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Epoch 40584/50000
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Epoch 40585/50000
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Epoch 40586/50000
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Epoch 40587/50000
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Epoch 40588/50000
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Epoch 40589/50000
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Epoch 40590/50000
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Epoch 40591/50000
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Epoch 40592/50000
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Epoch 40593/50000
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Epoch 40594/50000
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Epoch 40595/50000
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Epoch 40596/50000
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Epoch 40597/50000
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Epoch 40598/50000
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Epoch 40599/50000
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Epoch 40600/50000
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Epoch 40601/50000
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Epoch 40602/50000
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Epoch 40603/50000
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Epoch 40604/50000
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Epoch 40605/50000
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Epoch 40606/50000
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Epoch 40607/50000
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Epoch 40608/50000
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Epoch 40609/50000
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Epoch 40610/50000
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Epoch 40611/50000
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Epoch 40612/50000
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Epoch 40613/50000
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Epoch 40614/50000
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Epoch 40615/50000
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Epoch 40616/50000
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Epoch 40617/50000
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Epoch 40618/50000
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Epoch 40619/50000
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Epoch 40620/50000
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Epoch 40621/50000
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Epoch 40622/50000
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Epoch 40623/50000
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Epoch 40624/50000
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Epoch 40625/50000
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Epoch 40626/50000
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Epoch 40627/50000
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Epoch 40628/50000
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Epoch 40629/50000
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Epoch 40630/50000
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Epoch 40631/50000
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Epoch 40632/50000
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Epoch 40633/50000
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Epoch 40634/50000
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Epoch 40635/50000
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Epoch 40636/50000
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Epoch 40637/50000
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Epoch 40638/50000
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Epoch 40639/50000
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Epoch 40640/50000
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Epoch 40641/50000
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Epoch 40642/50000
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Epoch 40643/50000
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Epoch 40644/50000
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Epoch 40645/50000
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Epoch 40646/50000
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Epoch 40647/50000
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Epoch 40648/50000
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Epoch 40649/50000
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Epoch 40650/50000
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Epoch 40651/50000
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Epoch 40652/50000
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Epoch 40653/50000
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Epoch 40654/50000
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Epoch 40655/50000
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Epoch 40656/50000
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Epoch 40657/50000
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Epoch 40658/50000
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Epoch 40659/50000
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Epoch 40660/50000
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Epoch 40661/50000
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Epoch 40662/50000
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Epoch 40663/50000
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Epoch 40664/50000
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Epoch 40665/50000
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Epoch 40666/50000
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Epoch 40667/50000
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Epoch 40668/50000
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Epoch 40669/50000
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Epoch 40670/50000
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Epoch 40671/50000
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Epoch 40672/50000
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Epoch 40673/50000
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Epoch 40674/50000
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Epoch 40675/50000
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Epoch 40676/50000
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Epoch 40677/50000
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Epoch 40678/50000
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Epoch 40679/50000
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Epoch 40680/50000
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Epoch 40681/50000
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Epoch 40682/50000
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Epoch 40683/50000
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Epoch 40684/50000
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Epoch 40685/50000
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Epoch 40686/50000
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Epoch 40687/50000
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Epoch 40688/50000
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Epoch 40689/50000
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Epoch 40690/50000
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Epoch 40691/50000
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Epoch 40692/50000
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Epoch 40693/50000
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Epoch 40694/50000
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Epoch 40695/50000
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Epoch 40696/50000
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Epoch 40697/50000
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Epoch 40698/50000
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Epoch 40699/50000
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Epoch 40700/50000
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Epoch 40701/50000
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Epoch 40702/50000
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Epoch 40703/50000
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Epoch 40704/50000
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Epoch 40705/50000
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Epoch 40706/50000
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Epoch 40707/50000
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Epoch 40708/50000
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Epoch 40709/50000
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Epoch 40710/50000
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Epoch 40711/50000
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Epoch 40712/50000
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Epoch 40713/50000
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Epoch 40714/50000
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Epoch 40715/50000
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Epoch 40716/50000
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Epoch 40717/50000
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Epoch 40718/50000
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Epoch 40719/50000
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Epoch 40720/50000
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Epoch 40721/50000
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Epoch 40722/50000
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Epoch 40723/50000
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Epoch 40724/50000
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Epoch 40725/50000
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Epoch 40726/50000
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Epoch 40727/50000
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Epoch 40728/50000
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Epoch 40729/50000
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Epoch 40730/50000
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Epoch 40731/50000
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Epoch 40732/50000
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Epoch 40733/50000
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Epoch 40734/50000
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Epoch 40735/50000
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Epoch 40736/50000
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Epoch 40737/50000
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Epoch 40738/50000
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Epoch 40739/50000
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Epoch 40740/50000
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Epoch 40741/50000
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Epoch 40742/50000
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Epoch 40743/50000
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Epoch 40744/50000
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Epoch 40745/50000
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Epoch 40746/50000
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Epoch 40747/50000
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Epoch 40748/50000
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Epoch 40749/50000
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Epoch 40750/50000
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Epoch 40751/50000
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Epoch 40752/50000
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Epoch 40753/50000
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Epoch 40754/50000
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Epoch 40755/50000
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Epoch 40756/50000
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Epoch 40757/50000
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Epoch 40758/50000
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Epoch 40759/50000
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Epoch 40760/50000
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Epoch 40761/50000
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Epoch 40762/50000
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Epoch 40763/50000
discriminator loss: 1.349760 - generator loss: 0.755273 - 1s
Epoch 40764/50000
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Epoch 40765/50000
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Epoch 40766/50000
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Epoch 40767/50000
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Epoch 40768/50000
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Epoch 40769/50000
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Epoch 40770/50000
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Epoch 40771/50000
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Epoch 40772/50000
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Epoch 40773/50000
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Epoch 40774/50000
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Epoch 40775/50000
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Epoch 40776/50000
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Epoch 40777/50000
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Epoch 40778/50000
discriminator loss: 1.334448 - generator loss: 0.766349 - 1s
Epoch 40779/50000
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Epoch 40780/50000
discriminator loss: 1.332856 - generator loss: 0.767759 - 1s
Epoch 40781/50000
discriminator loss: 1.343556 - generator loss: 0.773404 - 1s
Epoch 40782/50000
discriminator loss: 1.334769 - generator loss: 0.774912 - 1s
Epoch 40783/50000
discriminator loss: 1.335968 - generator loss: 0.767822 - 1s
Epoch 40784/50000
discriminator loss: 1.341503 - generator loss: 0.760515 - 1s
Epoch 40785/50000
discriminator loss: 1.340420 - generator loss: 0.766728 - 1s
Epoch 40786/50000
discriminator loss: 1.331235 - generator loss: 0.763809 - 1s
Epoch 40787/50000
discriminator loss: 1.332851 - generator loss: 0.774536 - 1s
Epoch 40788/50000
discriminator loss: 1.326380 - generator loss: 0.782739 - 1s
Epoch 40789/50000
discriminator loss: 1.331557 - generator loss: 0.769462 - 1s
Epoch 40790/50000
discriminator loss: 1.333225 - generator loss: 0.770033 - 1s
Epoch 40791/50000
discriminator loss: 1.328433 - generator loss: 0.774377 - 1s
Epoch 40792/50000
discriminator loss: 1.332324 - generator loss: 0.766799 - 1s
Epoch 40793/50000
discriminator loss: 1.338123 - generator loss: 0.762870 - 1s
Epoch 40794/50000
discriminator loss: 1.333485 - generator loss: 0.775696 - 1s
Epoch 40795/50000
discriminator loss: 1.336584 - generator loss: 0.766791 - 1s
Epoch 40796/50000
discriminator loss: 1.341237 - generator loss: 0.770540 - 1s
Epoch 40797/50000
discriminator loss: 1.337844 - generator loss: 0.771913 - 1s
Epoch 40798/50000
discriminator loss: 1.330190 - generator loss: 0.770859 - 1s
Epoch 40799/50000
discriminator loss: 1.340293 - generator loss: 0.764097 - 1s
Epoch 40800/50000
discriminator loss: 1.336952 - generator loss: 0.769749 - 1s
Epoch 40801/50000
discriminator loss: 1.343819 - generator loss: 0.761095 - 1s
Epoch 40802/50000
discriminator loss: 1.338612 - generator loss: 0.770714 - 1s
Epoch 40803/50000
discriminator loss: 1.343606 - generator loss: 0.763689 - 1s
Epoch 40804/50000
discriminator loss: 1.337187 - generator loss: 0.774912 - 1s
Epoch 40805/50000
discriminator loss: 1.336365 - generator loss: 0.781303 - 1s
Epoch 40806/50000
discriminator loss: 1.329051 - generator loss: 0.765615 - 1s
Epoch 40807/50000
discriminator loss: 1.333944 - generator loss: 0.776149 - 1s
Epoch 40808/50000
discriminator loss: 1.338245 - generator loss: 0.768710 - 1s
Epoch 40809/50000
discriminator loss: 1.342190 - generator loss: 0.760869 - 1s
Epoch 40810/50000
discriminator loss: 1.339383 - generator loss: 0.771173 - 1s
Epoch 40811/50000
discriminator loss: 1.338647 - generator loss: 0.766290 - 1s
Epoch 40812/50000
discriminator loss: 1.326058 - generator loss: 0.785476 - 1s
Epoch 40813/50000
discriminator loss: 1.330329 - generator loss: 0.766606 - 1s
Epoch 40814/50000
discriminator loss: 1.344282 - generator loss: 0.771035 - 1s
Epoch 40815/50000
discriminator loss: 1.338909 - generator loss: 0.767162 - 1s
Epoch 40816/50000
discriminator loss: 1.328993 - generator loss: 0.767754 - 1s
Epoch 40817/50000
discriminator loss: 1.343912 - generator loss: 0.765057 - 1s
Epoch 40818/50000
discriminator loss: 1.331022 - generator loss: 0.775958 - 1s
Epoch 40819/50000
discriminator loss: 1.341094 - generator loss: 0.770379 - 1s
Epoch 40820/50000
discriminator loss: 1.325405 - generator loss: 0.778709 - 1s
Epoch 40821/50000
discriminator loss: 1.341264 - generator loss: 0.769044 - 1s
Epoch 40822/50000
discriminator loss: 1.331458 - generator loss: 0.765353 - 1s
Epoch 40823/50000
discriminator loss: 1.331813 - generator loss: 0.769497 - 1s
Epoch 40824/50000
discriminator loss: 1.339195 - generator loss: 0.762546 - 1s
Epoch 40825/50000
discriminator loss: 1.345144 - generator loss: 0.764996 - 1s
Epoch 40826/50000
discriminator loss: 1.345266 - generator loss: 0.765397 - 1s
Epoch 40827/50000
discriminator loss: 1.329019 - generator loss: 0.783121 - 1s
Epoch 40828/50000
discriminator loss: 1.329823 - generator loss: 0.768574 - 1s
Epoch 40829/50000
discriminator loss: 1.337971 - generator loss: 0.770973 - 1s
Epoch 40830/50000
discriminator loss: 1.347599 - generator loss: 0.759347 - 1s
Epoch 40831/50000
discriminator loss: 1.330235 - generator loss: 0.774443 - 1s
Epoch 40832/50000
discriminator loss: 1.341758 - generator loss: 0.766495 - 1s
Epoch 40833/50000
discriminator loss: 1.340117 - generator loss: 0.764515 - 1s
Epoch 40834/50000
discriminator loss: 1.333402 - generator loss: 0.773529 - 1s
Epoch 40835/50000
discriminator loss: 1.345458 - generator loss: 0.768181 - 1s
Epoch 40836/50000
discriminator loss: 1.336103 - generator loss: 0.769791 - 1s
Epoch 40837/50000
discriminator loss: 1.326085 - generator loss: 0.775492 - 1s
Epoch 40838/50000
discriminator loss: 1.344219 - generator loss: 0.760622 - 1s
Epoch 40839/50000
discriminator loss: 1.356574 - generator loss: 0.752001 - 1s
Epoch 40840/50000
discriminator loss: 1.335590 - generator loss: 0.772767 - 1s
Epoch 40841/50000
discriminator loss: 1.343387 - generator loss: 0.769010 - 1s
Epoch 40842/50000
discriminator loss: 1.337079 - generator loss: 0.771032 - 1s
Epoch 40843/50000
discriminator loss: 1.331408 - generator loss: 0.767607 - 1s
Epoch 40844/50000
discriminator loss: 1.336069 - generator loss: 0.766604 - 1s
Epoch 40845/50000
discriminator loss: 1.326916 - generator loss: 0.765890 - 1s
Epoch 40846/50000
discriminator loss: 1.343581 - generator loss: 0.766085 - 1s
Epoch 40847/50000
discriminator loss: 1.345528 - generator loss: 0.767932 - 1s
Epoch 40848/50000
discriminator loss: 1.341975 - generator loss: 0.762560 - 1s
Epoch 40849/50000
discriminator loss: 1.338305 - generator loss: 0.778001 - 1s
Epoch 40850/50000
discriminator loss: 1.332044 - generator loss: 0.774658 - 1s
Epoch 40851/50000
discriminator loss: 1.341335 - generator loss: 0.765852 - 1s
Epoch 40852/50000
discriminator loss: 1.334242 - generator loss: 0.765521 - 1s
Epoch 40853/50000
discriminator loss: 1.324509 - generator loss: 0.778460 - 1s
Epoch 40854/50000
discriminator loss: 1.338845 - generator loss: 0.766789 - 1s
Epoch 40855/50000
discriminator loss: 1.343618 - generator loss: 0.763677 - 1s
Epoch 40856/50000
discriminator loss: 1.331321 - generator loss: 0.781257 - 1s
Epoch 40857/50000
discriminator loss: 1.324806 - generator loss: 0.784324 - 1s
Epoch 40858/50000
discriminator loss: 1.321409 - generator loss: 0.784081 - 1s
Epoch 40859/50000
discriminator loss: 1.324361 - generator loss: 0.777476 - 1s
Epoch 40860/50000
discriminator loss: 1.341426 - generator loss: 0.758934 - 1s
Epoch 40861/50000
discriminator loss: 1.321262 - generator loss: 0.776773 - 1s
Epoch 40862/50000
discriminator loss: 1.334160 - generator loss: 0.773390 - 1s
Epoch 40863/50000
discriminator loss: 1.339458 - generator loss: 0.772941 - 1s
Epoch 40864/50000
discriminator loss: 1.332529 - generator loss: 0.770037 - 1s
Epoch 40865/50000
discriminator loss: 1.336580 - generator loss: 0.773790 - 1s
Epoch 40866/50000
discriminator loss: 1.335821 - generator loss: 0.767504 - 1s
Epoch 40867/50000
discriminator loss: 1.342005 - generator loss: 0.763812 - 1s
Epoch 40868/50000
discriminator loss: 1.343987 - generator loss: 0.766922 - 1s
Epoch 40869/50000
discriminator loss: 1.324600 - generator loss: 0.777576 - 1s
Epoch 40870/50000
discriminator loss: 1.342218 - generator loss: 0.760188 - 1s
Epoch 40871/50000
discriminator loss: 1.336104 - generator loss: 0.773647 - 1s
Epoch 40872/50000
discriminator loss: 1.342595 - generator loss: 0.775184 - 1s
Epoch 40873/50000
discriminator loss: 1.332036 - generator loss: 0.777841 - 1s
Epoch 40874/50000
discriminator loss: 1.322879 - generator loss: 0.781150 - 1s
Epoch 40875/50000
discriminator loss: 1.345439 - generator loss: 0.763080 - 1s
Epoch 40876/50000
discriminator loss: 1.324709 - generator loss: 0.772536 - 1s
Epoch 40877/50000
discriminator loss: 1.334377 - generator loss: 0.765002 - 1s
Epoch 40878/50000
discriminator loss: 1.329456 - generator loss: 0.773201 - 1s
Epoch 40879/50000
discriminator loss: 1.339466 - generator loss: 0.765157 - 1s
Epoch 40880/50000
discriminator loss: 1.340900 - generator loss: 0.767311 - 1s
Epoch 40881/50000
discriminator loss: 1.348114 - generator loss: 0.763625 - 1s
Epoch 40882/50000
discriminator loss: 1.337513 - generator loss: 0.773313 - 1s
Epoch 40883/50000
discriminator loss: 1.338184 - generator loss: 0.773840 - 1s
Epoch 40884/50000
discriminator loss: 1.343506 - generator loss: 0.758230 - 1s
Epoch 40885/50000
discriminator loss: 1.344409 - generator loss: 0.760657 - 1s
Epoch 40886/50000
discriminator loss: 1.345081 - generator loss: 0.768620 - 1s
Epoch 40887/50000
discriminator loss: 1.332548 - generator loss: 0.769852 - 1s
Epoch 40888/50000
discriminator loss: 1.332120 - generator loss: 0.773760 - 1s
Epoch 40889/50000
discriminator loss: 1.340979 - generator loss: 0.766283 - 1s
Epoch 40890/50000
discriminator loss: 1.335725 - generator loss: 0.774912 - 1s
Epoch 40891/50000
discriminator loss: 1.336733 - generator loss: 0.768068 - 1s
Epoch 40892/50000
discriminator loss: 1.333256 - generator loss: 0.767937 - 1s
Epoch 40893/50000
discriminator loss: 1.335528 - generator loss: 0.769163 - 1s
Epoch 40894/50000
discriminator loss: 1.332322 - generator loss: 0.775619 - 1s
Epoch 40895/50000
discriminator loss: 1.334665 - generator loss: 0.775110 - 1s
Epoch 40896/50000
discriminator loss: 1.334409 - generator loss: 0.775094 - 1s
Epoch 40897/50000
discriminator loss: 1.333855 - generator loss: 0.777898 - 1s
Epoch 40898/50000
discriminator loss: 1.338247 - generator loss: 0.762417 - 1s
Epoch 40899/50000
discriminator loss: 1.332002 - generator loss: 0.777072 - 1s
Epoch 40900/50000
discriminator loss: 1.341611 - generator loss: 0.764391 - 1s
Epoch 40901/50000
discriminator loss: 1.341566 - generator loss: 0.761616 - 1s
Epoch 40902/50000
discriminator loss: 1.342986 - generator loss: 0.764703 - 1s
Epoch 40903/50000
discriminator loss: 1.334358 - generator loss: 0.767235 - 1s
Epoch 40904/50000
discriminator loss: 1.337006 - generator loss: 0.774937 - 1s
Epoch 40905/50000
discriminator loss: 1.335186 - generator loss: 0.773026 - 1s
Epoch 40906/50000
discriminator loss: 1.335295 - generator loss: 0.770738 - 1s
Epoch 40907/50000
discriminator loss: 1.336420 - generator loss: 0.772555 - 1s
Epoch 40908/50000
discriminator loss: 1.344996 - generator loss: 0.759826 - 1s
Epoch 40909/50000
discriminator loss: 1.345595 - generator loss: 0.762700 - 1s
Epoch 40910/50000
discriminator loss: 1.329439 - generator loss: 0.787330 - 1s
Epoch 40911/50000
discriminator loss: 1.328736 - generator loss: 0.770894 - 1s
Epoch 40912/50000
discriminator loss: 1.345376 - generator loss: 0.762311 - 1s
Epoch 40913/50000
discriminator loss: 1.336139 - generator loss: 0.765673 - 1s
Epoch 40914/50000
discriminator loss: 1.338054 - generator loss: 0.770097 - 1s
Epoch 40915/50000
discriminator loss: 1.341145 - generator loss: 0.765715 - 1s
Epoch 40916/50000
discriminator loss: 1.337876 - generator loss: 0.775871 - 1s
Epoch 40917/50000
discriminator loss: 1.327463 - generator loss: 0.771180 - 1s
Epoch 40918/50000
discriminator loss: 1.350618 - generator loss: 0.752873 - 1s
Epoch 40919/50000
discriminator loss: 1.336521 - generator loss: 0.773500 - 1s
Epoch 40920/50000
discriminator loss: 1.341627 - generator loss: 0.762930 - 1s
Epoch 40921/50000
discriminator loss: 1.337284 - generator loss: 0.770726 - 1s
Epoch 40922/50000
discriminator loss: 1.335543 - generator loss: 0.776922 - 1s
Epoch 40923/50000
discriminator loss: 1.327830 - generator loss: 0.775514 - 1s
Epoch 40924/50000
discriminator loss: 1.324776 - generator loss: 0.782140 - 1s
Epoch 40925/50000
discriminator loss: 1.335447 - generator loss: 0.766096 - 1s
Epoch 40926/50000
discriminator loss: 1.343460 - generator loss: 0.760292 - 1s
Epoch 40927/50000
discriminator loss: 1.330796 - generator loss: 0.771284 - 1s
Epoch 40928/50000
discriminator loss: 1.346355 - generator loss: 0.755429 - 1s
Epoch 40929/50000
discriminator loss: 1.345548 - generator loss: 0.761313 - 1s
Epoch 40930/50000
discriminator loss: 1.337533 - generator loss: 0.777126 - 1s
Epoch 40931/50000
discriminator loss: 1.356178 - generator loss: 0.768420 - 1s
Epoch 40932/50000
discriminator loss: 1.329475 - generator loss: 0.777197 - 1s
Epoch 40933/50000
discriminator loss: 1.336469 - generator loss: 0.762751 - 1s
Epoch 40934/50000
discriminator loss: 1.329580 - generator loss: 0.769952 - 1s
Epoch 40935/50000
discriminator loss: 1.331059 - generator loss: 0.778095 - 1s
Epoch 40936/50000
discriminator loss: 1.345415 - generator loss: 0.756630 - 1s
Epoch 40937/50000
discriminator loss: 1.343551 - generator loss: 0.767829 - 1s
Epoch 40938/50000
discriminator loss: 1.345299 - generator loss: 0.761975 - 1s
Epoch 40939/50000
discriminator loss: 1.331426 - generator loss: 0.775079 - 1s
Epoch 40940/50000
discriminator loss: 1.338031 - generator loss: 0.773134 - 1s
Epoch 40941/50000
discriminator loss: 1.338551 - generator loss: 0.772719 - 1s
Epoch 40942/50000
discriminator loss: 1.329975 - generator loss: 0.770203 - 1s
Epoch 40943/50000
discriminator loss: 1.344366 - generator loss: 0.762795 - 1s
Epoch 40944/50000
discriminator loss: 1.342164 - generator loss: 0.754904 - 1s
Epoch 40945/50000
discriminator loss: 1.341232 - generator loss: 0.771890 - 1s
Epoch 40946/50000
discriminator loss: 1.339796 - generator loss: 0.761965 - 1s
Epoch 40947/50000
discriminator loss: 1.338892 - generator loss: 0.770712 - 1s
Epoch 40948/50000
discriminator loss: 1.337517 - generator loss: 0.779120 - 1s
Epoch 40949/50000
discriminator loss: 1.335666 - generator loss: 0.767723 - 1s
Epoch 40950/50000
discriminator loss: 1.337800 - generator loss: 0.764656 - 1s
Epoch 40951/50000
discriminator loss: 1.325980 - generator loss: 0.775245 - 1s
Epoch 40952/50000
discriminator loss: 1.328021 - generator loss: 0.774023 - 1s
Epoch 40953/50000
discriminator loss: 1.326073 - generator loss: 0.772713 - 1s
Epoch 40954/50000
discriminator loss: 1.344884 - generator loss: 0.762580 - 1s
Epoch 40955/50000
discriminator loss: 1.329547 - generator loss: 0.774309 - 1s
Epoch 40956/50000
discriminator loss: 1.336410 - generator loss: 0.772786 - 1s
Epoch 40957/50000
discriminator loss: 1.330256 - generator loss: 0.771121 - 1s
Epoch 40958/50000
discriminator loss: 1.332250 - generator loss: 0.771008 - 1s
Epoch 40959/50000
discriminator loss: 1.341344 - generator loss: 0.765436 - 1s
Epoch 40960/50000
discriminator loss: 1.345149 - generator loss: 0.759765 - 1s
Epoch 40961/50000
discriminator loss: 1.336976 - generator loss: 0.767703 - 1s
Epoch 40962/50000
discriminator loss: 1.346450 - generator loss: 0.764129 - 1s
Epoch 40963/50000
discriminator loss: 1.346101 - generator loss: 0.772014 - 1s
Epoch 40964/50000
discriminator loss: 1.340950 - generator loss: 0.772468 - 1s
Epoch 40965/50000
discriminator loss: 1.327114 - generator loss: 0.773602 - 1s
Epoch 40966/50000
discriminator loss: 1.343385 - generator loss: 0.759273 - 1s
Epoch 40967/50000
discriminator loss: 1.337321 - generator loss: 0.763623 - 1s
Epoch 40968/50000
discriminator loss: 1.345770 - generator loss: 0.773218 - 1s
Epoch 40969/50000
discriminator loss: 1.338735 - generator loss: 0.763149 - 1s
Epoch 40970/50000
discriminator loss: 1.345019 - generator loss: 0.763161 - 1s
Epoch 40971/50000
discriminator loss: 1.340253 - generator loss: 0.764251 - 1s
Epoch 40972/50000
discriminator loss: 1.342222 - generator loss: 0.769856 - 1s
Epoch 40973/50000
discriminator loss: 1.337398 - generator loss: 0.765323 - 1s
Epoch 40974/50000
discriminator loss: 1.333358 - generator loss: 0.778051 - 1s
Epoch 40975/50000
discriminator loss: 1.330624 - generator loss: 0.768014 - 1s
Epoch 40976/50000
discriminator loss: 1.329629 - generator loss: 0.773071 - 1s
Epoch 40977/50000
discriminator loss: 1.339033 - generator loss: 0.769870 - 1s
Epoch 40978/50000
discriminator loss: 1.331864 - generator loss: 0.770195 - 1s
Epoch 40979/50000
discriminator loss: 1.328960 - generator loss: 0.775027 - 1s
Epoch 40980/50000
discriminator loss: 1.343717 - generator loss: 0.761968 - 1s
Epoch 40981/50000
discriminator loss: 1.349625 - generator loss: 0.758089 - 1s
Epoch 40982/50000
discriminator loss: 1.345266 - generator loss: 0.769628 - 1s
Epoch 40983/50000
discriminator loss: 1.343645 - generator loss: 0.765283 - 1s
Epoch 40984/50000
discriminator loss: 1.348355 - generator loss: 0.761036 - 1s
Epoch 40985/50000
discriminator loss: 1.340668 - generator loss: 0.766342 - 1s
Epoch 40986/50000
discriminator loss: 1.339611 - generator loss: 0.775539 - 1s
Epoch 40987/50000
discriminator loss: 1.338812 - generator loss: 0.754135 - 1s
Epoch 40988/50000
discriminator loss: 1.341071 - generator loss: 0.766756 - 1s
Epoch 40989/50000
discriminator loss: 1.336650 - generator loss: 0.771486 - 1s
Epoch 40990/50000
discriminator loss: 1.325218 - generator loss: 0.776001 - 1s
Epoch 40991/50000
discriminator loss: 1.337646 - generator loss: 0.764047 - 1s
Epoch 40992/50000
discriminator loss: 1.346373 - generator loss: 0.763310 - 1s
Epoch 40993/50000
discriminator loss: 1.345358 - generator loss: 0.762008 - 1s
Epoch 40994/50000
discriminator loss: 1.332068 - generator loss: 0.770249 - 1s
Epoch 40995/50000
discriminator loss: 1.340750 - generator loss: 0.770493 - 1s
Epoch 40996/50000
discriminator loss: 1.332710 - generator loss: 0.776047 - 1s
Epoch 40997/50000
discriminator loss: 1.336055 - generator loss: 0.764010 - 1s
Epoch 40998/50000
discriminator loss: 1.329112 - generator loss: 0.776466 - 1s
Epoch 40999/50000
discriminator loss: 1.336751 - generator loss: 0.759677 - 1s
Epoch 41000/50000
discriminator loss: 1.335431 - generator loss: 0.778336 - 1s
Epoch 41001/50000
discriminator loss: 1.333328 - generator loss: 0.768296 - 1s

Loss: 

Epoch 41002/50000
discriminator loss: 1.334818 - generator loss: 0.765753 - 1s
Epoch 41003/50000
discriminator loss: 1.341484 - generator loss: 0.773018 - 1s
Epoch 41004/50000
discriminator loss: 1.335579 - generator loss: 0.768297 - 1s
Epoch 41005/50000
discriminator loss: 1.336340 - generator loss: 0.771186 - 1s
Epoch 41006/50000
discriminator loss: 1.327572 - generator loss: 0.779782 - 1s
Epoch 41007/50000
discriminator loss: 1.330499 - generator loss: 0.767550 - 1s
Epoch 41008/50000
discriminator loss: 1.340337 - generator loss: 0.768400 - 1s
Epoch 41009/50000
discriminator loss: 1.333365 - generator loss: 0.768088 - 1s
Epoch 41010/50000
discriminator loss: 1.332996 - generator loss: 0.771316 - 1s
Epoch 41011/50000
discriminator loss: 1.333420 - generator loss: 0.767954 - 1s
Epoch 41012/50000
discriminator loss: 1.333722 - generator loss: 0.782005 - 1s
Epoch 41013/50000
discriminator loss: 1.331042 - generator loss: 0.765271 - 1s
Epoch 41014/50000
discriminator loss: 1.336081 - generator loss: 0.765918 - 1s
Epoch 41015/50000
discriminator loss: 1.329429 - generator loss: 0.776961 - 1s
Epoch 41016/50000
discriminator loss: 1.337412 - generator loss: 0.770473 - 1s
Epoch 41017/50000
discriminator loss: 1.327080 - generator loss: 0.776731 - 1s
Epoch 41018/50000
discriminator loss: 1.321965 - generator loss: 0.773665 - 1s
Epoch 41019/50000
discriminator loss: 1.332323 - generator loss: 0.774077 - 1s
Epoch 41020/50000
discriminator loss: 1.337168 - generator loss: 0.769964 - 1s
Epoch 41021/50000
discriminator loss: 1.339617 - generator loss: 0.768907 - 1s
Epoch 41022/50000
discriminator loss: 1.330037 - generator loss: 0.773285 - 1s
Epoch 41023/50000
discriminator loss: 1.340079 - generator loss: 0.764630 - 1s
Epoch 41024/50000
discriminator loss: 1.323073 - generator loss: 0.774127 - 1s
Epoch 41025/50000
discriminator loss: 1.331617 - generator loss: 0.775448 - 1s
Epoch 41026/50000
discriminator loss: 1.336019 - generator loss: 0.775115 - 1s
Epoch 41027/50000
discriminator loss: 1.346563 - generator loss: 0.765786 - 1s
Epoch 41028/50000
discriminator loss: 1.349381 - generator loss: 0.759522 - 1s
Epoch 41029/50000
discriminator loss: 1.337366 - generator loss: 0.768102 - 1s
Epoch 41030/50000
discriminator loss: 1.338204 - generator loss: 0.773856 - 1s
Epoch 41031/50000
discriminator loss: 1.331608 - generator loss: 0.766050 - 1s
Epoch 41032/50000
discriminator loss: 1.339121 - generator loss: 0.768447 - 1s
Epoch 41033/50000
discriminator loss: 1.330868 - generator loss: 0.774060 - 1s
Epoch 41034/50000
discriminator loss: 1.345765 - generator loss: 0.765572 - 1s
Epoch 41035/50000
discriminator loss: 1.331969 - generator loss: 0.769514 - 1s
Epoch 41036/50000
discriminator loss: 1.344410 - generator loss: 0.764368 - 1s
Epoch 41037/50000
discriminator loss: 1.332268 - generator loss: 0.767425 - 1s
Epoch 41038/50000
discriminator loss: 1.332378 - generator loss: 0.779193 - 1s
Epoch 41039/50000
discriminator loss: 1.339134 - generator loss: 0.770843 - 1s
Epoch 41040/50000
discriminator loss: 1.334666 - generator loss: 0.767174 - 1s
Epoch 41041/50000
discriminator loss: 1.344390 - generator loss: 0.764190 - 1s
Epoch 41042/50000
discriminator loss: 1.328187 - generator loss: 0.772003 - 1s
Epoch 41043/50000
discriminator loss: 1.325932 - generator loss: 0.778120 - 1s
Epoch 41044/50000
discriminator loss: 1.328856 - generator loss: 0.768887 - 1s
Epoch 41045/50000
discriminator loss: 1.331787 - generator loss: 0.773263 - 1s
Epoch 41046/50000
discriminator loss: 1.339157 - generator loss: 0.770732 - 1s
Epoch 41047/50000
discriminator loss: 1.325718 - generator loss: 0.775057 - 1s
Epoch 41048/50000
discriminator loss: 1.335489 - generator loss: 0.773270 - 1s
Epoch 41049/50000
discriminator loss: 1.333164 - generator loss: 0.774494 - 1s
Epoch 41050/50000
discriminator loss: 1.329713 - generator loss: 0.770254 - 1s
Epoch 41051/50000
discriminator loss: 1.320545 - generator loss: 0.778831 - 1s
Epoch 41052/50000
discriminator loss: 1.321324 - generator loss: 0.778342 - 1s
Epoch 41053/50000
discriminator loss: 1.330579 - generator loss: 0.781639 - 1s
Epoch 41054/50000
discriminator loss: 1.322601 - generator loss: 0.780988 - 1s
Epoch 41055/50000
discriminator loss: 1.329323 - generator loss: 0.767793 - 1s
Epoch 41056/50000
discriminator loss: 1.345465 - generator loss: 0.761592 - 1s
Epoch 41057/50000
discriminator loss: 1.330904 - generator loss: 0.788415 - 1s
Epoch 41058/50000
discriminator loss: 1.337875 - generator loss: 0.761059 - 1s
Epoch 41059/50000
discriminator loss: 1.341320 - generator loss: 0.762607 - 1s
Epoch 41060/50000
discriminator loss: 1.332462 - generator loss: 0.771065 - 1s
Epoch 41061/50000
discriminator loss: 1.337456 - generator loss: 0.772753 - 1s
Epoch 41062/50000
discriminator loss: 1.338802 - generator loss: 0.774455 - 1s
Epoch 41063/50000
discriminator loss: 1.332631 - generator loss: 0.766549 - 1s
Epoch 41064/50000
discriminator loss: 1.329769 - generator loss: 0.778222 - 1s
Epoch 41065/50000
discriminator loss: 1.334972 - generator loss: 0.767520 - 1s
Epoch 41066/50000
discriminator loss: 1.340996 - generator loss: 0.761852 - 1s
Epoch 41067/50000
discriminator loss: 1.333866 - generator loss: 0.773437 - 1s
Epoch 41068/50000
discriminator loss: 1.336060 - generator loss: 0.772494 - 1s
Epoch 41069/50000
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Epoch 41070/50000
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Epoch 41071/50000
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Epoch 41072/50000
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Epoch 41073/50000
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Epoch 41074/50000
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Epoch 41075/50000
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Epoch 41076/50000
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Epoch 41077/50000
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Epoch 41078/50000
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Epoch 41079/50000
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Epoch 41080/50000
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Epoch 41081/50000
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Epoch 41082/50000
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Epoch 41083/50000
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Epoch 41084/50000
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Epoch 41085/50000
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Epoch 41086/50000
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Epoch 41087/50000
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Epoch 41088/50000
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Epoch 41089/50000
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Epoch 41090/50000
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Epoch 41091/50000
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Epoch 41092/50000
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Epoch 41093/50000
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Epoch 41094/50000
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Epoch 41095/50000
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Epoch 41096/50000
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Epoch 41097/50000
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Epoch 41098/50000
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Epoch 41099/50000
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Epoch 41100/50000
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Epoch 41101/50000
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Epoch 41102/50000
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Epoch 41103/50000
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Epoch 41104/50000
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Epoch 41105/50000
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Epoch 41106/50000
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Epoch 41107/50000
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Epoch 41108/50000
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Epoch 41109/50000
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Epoch 41110/50000
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Epoch 41111/50000
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Epoch 41112/50000
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Epoch 41113/50000
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Epoch 41114/50000
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Epoch 41115/50000
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Epoch 41116/50000
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Epoch 41117/50000
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Epoch 41118/50000
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Epoch 41119/50000
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Epoch 41120/50000
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Epoch 41121/50000
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Epoch 41122/50000
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Epoch 41123/50000
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Epoch 41124/50000
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Epoch 41125/50000
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Epoch 41126/50000
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Epoch 41127/50000
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Epoch 41128/50000
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Epoch 41129/50000
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Epoch 41130/50000
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Epoch 41131/50000
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Epoch 41132/50000
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Epoch 41133/50000
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Epoch 41134/50000
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Epoch 41135/50000
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Epoch 41136/50000
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Epoch 41137/50000
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Epoch 41138/50000
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Epoch 41139/50000
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Epoch 41140/50000
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Epoch 41141/50000
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Epoch 41142/50000
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Epoch 41143/50000
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Epoch 41144/50000
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Epoch 41145/50000
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Epoch 41146/50000
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Epoch 41147/50000
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Epoch 41148/50000
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Epoch 41149/50000
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Epoch 41150/50000
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Epoch 41151/50000
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Epoch 41152/50000
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Epoch 41153/50000
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Epoch 41154/50000
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Epoch 41155/50000
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Epoch 41156/50000
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Epoch 41157/50000
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Epoch 41158/50000
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Epoch 41159/50000
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Epoch 41160/50000
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Epoch 41161/50000
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Epoch 41162/50000
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Epoch 41163/50000
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Epoch 41164/50000
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Epoch 41165/50000
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Epoch 41166/50000
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Epoch 41167/50000
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Epoch 41168/50000
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Epoch 41169/50000
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Epoch 41170/50000
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Epoch 41171/50000
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Epoch 41172/50000
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Epoch 41173/50000
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Epoch 41174/50000
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Epoch 41175/50000
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Epoch 41176/50000
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Epoch 41177/50000
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Epoch 41178/50000
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Epoch 41179/50000
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Epoch 41180/50000
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Epoch 41181/50000
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Epoch 41182/50000
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Epoch 41183/50000
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Epoch 41184/50000
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Epoch 41185/50000
discriminator loss: 1.344704 - generator loss: 0.758380 - 1s
Epoch 41186/50000
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Epoch 41187/50000
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Epoch 41188/50000
discriminator loss: 1.346801 - generator loss: 0.765145 - 1s
Epoch 41189/50000
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Epoch 41190/50000
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Epoch 41191/50000
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Epoch 41192/50000
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Epoch 41193/50000
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Epoch 41194/50000
discriminator loss: 1.335631 - generator loss: 0.772914 - 1s
Epoch 41195/50000
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Epoch 41196/50000
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Epoch 41197/50000
discriminator loss: 1.337997 - generator loss: 0.768032 - 1s
Epoch 41198/50000
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Epoch 41199/50000
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Epoch 41200/50000
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Epoch 41201/50000
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Epoch 41202/50000
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Epoch 41203/50000
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Epoch 41204/50000
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Epoch 41205/50000
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Epoch 41206/50000
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Epoch 41207/50000
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Epoch 41208/50000
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Epoch 41209/50000
discriminator loss: 1.337428 - generator loss: 0.770645 - 1s
Epoch 41210/50000
discriminator loss: 1.335967 - generator loss: 0.767263 - 1s
Epoch 41211/50000
discriminator loss: 1.329999 - generator loss: 0.771002 - 1s
Epoch 41212/50000
discriminator loss: 1.331466 - generator loss: 0.770777 - 1s
Epoch 41213/50000
discriminator loss: 1.340414 - generator loss: 0.771021 - 1s
Epoch 41214/50000
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Epoch 41215/50000
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Epoch 41216/50000
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Epoch 41217/50000
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Epoch 41218/50000
discriminator loss: 1.334174 - generator loss: 0.775811 - 1s
Epoch 41219/50000
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Epoch 41220/50000
discriminator loss: 1.324329 - generator loss: 0.775993 - 1s
Epoch 41221/50000
discriminator loss: 1.335101 - generator loss: 0.773077 - 1s
Epoch 41222/50000
discriminator loss: 1.343948 - generator loss: 0.764105 - 1s
Epoch 41223/50000
discriminator loss: 1.337061 - generator loss: 0.774338 - 1s
Epoch 41224/50000
discriminator loss: 1.339858 - generator loss: 0.768493 - 1s
Epoch 41225/50000
discriminator loss: 1.337996 - generator loss: 0.775079 - 1s
Epoch 41226/50000
discriminator loss: 1.339028 - generator loss: 0.767888 - 1s
Epoch 41227/50000
discriminator loss: 1.337318 - generator loss: 0.760615 - 1s
Epoch 41228/50000
discriminator loss: 1.325059 - generator loss: 0.784078 - 1s
Epoch 41229/50000
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Epoch 41230/50000
discriminator loss: 1.341313 - generator loss: 0.771958 - 1s
Epoch 41231/50000
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Epoch 41232/50000
discriminator loss: 1.349154 - generator loss: 0.763606 - 1s
Epoch 41233/50000
discriminator loss: 1.323288 - generator loss: 0.775767 - 1s
Epoch 41234/50000
discriminator loss: 1.325392 - generator loss: 0.771038 - 1s
Epoch 41235/50000
discriminator loss: 1.341108 - generator loss: 0.768808 - 1s
Epoch 41236/50000
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Epoch 41237/50000
discriminator loss: 1.325553 - generator loss: 0.776868 - 1s
Epoch 41238/50000
discriminator loss: 1.333938 - generator loss: 0.775798 - 1s
Epoch 41239/50000
discriminator loss: 1.335053 - generator loss: 0.770295 - 1s
Epoch 41240/50000
discriminator loss: 1.347387 - generator loss: 0.762573 - 1s
Epoch 41241/50000
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Epoch 41242/50000
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Epoch 41243/50000
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Epoch 41244/50000
discriminator loss: 1.339296 - generator loss: 0.768900 - 1s
Epoch 41245/50000
discriminator loss: 1.333884 - generator loss: 0.775600 - 1s
Epoch 41246/50000
discriminator loss: 1.327797 - generator loss: 0.777750 - 1s
Epoch 41247/50000
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Epoch 41248/50000
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Epoch 41249/50000
discriminator loss: 1.334268 - generator loss: 0.772662 - 1s
Epoch 41250/50000
discriminator loss: 1.318636 - generator loss: 0.785414 - 1s
Epoch 41251/50000
discriminator loss: 1.329087 - generator loss: 0.772610 - 1s
Epoch 41252/50000
discriminator loss: 1.336469 - generator loss: 0.766356 - 1s
Epoch 41253/50000
discriminator loss: 1.338204 - generator loss: 0.768206 - 1s
Epoch 41254/50000
discriminator loss: 1.325601 - generator loss: 0.780254 - 1s
Epoch 41255/50000
discriminator loss: 1.338139 - generator loss: 0.764470 - 1s
Epoch 41256/50000
discriminator loss: 1.338790 - generator loss: 0.770028 - 1s
Epoch 41257/50000
discriminator loss: 1.337662 - generator loss: 0.774523 - 1s
Epoch 41258/50000
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Epoch 41259/50000
discriminator loss: 1.344059 - generator loss: 0.768927 - 1s
Epoch 41260/50000
discriminator loss: 1.335630 - generator loss: 0.773828 - 1s
Epoch 41261/50000
discriminator loss: 1.346116 - generator loss: 0.762124 - 1s
Epoch 41262/50000
discriminator loss: 1.344043 - generator loss: 0.763647 - 1s
Epoch 41263/50000
discriminator loss: 1.326928 - generator loss: 0.769631 - 1s
Epoch 41264/50000
discriminator loss: 1.329295 - generator loss: 0.773684 - 1s
Epoch 41265/50000
discriminator loss: 1.339609 - generator loss: 0.768611 - 1s
Epoch 41266/50000
discriminator loss: 1.338198 - generator loss: 0.770935 - 1s
Epoch 41267/50000
discriminator loss: 1.336659 - generator loss: 0.775544 - 1s
Epoch 41268/50000
discriminator loss: 1.338530 - generator loss: 0.769597 - 1s
Epoch 41269/50000
discriminator loss: 1.341361 - generator loss: 0.761339 - 1s
Epoch 41270/50000
discriminator loss: 1.328719 - generator loss: 0.775176 - 1s
Epoch 41271/50000
discriminator loss: 1.335878 - generator loss: 0.770724 - 1s
Epoch 41272/50000
discriminator loss: 1.337621 - generator loss: 0.768057 - 1s
Epoch 41273/50000
discriminator loss: 1.333169 - generator loss: 0.766820 - 1s
Epoch 41274/50000
discriminator loss: 1.336936 - generator loss: 0.776698 - 1s
Epoch 41275/50000
discriminator loss: 1.337735 - generator loss: 0.763192 - 1s
Epoch 41276/50000
discriminator loss: 1.336964 - generator loss: 0.771127 - 1s
Epoch 41277/50000
discriminator loss: 1.340626 - generator loss: 0.761544 - 1s
Epoch 41278/50000
discriminator loss: 1.341278 - generator loss: 0.766213 - 1s
Epoch 41279/50000
discriminator loss: 1.340369 - generator loss: 0.768501 - 1s
Epoch 41280/50000
discriminator loss: 1.344415 - generator loss: 0.765824 - 1s
Epoch 41281/50000
discriminator loss: 1.339980 - generator loss: 0.767606 - 1s
Epoch 41282/50000
discriminator loss: 1.335939 - generator loss: 0.769785 - 1s
Epoch 41283/50000
discriminator loss: 1.339548 - generator loss: 0.771225 - 1s
Epoch 41284/50000
discriminator loss: 1.347643 - generator loss: 0.759998 - 1s
Epoch 41285/50000
discriminator loss: 1.341115 - generator loss: 0.770467 - 1s
Epoch 41286/50000
discriminator loss: 1.334504 - generator loss: 0.769611 - 1s
Epoch 41287/50000
discriminator loss: 1.341732 - generator loss: 0.760143 - 1s
Epoch 41288/50000
discriminator loss: 1.330118 - generator loss: 0.773509 - 1s
Epoch 41289/50000
discriminator loss: 1.333861 - generator loss: 0.764953 - 1s
Epoch 41290/50000
discriminator loss: 1.333694 - generator loss: 0.775940 - 1s
Epoch 41291/50000
discriminator loss: 1.343011 - generator loss: 0.773668 - 1s
Epoch 41292/50000
discriminator loss: 1.332159 - generator loss: 0.772744 - 1s
Epoch 41293/50000
discriminator loss: 1.336463 - generator loss: 0.769858 - 1s
Epoch 41294/50000
discriminator loss: 1.332667 - generator loss: 0.770248 - 1s
Epoch 41295/50000
discriminator loss: 1.327473 - generator loss: 0.778628 - 1s
Epoch 41296/50000
discriminator loss: 1.335138 - generator loss: 0.761233 - 1s
Epoch 41297/50000
discriminator loss: 1.329522 - generator loss: 0.775892 - 1s
Epoch 41298/50000
discriminator loss: 1.347197 - generator loss: 0.761181 - 1s
Epoch 41299/50000
discriminator loss: 1.335677 - generator loss: 0.773612 - 1s
Epoch 41300/50000
discriminator loss: 1.328849 - generator loss: 0.781484 - 1s
Epoch 41301/50000
discriminator loss: 1.330887 - generator loss: 0.776352 - 1s
Epoch 41302/50000
discriminator loss: 1.337993 - generator loss: 0.761540 - 1s
Epoch 41303/50000
discriminator loss: 1.335792 - generator loss: 0.770872 - 1s
Epoch 41304/50000
discriminator loss: 1.326198 - generator loss: 0.780042 - 1s
Epoch 41305/50000
discriminator loss: 1.332775 - generator loss: 0.764112 - 1s
Epoch 41306/50000
discriminator loss: 1.339375 - generator loss: 0.770101 - 1s
Epoch 41307/50000
discriminator loss: 1.341866 - generator loss: 0.774285 - 1s
Epoch 41308/50000
discriminator loss: 1.352526 - generator loss: 0.766631 - 1s
Epoch 41309/50000
discriminator loss: 1.340986 - generator loss: 0.764559 - 1s
Epoch 41310/50000
discriminator loss: 1.336976 - generator loss: 0.762010 - 1s
Epoch 41311/50000
discriminator loss: 1.326720 - generator loss: 0.774047 - 1s
Epoch 41312/50000
discriminator loss: 1.337752 - generator loss: 0.768603 - 1s
Epoch 41313/50000
discriminator loss: 1.341668 - generator loss: 0.768377 - 1s
Epoch 41314/50000
discriminator loss: 1.351594 - generator loss: 0.761836 - 1s
Epoch 41315/50000
discriminator loss: 1.326252 - generator loss: 0.777708 - 1s
Epoch 41316/50000
discriminator loss: 1.339694 - generator loss: 0.774617 - 1s
Epoch 41317/50000
discriminator loss: 1.344696 - generator loss: 0.757411 - 1s
Epoch 41318/50000
discriminator loss: 1.344280 - generator loss: 0.760086 - 1s
Epoch 41319/50000
discriminator loss: 1.343073 - generator loss: 0.762934 - 1s
Epoch 41320/50000
discriminator loss: 1.334411 - generator loss: 0.766050 - 1s
Epoch 41321/50000
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Epoch 41322/50000
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Epoch 41323/50000
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Epoch 41324/50000
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Epoch 41325/50000
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Epoch 41326/50000
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Epoch 41327/50000
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Epoch 41328/50000
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Epoch 41329/50000
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Epoch 41330/50000
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Epoch 41331/50000
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Epoch 41332/50000
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Epoch 41333/50000
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Epoch 41334/50000
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Epoch 41335/50000
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Epoch 41336/50000
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Epoch 41337/50000
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Epoch 41338/50000
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Epoch 41339/50000
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Epoch 41340/50000
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Epoch 41341/50000
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Epoch 41342/50000
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Epoch 41343/50000
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Epoch 41344/50000
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Epoch 41345/50000
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Epoch 41346/50000
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Epoch 41347/50000
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Epoch 41348/50000
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Epoch 41349/50000
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Epoch 41350/50000
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Epoch 41351/50000
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Epoch 41352/50000
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Epoch 41353/50000
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Epoch 41354/50000
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Epoch 41355/50000
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Epoch 41356/50000
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Epoch 41357/50000
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Epoch 41358/50000
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Epoch 41359/50000
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Epoch 41360/50000
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Epoch 41361/50000
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Epoch 41362/50000
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Epoch 41363/50000
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Epoch 41364/50000
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Epoch 41365/50000
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Epoch 41366/50000
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Epoch 41367/50000
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Epoch 41368/50000
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Epoch 41369/50000
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Epoch 41370/50000
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Epoch 41371/50000
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Epoch 41372/50000
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Epoch 41373/50000
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Epoch 41374/50000
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Epoch 41375/50000
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Epoch 41376/50000
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Epoch 41377/50000
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Epoch 41378/50000
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Epoch 41379/50000
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Epoch 41380/50000
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Epoch 41381/50000
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Epoch 41382/50000
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Epoch 41383/50000
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Epoch 41384/50000
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Epoch 41385/50000
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Epoch 41386/50000
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Epoch 41387/50000
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Epoch 41388/50000
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Epoch 41389/50000
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Epoch 41390/50000
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Epoch 41391/50000
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Epoch 41392/50000
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Epoch 41393/50000
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Epoch 41394/50000
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Epoch 41395/50000
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Epoch 41396/50000
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Epoch 41397/50000
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Epoch 41398/50000
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Epoch 41399/50000
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Epoch 41400/50000
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Epoch 41401/50000
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Epoch 41402/50000
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Epoch 41403/50000
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Epoch 41404/50000
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Epoch 41405/50000
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Epoch 41406/50000
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Epoch 41407/50000
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Epoch 41408/50000
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Epoch 41409/50000
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Epoch 41410/50000
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Epoch 41411/50000
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Epoch 41412/50000
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Epoch 41413/50000
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Epoch 41414/50000
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Epoch 41415/50000
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Epoch 41416/50000
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Epoch 41417/50000
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Epoch 41418/50000
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Epoch 41419/50000
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Epoch 41420/50000
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Epoch 41421/50000
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Epoch 41422/50000
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Epoch 41423/50000
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Epoch 41424/50000
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Epoch 41425/50000
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Epoch 41426/50000
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Epoch 41427/50000
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Epoch 41428/50000
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Epoch 41429/50000
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Epoch 41430/50000
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Epoch 41431/50000
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Epoch 41432/50000
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Epoch 41433/50000
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Epoch 41434/50000
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Epoch 41435/50000
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Epoch 41436/50000
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Epoch 41437/50000
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Epoch 41438/50000
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Epoch 41439/50000
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Epoch 41440/50000
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Epoch 41441/50000
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Epoch 41442/50000
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Epoch 41443/50000
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Epoch 41444/50000
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Epoch 41445/50000
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Epoch 41446/50000
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Epoch 41447/50000
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Epoch 41448/50000
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Epoch 41449/50000
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Epoch 41450/50000
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Epoch 41451/50000
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Epoch 41452/50000
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Epoch 41453/50000
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Epoch 41454/50000
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Epoch 41455/50000
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Epoch 41456/50000
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Epoch 41457/50000
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Epoch 41458/50000
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Epoch 41459/50000
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Epoch 41460/50000
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Epoch 41461/50000
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Epoch 41462/50000
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Epoch 41463/50000
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Epoch 41464/50000
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Epoch 41465/50000
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Epoch 41466/50000
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Epoch 41467/50000
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Epoch 41468/50000
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Epoch 41469/50000
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Epoch 41470/50000
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Epoch 41471/50000
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Epoch 41472/50000
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Epoch 41473/50000
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Epoch 41474/50000
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Epoch 41475/50000
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Epoch 41476/50000
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Epoch 41477/50000
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Epoch 41478/50000
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Epoch 41479/50000
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Epoch 41480/50000
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Epoch 41481/50000
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Epoch 41482/50000
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Epoch 41483/50000
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Epoch 41484/50000
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Epoch 41485/50000
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Epoch 41486/50000
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Epoch 41487/50000
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Epoch 41488/50000
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Epoch 41489/50000
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Epoch 41490/50000
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Epoch 41491/50000
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Epoch 41492/50000
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Epoch 41493/50000
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Epoch 41494/50000
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Epoch 41495/50000
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Epoch 41496/50000
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Epoch 41497/50000
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Epoch 41498/50000
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Epoch 41499/50000
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Epoch 41500/50000
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Epoch 41501/50000
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Epoch 41502/50000
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Epoch 41503/50000
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Epoch 41504/50000
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Epoch 41505/50000
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Epoch 41506/50000
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Epoch 41507/50000
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Epoch 41508/50000
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Epoch 41509/50000
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Epoch 41510/50000
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Epoch 41511/50000
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Epoch 41512/50000
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Epoch 41513/50000
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Epoch 41514/50000
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Epoch 41515/50000
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Epoch 41516/50000
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Epoch 41517/50000
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Epoch 41518/50000
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Epoch 41519/50000
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Epoch 41520/50000
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Epoch 41521/50000
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Epoch 41522/50000
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Epoch 41523/50000
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Epoch 41524/50000
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Epoch 41525/50000
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Epoch 41526/50000
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Epoch 41527/50000
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Epoch 41528/50000
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Epoch 41529/50000
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Epoch 41530/50000
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Epoch 41531/50000
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Epoch 41532/50000
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Epoch 41533/50000
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Epoch 41534/50000
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Epoch 41535/50000
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Epoch 41536/50000
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Epoch 41537/50000
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Epoch 41538/50000
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Epoch 41539/50000
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Epoch 41540/50000
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Epoch 41541/50000
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Epoch 41542/50000
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Epoch 41543/50000
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Epoch 41544/50000
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Epoch 41545/50000
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Epoch 41546/50000
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Epoch 41547/50000
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Epoch 41548/50000
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Epoch 41549/50000
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Epoch 41550/50000
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Epoch 41551/50000
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Epoch 41552/50000
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Epoch 41553/50000
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Epoch 41554/50000
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Epoch 41555/50000
discriminator loss: 1.341888 - generator loss: 0.776179 - 1s
Epoch 41556/50000
discriminator loss: 1.340617 - generator loss: 0.769613 - 1s
Epoch 41557/50000
discriminator loss: 1.325297 - generator loss: 0.774192 - 1s
Epoch 41558/50000
discriminator loss: 1.348904 - generator loss: 0.751314 - 1s
Epoch 41559/50000
discriminator loss: 1.336618 - generator loss: 0.767634 - 1s
Epoch 41560/50000
discriminator loss: 1.350873 - generator loss: 0.761887 - 1s
Epoch 41561/50000
discriminator loss: 1.337577 - generator loss: 0.765768 - 1s
Epoch 41562/50000
discriminator loss: 1.339583 - generator loss: 0.779086 - 1s
Epoch 41563/50000
discriminator loss: 1.326753 - generator loss: 0.779059 - 1s
Epoch 41564/50000
discriminator loss: 1.341410 - generator loss: 0.759208 - 1s
Epoch 41565/50000
discriminator loss: 1.342946 - generator loss: 0.767383 - 1s
Epoch 41566/50000
discriminator loss: 1.343600 - generator loss: 0.760531 - 1s
Epoch 41567/50000
discriminator loss: 1.344424 - generator loss: 0.763323 - 1s
Epoch 41568/50000
discriminator loss: 1.339741 - generator loss: 0.769469 - 1s
Epoch 41569/50000
discriminator loss: 1.342531 - generator loss: 0.763732 - 1s
Epoch 41570/50000
discriminator loss: 1.333026 - generator loss: 0.779566 - 1s
Epoch 41571/50000
discriminator loss: 1.340712 - generator loss: 0.770822 - 1s
Epoch 41572/50000
discriminator loss: 1.322253 - generator loss: 0.774518 - 1s
Epoch 41573/50000
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Epoch 41574/50000
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Epoch 41575/50000
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Epoch 41576/50000
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Epoch 41577/50000
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Epoch 41578/50000
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Epoch 41579/50000
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Epoch 41580/50000
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Epoch 41581/50000
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Epoch 41582/50000
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Epoch 41583/50000
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Epoch 41584/50000
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Epoch 41585/50000
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Epoch 41586/50000
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Epoch 41587/50000
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Epoch 41588/50000
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Epoch 41589/50000
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Epoch 41590/50000
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Epoch 41591/50000
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Epoch 41592/50000
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Epoch 41593/50000
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Epoch 41594/50000
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Epoch 41595/50000
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Epoch 41596/50000
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Epoch 41597/50000
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Epoch 41598/50000
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Epoch 41599/50000
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Epoch 41600/50000
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Epoch 41601/50000
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Epoch 41602/50000
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Epoch 41603/50000
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Epoch 41604/50000
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Epoch 41605/50000
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Epoch 41606/50000
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Epoch 41607/50000
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Epoch 41608/50000
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Epoch 41609/50000
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Epoch 41610/50000
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Epoch 41611/50000
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Epoch 41612/50000
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Epoch 41613/50000
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Epoch 41614/50000
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Epoch 41615/50000
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Epoch 41616/50000
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Epoch 41617/50000
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Epoch 41618/50000
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Epoch 41619/50000
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Epoch 41620/50000
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Epoch 41621/50000
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Epoch 41622/50000
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Epoch 41623/50000
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Epoch 41624/50000
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Epoch 41625/50000
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Epoch 41626/50000
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Epoch 41627/50000
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Epoch 41628/50000
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Epoch 41629/50000
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Epoch 41630/50000
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Epoch 41631/50000
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Epoch 41632/50000
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Epoch 41633/50000
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Epoch 41634/50000
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Epoch 41635/50000
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Epoch 41636/50000
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Epoch 41637/50000
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Epoch 41638/50000
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Epoch 41639/50000
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Epoch 41640/50000
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Epoch 41641/50000
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Epoch 41642/50000
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Epoch 41643/50000
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Epoch 41644/50000
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Epoch 41645/50000
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Epoch 41646/50000
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Epoch 41647/50000
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Epoch 41648/50000
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Epoch 41649/50000
discriminator loss: 1.328575 - generator loss: 0.772825 - 1s
Epoch 41650/50000
discriminator loss: 1.350280 - generator loss: 0.768184 - 1s
Epoch 41651/50000
discriminator loss: 1.337522 - generator loss: 0.768074 - 1s
Epoch 41652/50000
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Epoch 41653/50000
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Epoch 41654/50000
discriminator loss: 1.335108 - generator loss: 0.769179 - 1s
Epoch 41655/50000
discriminator loss: 1.326941 - generator loss: 0.778522 - 1s
Epoch 41656/50000
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Epoch 41657/50000
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Epoch 41658/50000
discriminator loss: 1.330311 - generator loss: 0.772355 - 1s
Epoch 41659/50000
discriminator loss: 1.341732 - generator loss: 0.776819 - 1s
Epoch 41660/50000
discriminator loss: 1.331340 - generator loss: 0.774167 - 1s
Epoch 41661/50000
discriminator loss: 1.336221 - generator loss: 0.760972 - 1s
Epoch 41662/50000
discriminator loss: 1.329697 - generator loss: 0.771427 - 1s
Epoch 41663/50000
discriminator loss: 1.347705 - generator loss: 0.767552 - 1s
Epoch 41664/50000
discriminator loss: 1.342915 - generator loss: 0.764339 - 1s
Epoch 41665/50000
discriminator loss: 1.341352 - generator loss: 0.764736 - 1s
Epoch 41666/50000
discriminator loss: 1.350106 - generator loss: 0.760975 - 1s
Epoch 41667/50000
discriminator loss: 1.339365 - generator loss: 0.762407 - 1s
Epoch 41668/50000
discriminator loss: 1.334806 - generator loss: 0.775871 - 1s
Epoch 41669/50000
discriminator loss: 1.335290 - generator loss: 0.767421 - 1s
Epoch 41670/50000
discriminator loss: 1.343195 - generator loss: 0.766320 - 1s
Epoch 41671/50000
discriminator loss: 1.342595 - generator loss: 0.762909 - 1s
Epoch 41672/50000
discriminator loss: 1.335167 - generator loss: 0.770057 - 1s
Epoch 41673/50000
discriminator loss: 1.340257 - generator loss: 0.778854 - 1s
Epoch 41674/50000
discriminator loss: 1.333288 - generator loss: 0.775302 - 1s
Epoch 41675/50000
discriminator loss: 1.345762 - generator loss: 0.767658 - 1s
Epoch 41676/50000
discriminator loss: 1.341177 - generator loss: 0.765128 - 1s
Epoch 41677/50000
discriminator loss: 1.342493 - generator loss: 0.757208 - 1s
Epoch 41678/50000
discriminator loss: 1.329581 - generator loss: 0.773181 - 1s
Epoch 41679/50000
discriminator loss: 1.334172 - generator loss: 0.772711 - 1s
Epoch 41680/50000
discriminator loss: 1.342881 - generator loss: 0.763034 - 1s
Epoch 41681/50000
discriminator loss: 1.347472 - generator loss: 0.763249 - 1s
Epoch 41682/50000
discriminator loss: 1.337970 - generator loss: 0.777173 - 1s
Epoch 41683/50000
discriminator loss: 1.341642 - generator loss: 0.763565 - 1s
Epoch 41684/50000
discriminator loss: 1.344521 - generator loss: 0.765246 - 1s
Epoch 41685/50000
discriminator loss: 1.335012 - generator loss: 0.765553 - 1s
Epoch 41686/50000
discriminator loss: 1.341656 - generator loss: 0.767134 - 1s
Epoch 41687/50000
discriminator loss: 1.337844 - generator loss: 0.770367 - 1s
Epoch 41688/50000
discriminator loss: 1.340846 - generator loss: 0.760977 - 1s
Epoch 41689/50000
discriminator loss: 1.346415 - generator loss: 0.765799 - 1s
Epoch 41690/50000
discriminator loss: 1.340217 - generator loss: 0.773310 - 1s
Epoch 41691/50000
discriminator loss: 1.341727 - generator loss: 0.756132 - 1s
Epoch 41692/50000
discriminator loss: 1.334162 - generator loss: 0.771425 - 1s
Epoch 41693/50000
discriminator loss: 1.340382 - generator loss: 0.763521 - 1s
Epoch 41694/50000
discriminator loss: 1.337724 - generator loss: 0.765669 - 1s
Epoch 41695/50000
discriminator loss: 1.338489 - generator loss: 0.777304 - 1s
Epoch 41696/50000
discriminator loss: 1.336604 - generator loss: 0.768668 - 1s
Epoch 41697/50000
discriminator loss: 1.336551 - generator loss: 0.768029 - 1s
Epoch 41698/50000
discriminator loss: 1.333756 - generator loss: 0.772143 - 1s
Epoch 41699/50000
discriminator loss: 1.342618 - generator loss: 0.765750 - 1s
Epoch 41700/50000
discriminator loss: 1.339537 - generator loss: 0.769380 - 1s
Epoch 41701/50000
discriminator loss: 1.341496 - generator loss: 0.766277 - 1s
Epoch 41702/50000
discriminator loss: 1.333289 - generator loss: 0.768861 - 1s
Epoch 41703/50000
discriminator loss: 1.331780 - generator loss: 0.770794 - 1s
Epoch 41704/50000
discriminator loss: 1.341757 - generator loss: 0.769455 - 1s
Epoch 41705/50000
discriminator loss: 1.336856 - generator loss: 0.772944 - 1s
Epoch 41706/50000
discriminator loss: 1.332628 - generator loss: 0.771375 - 1s
Epoch 41707/50000
discriminator loss: 1.332013 - generator loss: 0.771130 - 1s
Epoch 41708/50000
discriminator loss: 1.339269 - generator loss: 0.766953 - 1s
Epoch 41709/50000
discriminator loss: 1.339977 - generator loss: 0.766316 - 1s
Epoch 41710/50000
discriminator loss: 1.337103 - generator loss: 0.771985 - 1s
Epoch 41711/50000
discriminator loss: 1.343609 - generator loss: 0.769401 - 1s
Epoch 41712/50000
discriminator loss: 1.328119 - generator loss: 0.773723 - 1s
Epoch 41713/50000
discriminator loss: 1.338559 - generator loss: 0.770888 - 1s
Epoch 41714/50000
discriminator loss: 1.335140 - generator loss: 0.766336 - 1s
Epoch 41715/50000
discriminator loss: 1.329766 - generator loss: 0.778553 - 1s
Epoch 41716/50000
discriminator loss: 1.342973 - generator loss: 0.759355 - 1s
Epoch 41717/50000
discriminator loss: 1.329385 - generator loss: 0.775620 - 1s
Epoch 41718/50000
discriminator loss: 1.345679 - generator loss: 0.760247 - 1s
Epoch 41719/50000
discriminator loss: 1.336346 - generator loss: 0.775428 - 1s
Epoch 41720/50000
discriminator loss: 1.338232 - generator loss: 0.768068 - 1s
Epoch 41721/50000
discriminator loss: 1.345848 - generator loss: 0.765730 - 1s
Epoch 41722/50000
discriminator loss: 1.354380 - generator loss: 0.751871 - 1s
Epoch 41723/50000
discriminator loss: 1.332281 - generator loss: 0.778399 - 1s
Epoch 41724/50000
discriminator loss: 1.345114 - generator loss: 0.758772 - 1s
Epoch 41725/50000
discriminator loss: 1.347899 - generator loss: 0.762258 - 1s
Epoch 41726/50000
discriminator loss: 1.332139 - generator loss: 0.774181 - 1s
Epoch 41727/50000
discriminator loss: 1.338001 - generator loss: 0.767887 - 1s
Epoch 41728/50000
discriminator loss: 1.333601 - generator loss: 0.769722 - 1s
Epoch 41729/50000
discriminator loss: 1.347403 - generator loss: 0.758823 - 1s
Epoch 41730/50000
discriminator loss: 1.333634 - generator loss: 0.769138 - 1s
Epoch 41731/50000
discriminator loss: 1.319868 - generator loss: 0.779517 - 1s
Epoch 41732/50000
discriminator loss: 1.324206 - generator loss: 0.778382 - 1s
Epoch 41733/50000
discriminator loss: 1.327966 - generator loss: 0.779091 - 1s
Epoch 41734/50000
discriminator loss: 1.324180 - generator loss: 0.784112 - 1s
Epoch 41735/50000
discriminator loss: 1.337707 - generator loss: 0.762875 - 1s
Epoch 41736/50000
discriminator loss: 1.327734 - generator loss: 0.777559 - 1s
Epoch 41737/50000
discriminator loss: 1.322047 - generator loss: 0.784627 - 1s
Epoch 41738/50000
discriminator loss: 1.328064 - generator loss: 0.771025 - 1s
Epoch 41739/50000
discriminator loss: 1.325546 - generator loss: 0.776910 - 1s
Epoch 41740/50000
discriminator loss: 1.332100 - generator loss: 0.776589 - 1s
Epoch 41741/50000
discriminator loss: 1.319960 - generator loss: 0.775202 - 1s
Epoch 41742/50000
discriminator loss: 1.335255 - generator loss: 0.771994 - 1s
Epoch 41743/50000
discriminator loss: 1.334156 - generator loss: 0.770789 - 1s
Epoch 41744/50000
discriminator loss: 1.341240 - generator loss: 0.764712 - 1s
Epoch 41745/50000
discriminator loss: 1.338821 - generator loss: 0.765774 - 1s
Epoch 41746/50000
discriminator loss: 1.321988 - generator loss: 0.784719 - 1s
Epoch 41747/50000
discriminator loss: 1.341566 - generator loss: 0.761510 - 1s
Epoch 41748/50000
discriminator loss: 1.350056 - generator loss: 0.765009 - 1s
Epoch 41749/50000
discriminator loss: 1.334018 - generator loss: 0.772593 - 1s
Epoch 41750/50000
discriminator loss: 1.339550 - generator loss: 0.761983 - 1s
Epoch 41751/50000
discriminator loss: 1.337897 - generator loss: 0.769644 - 1s
Epoch 41752/50000
discriminator loss: 1.327553 - generator loss: 0.778527 - 1s
Epoch 41753/50000
discriminator loss: 1.327529 - generator loss: 0.771014 - 1s
Epoch 41754/50000
discriminator loss: 1.323474 - generator loss: 0.778146 - 1s
Epoch 41755/50000
discriminator loss: 1.322944 - generator loss: 0.782034 - 1s
Epoch 41756/50000
discriminator loss: 1.319449 - generator loss: 0.783718 - 1s
Epoch 41757/50000
discriminator loss: 1.324609 - generator loss: 0.778919 - 1s
Epoch 41758/50000
discriminator loss: 1.342458 - generator loss: 0.758129 - 1s
Epoch 41759/50000
discriminator loss: 1.338134 - generator loss: 0.768336 - 1s
Epoch 41760/50000
discriminator loss: 1.334785 - generator loss: 0.767136 - 1s
Epoch 41761/50000
discriminator loss: 1.337212 - generator loss: 0.774683 - 1s
Epoch 41762/50000
discriminator loss: 1.332441 - generator loss: 0.767315 - 1s
Epoch 41763/50000
discriminator loss: 1.331704 - generator loss: 0.782192 - 1s
Epoch 41764/50000
discriminator loss: 1.338032 - generator loss: 0.770974 - 1s
Epoch 41765/50000
discriminator loss: 1.341267 - generator loss: 0.767809 - 1s
Epoch 41766/50000
discriminator loss: 1.335526 - generator loss: 0.764249 - 1s
Epoch 41767/50000
discriminator loss: 1.349004 - generator loss: 0.763570 - 1s
Epoch 41768/50000
discriminator loss: 1.334864 - generator loss: 0.769492 - 1s
Epoch 41769/50000
discriminator loss: 1.338780 - generator loss: 0.769663 - 1s
Epoch 41770/50000
discriminator loss: 1.336061 - generator loss: 0.775005 - 1s
Epoch 41771/50000
discriminator loss: 1.346436 - generator loss: 0.768911 - 1s
Epoch 41772/50000
discriminator loss: 1.334983 - generator loss: 0.766873 - 1s
Epoch 41773/50000
discriminator loss: 1.338968 - generator loss: 0.771788 - 1s
Epoch 41774/50000
discriminator loss: 1.333387 - generator loss: 0.772587 - 1s
Epoch 41775/50000
discriminator loss: 1.330662 - generator loss: 0.771425 - 1s
Epoch 41776/50000
discriminator loss: 1.330519 - generator loss: 0.773049 - 1s
Epoch 41777/50000
discriminator loss: 1.332410 - generator loss: 0.777089 - 1s
Epoch 41778/50000
discriminator loss: 1.339211 - generator loss: 0.771013 - 1s
Epoch 41779/50000
discriminator loss: 1.322976 - generator loss: 0.787915 - 1s
Epoch 41780/50000
discriminator loss: 1.332015 - generator loss: 0.773719 - 1s
Epoch 41781/50000
discriminator loss: 1.328833 - generator loss: 0.770006 - 1s
Epoch 41782/50000
discriminator loss: 1.333477 - generator loss: 0.767588 - 1s
Epoch 41783/50000
discriminator loss: 1.334518 - generator loss: 0.765565 - 1s
Epoch 41784/50000
discriminator loss: 1.339462 - generator loss: 0.765483 - 1s
Epoch 41785/50000
discriminator loss: 1.331666 - generator loss: 0.780665 - 1s
Epoch 41786/50000
discriminator loss: 1.334362 - generator loss: 0.780189 - 1s
Epoch 41787/50000
discriminator loss: 1.328299 - generator loss: 0.771923 - 1s
Epoch 41788/50000
discriminator loss: 1.338753 - generator loss: 0.764078 - 1s
Epoch 41789/50000
discriminator loss: 1.343140 - generator loss: 0.761029 - 1s
Epoch 41790/50000
discriminator loss: 1.333895 - generator loss: 0.769858 - 1s
Epoch 41791/50000
discriminator loss: 1.337328 - generator loss: 0.770888 - 1s
Epoch 41792/50000
discriminator loss: 1.334375 - generator loss: 0.766985 - 1s
Epoch 41793/50000
discriminator loss: 1.338389 - generator loss: 0.770884 - 1s
Epoch 41794/50000
discriminator loss: 1.343701 - generator loss: 0.770657 - 1s
Epoch 41795/50000
discriminator loss: 1.343104 - generator loss: 0.773575 - 1s
Epoch 41796/50000
discriminator loss: 1.335074 - generator loss: 0.764715 - 1s
Epoch 41797/50000
discriminator loss: 1.343039 - generator loss: 0.757055 - 1s
Epoch 41798/50000
discriminator loss: 1.337415 - generator loss: 0.766001 - 1s
Epoch 41799/50000
discriminator loss: 1.327182 - generator loss: 0.780896 - 1s
Epoch 41800/50000
discriminator loss: 1.331988 - generator loss: 0.779919 - 1s
Epoch 41801/50000
discriminator loss: 1.336738 - generator loss: 0.768094 - 1s
Epoch 41802/50000
discriminator loss: 1.334845 - generator loss: 0.780663 - 1s
Epoch 41803/50000
discriminator loss: 1.342003 - generator loss: 0.758846 - 1s
Epoch 41804/50000
discriminator loss: 1.343211 - generator loss: 0.771421 - 1s
Epoch 41805/50000
discriminator loss: 1.338487 - generator loss: 0.764878 - 1s
Epoch 41806/50000
discriminator loss: 1.338778 - generator loss: 0.767941 - 1s
Epoch 41807/50000
discriminator loss: 1.333368 - generator loss: 0.768569 - 1s
Epoch 41808/50000
discriminator loss: 1.338269 - generator loss: 0.766547 - 1s
Epoch 41809/50000
discriminator loss: 1.333994 - generator loss: 0.779074 - 1s
Epoch 41810/50000
discriminator loss: 1.335694 - generator loss: 0.767915 - 1s
Epoch 41811/50000
discriminator loss: 1.345888 - generator loss: 0.761261 - 1s
Epoch 41812/50000
discriminator loss: 1.337992 - generator loss: 0.764842 - 1s
Epoch 41813/50000
discriminator loss: 1.339165 - generator loss: 0.772758 - 1s
Epoch 41814/50000
discriminator loss: 1.328105 - generator loss: 0.772698 - 1s
Epoch 41815/50000
discriminator loss: 1.338981 - generator loss: 0.765283 - 1s
Epoch 41816/50000
discriminator loss: 1.351404 - generator loss: 0.761480 - 1s
Epoch 41817/50000
discriminator loss: 1.345125 - generator loss: 0.768384 - 1s
Epoch 41818/50000
discriminator loss: 1.350005 - generator loss: 0.757506 - 1s
Epoch 41819/50000
discriminator loss: 1.340693 - generator loss: 0.768922 - 1s
Epoch 41820/50000
discriminator loss: 1.342963 - generator loss: 0.765848 - 1s
Epoch 41821/50000
discriminator loss: 1.320658 - generator loss: 0.788563 - 1s
Epoch 41822/50000
discriminator loss: 1.341268 - generator loss: 0.758901 - 1s
Epoch 41823/50000
discriminator loss: 1.339802 - generator loss: 0.768044 - 1s
Epoch 41824/50000
discriminator loss: 1.341091 - generator loss: 0.764634 - 1s
Epoch 41825/50000
discriminator loss: 1.339177 - generator loss: 0.763107 - 1s
Epoch 41826/50000
discriminator loss: 1.339430 - generator loss: 0.763873 - 1s
Epoch 41827/50000
discriminator loss: 1.337608 - generator loss: 0.776539 - 1s
Epoch 41828/50000
discriminator loss: 1.334464 - generator loss: 0.774754 - 1s
Epoch 41829/50000
discriminator loss: 1.328948 - generator loss: 0.778594 - 1s
Epoch 41830/50000
discriminator loss: 1.328374 - generator loss: 0.778948 - 1s
Epoch 41831/50000
discriminator loss: 1.326646 - generator loss: 0.771716 - 1s
Epoch 41832/50000
discriminator loss: 1.335060 - generator loss: 0.774246 - 1s
Epoch 41833/50000
discriminator loss: 1.337905 - generator loss: 0.762735 - 1s
Epoch 41834/50000
discriminator loss: 1.337781 - generator loss: 0.766009 - 1s
Epoch 41835/50000
discriminator loss: 1.343252 - generator loss: 0.769119 - 1s
Epoch 41836/50000
discriminator loss: 1.331942 - generator loss: 0.772324 - 1s
Epoch 41837/50000
discriminator loss: 1.336523 - generator loss: 0.779066 - 1s
Epoch 41838/50000
discriminator loss: 1.331123 - generator loss: 0.774205 - 1s
Epoch 41839/50000
discriminator loss: 1.322768 - generator loss: 0.771440 - 1s
Epoch 41840/50000
discriminator loss: 1.333564 - generator loss: 0.776177 - 1s
Epoch 41841/50000
discriminator loss: 1.334176 - generator loss: 0.766159 - 1s
Epoch 41842/50000
discriminator loss: 1.334800 - generator loss: 0.769141 - 1s
Epoch 41843/50000
discriminator loss: 1.333956 - generator loss: 0.768486 - 1s
Epoch 41844/50000
discriminator loss: 1.328938 - generator loss: 0.780708 - 1s
Epoch 41845/50000
discriminator loss: 1.341706 - generator loss: 0.774850 - 1s
Epoch 41846/50000
discriminator loss: 1.333426 - generator loss: 0.774896 - 1s
Epoch 41847/50000
discriminator loss: 1.340016 - generator loss: 0.761479 - 1s
Epoch 41848/50000
discriminator loss: 1.323407 - generator loss: 0.776353 - 1s
Epoch 41849/50000
discriminator loss: 1.322431 - generator loss: 0.778030 - 1s
Epoch 41850/50000
discriminator loss: 1.335118 - generator loss: 0.772764 - 1s
Epoch 41851/50000
discriminator loss: 1.335635 - generator loss: 0.761121 - 1s
Epoch 41852/50000
discriminator loss: 1.334547 - generator loss: 0.775788 - 1s
Epoch 41853/50000
discriminator loss: 1.325400 - generator loss: 0.784670 - 1s
Epoch 41854/50000
discriminator loss: 1.332300 - generator loss: 0.781358 - 1s
Epoch 41855/50000
discriminator loss: 1.332834 - generator loss: 0.772170 - 1s
Epoch 41856/50000
discriminator loss: 1.339858 - generator loss: 0.758926 - 1s
Epoch 41857/50000
discriminator loss: 1.330756 - generator loss: 0.774398 - 1s
Epoch 41858/50000
discriminator loss: 1.338811 - generator loss: 0.764417 - 1s
Epoch 41859/50000
discriminator loss: 1.337390 - generator loss: 0.777127 - 1s
Epoch 41860/50000
discriminator loss: 1.333892 - generator loss: 0.776243 - 1s
Epoch 41861/50000
discriminator loss: 1.342043 - generator loss: 0.759864 - 1s
Epoch 41862/50000
discriminator loss: 1.339527 - generator loss: 0.767329 - 1s
Epoch 41863/50000
discriminator loss: 1.338761 - generator loss: 0.773269 - 1s
Epoch 41864/50000
discriminator loss: 1.332186 - generator loss: 0.775309 - 1s
Epoch 41865/50000
discriminator loss: 1.329032 - generator loss: 0.775038 - 1s
Epoch 41866/50000
discriminator loss: 1.347491 - generator loss: 0.750994 - 1s
Epoch 41867/50000
discriminator loss: 1.342889 - generator loss: 0.763818 - 1s
Epoch 41868/50000
discriminator loss: 1.346899 - generator loss: 0.767697 - 1s
Epoch 41869/50000
discriminator loss: 1.336027 - generator loss: 0.773994 - 1s
Epoch 41870/50000
discriminator loss: 1.318266 - generator loss: 0.778120 - 1s
Epoch 41871/50000
discriminator loss: 1.337668 - generator loss: 0.765957 - 1s
Epoch 41872/50000
discriminator loss: 1.333338 - generator loss: 0.773247 - 1s
Epoch 41873/50000
discriminator loss: 1.343803 - generator loss: 0.765449 - 1s
Epoch 41874/50000
discriminator loss: 1.344665 - generator loss: 0.767225 - 1s
Epoch 41875/50000
discriminator loss: 1.333268 - generator loss: 0.770182 - 1s
Epoch 41876/50000
discriminator loss: 1.336681 - generator loss: 0.762473 - 1s
Epoch 41877/50000
discriminator loss: 1.343181 - generator loss: 0.766560 - 1s
Epoch 41878/50000
discriminator loss: 1.341983 - generator loss: 0.768116 - 1s
Epoch 41879/50000
discriminator loss: 1.347946 - generator loss: 0.764805 - 1s
Epoch 41880/50000
discriminator loss: 1.333277 - generator loss: 0.780951 - 1s
Epoch 41881/50000
discriminator loss: 1.345047 - generator loss: 0.753445 - 1s
Epoch 41882/50000
discriminator loss: 1.340009 - generator loss: 0.762956 - 1s
Epoch 41883/50000
discriminator loss: 1.338259 - generator loss: 0.766909 - 1s
Epoch 41884/50000
discriminator loss: 1.343526 - generator loss: 0.771489 - 1s
Epoch 41885/50000
discriminator loss: 1.346098 - generator loss: 0.770701 - 1s
Epoch 41886/50000
discriminator loss: 1.337775 - generator loss: 0.769739 - 1s
Epoch 41887/50000
discriminator loss: 1.341260 - generator loss: 0.769095 - 1s
Epoch 41888/50000
discriminator loss: 1.341389 - generator loss: 0.765525 - 1s
Epoch 41889/50000
discriminator loss: 1.334134 - generator loss: 0.766608 - 1s
Epoch 41890/50000
discriminator loss: 1.338915 - generator loss: 0.766133 - 1s
Epoch 41891/50000
discriminator loss: 1.323958 - generator loss: 0.779140 - 1s
Epoch 41892/50000
discriminator loss: 1.333160 - generator loss: 0.774759 - 1s
Epoch 41893/50000
discriminator loss: 1.326983 - generator loss: 0.772916 - 1s
Epoch 41894/50000
discriminator loss: 1.336024 - generator loss: 0.771572 - 1s
Epoch 41895/50000
discriminator loss: 1.346519 - generator loss: 0.764619 - 1s
Epoch 41896/50000
discriminator loss: 1.343455 - generator loss: 0.769761 - 1s
Epoch 41897/50000
discriminator loss: 1.333543 - generator loss: 0.765937 - 1s
Epoch 41898/50000
discriminator loss: 1.336455 - generator loss: 0.768620 - 1s
Epoch 41899/50000
discriminator loss: 1.338695 - generator loss: 0.768900 - 1s
Epoch 41900/50000
discriminator loss: 1.326154 - generator loss: 0.778378 - 1s
Epoch 41901/50000
discriminator loss: 1.340938 - generator loss: 0.767468 - 1s
Epoch 41902/50000
discriminator loss: 1.335405 - generator loss: 0.765563 - 1s
Epoch 41903/50000
discriminator loss: 1.347316 - generator loss: 0.773882 - 1s
Epoch 41904/50000
discriminator loss: 1.330216 - generator loss: 0.769751 - 1s
Epoch 41905/50000
discriminator loss: 1.337544 - generator loss: 0.768478 - 1s
Epoch 41906/50000
discriminator loss: 1.340528 - generator loss: 0.768360 - 1s
Epoch 41907/50000
discriminator loss: 1.341693 - generator loss: 0.761239 - 1s
Epoch 41908/50000
discriminator loss: 1.344999 - generator loss: 0.759994 - 1s
Epoch 41909/50000
discriminator loss: 1.341670 - generator loss: 0.773185 - 1s
Epoch 41910/50000
discriminator loss: 1.338625 - generator loss: 0.769914 - 1s
Epoch 41911/50000
discriminator loss: 1.330071 - generator loss: 0.778045 - 1s
Epoch 41912/50000
discriminator loss: 1.329368 - generator loss: 0.774517 - 1s
Epoch 41913/50000
discriminator loss: 1.336766 - generator loss: 0.764564 - 1s
Epoch 41914/50000
discriminator loss: 1.337853 - generator loss: 0.768320 - 1s
Epoch 41915/50000
discriminator loss: 1.336402 - generator loss: 0.768562 - 1s
Epoch 41916/50000
discriminator loss: 1.344676 - generator loss: 0.761952 - 1s
Epoch 41917/50000
discriminator loss: 1.325091 - generator loss: 0.787064 - 1s
Epoch 41918/50000
discriminator loss: 1.330920 - generator loss: 0.771052 - 1s
Epoch 41919/50000
discriminator loss: 1.337045 - generator loss: 0.768293 - 1s
Epoch 41920/50000
discriminator loss: 1.331598 - generator loss: 0.774698 - 1s
Epoch 41921/50000
discriminator loss: 1.330014 - generator loss: 0.767102 - 1s
Epoch 41922/50000
discriminator loss: 1.331052 - generator loss: 0.779237 - 1s
Epoch 41923/50000
discriminator loss: 1.336860 - generator loss: 0.766643 - 1s
Epoch 41924/50000
discriminator loss: 1.332564 - generator loss: 0.768454 - 1s
Epoch 41925/50000
discriminator loss: 1.334869 - generator loss: 0.770981 - 1s
Epoch 41926/50000
discriminator loss: 1.337016 - generator loss: 0.768550 - 1s
Epoch 41927/50000
discriminator loss: 1.331561 - generator loss: 0.777409 - 1s
Epoch 41928/50000
discriminator loss: 1.336669 - generator loss: 0.768469 - 1s
Epoch 41929/50000
discriminator loss: 1.328830 - generator loss: 0.770416 - 1s
Epoch 41930/50000
discriminator loss: 1.339783 - generator loss: 0.772936 - 1s
Epoch 41931/50000
discriminator loss: 1.324892 - generator loss: 0.779891 - 1s
Epoch 41932/50000
discriminator loss: 1.331163 - generator loss: 0.770299 - 1s
Epoch 41933/50000
discriminator loss: 1.338656 - generator loss: 0.769281 - 1s
Epoch 41934/50000
discriminator loss: 1.344072 - generator loss: 0.766374 - 1s
Epoch 41935/50000
discriminator loss: 1.334721 - generator loss: 0.761053 - 1s
Epoch 41936/50000
discriminator loss: 1.334764 - generator loss: 0.773509 - 1s
Epoch 41937/50000
discriminator loss: 1.339456 - generator loss: 0.765030 - 1s
Epoch 41938/50000
discriminator loss: 1.335457 - generator loss: 0.776508 - 1s
Epoch 41939/50000
discriminator loss: 1.337714 - generator loss: 0.770536 - 1s
Epoch 41940/50000
discriminator loss: 1.341235 - generator loss: 0.769746 - 1s
Epoch 41941/50000
discriminator loss: 1.338540 - generator loss: 0.770566 - 1s
Epoch 41942/50000
discriminator loss: 1.329863 - generator loss: 0.770217 - 1s
Epoch 41943/50000
discriminator loss: 1.336867 - generator loss: 0.765799 - 1s
Epoch 41944/50000
discriminator loss: 1.339441 - generator loss: 0.773082 - 1s
Epoch 41945/50000
discriminator loss: 1.332199 - generator loss: 0.776092 - 1s
Epoch 41946/50000
discriminator loss: 1.341064 - generator loss: 0.766234 - 1s
Epoch 41947/50000
discriminator loss: 1.337682 - generator loss: 0.767212 - 1s
Epoch 41948/50000
discriminator loss: 1.341361 - generator loss: 0.766266 - 1s
Epoch 41949/50000
discriminator loss: 1.342841 - generator loss: 0.768175 - 1s
Epoch 41950/50000
discriminator loss: 1.337407 - generator loss: 0.769990 - 1s
Epoch 41951/50000
discriminator loss: 1.342571 - generator loss: 0.763612 - 1s
Epoch 41952/50000
discriminator loss: 1.334725 - generator loss: 0.775827 - 1s
Epoch 41953/50000
discriminator loss: 1.337353 - generator loss: 0.762717 - 1s
Epoch 41954/50000
discriminator loss: 1.339343 - generator loss: 0.781067 - 1s
Epoch 41955/50000
discriminator loss: 1.332692 - generator loss: 0.777333 - 1s
Epoch 41956/50000
discriminator loss: 1.333187 - generator loss: 0.762734 - 1s
Epoch 41957/50000
discriminator loss: 1.340560 - generator loss: 0.764705 - 1s
Epoch 41958/50000
discriminator loss: 1.346513 - generator loss: 0.765482 - 1s
Epoch 41959/50000
discriminator loss: 1.329069 - generator loss: 0.774413 - 1s
Epoch 41960/50000
discriminator loss: 1.327923 - generator loss: 0.778587 - 1s
Epoch 41961/50000
discriminator loss: 1.328971 - generator loss: 0.775006 - 1s
Epoch 41962/50000
discriminator loss: 1.336511 - generator loss: 0.773883 - 1s
Epoch 41963/50000
discriminator loss: 1.330480 - generator loss: 0.778651 - 1s
Epoch 41964/50000
discriminator loss: 1.335161 - generator loss: 0.763253 - 1s
Epoch 41965/50000
discriminator loss: 1.332874 - generator loss: 0.773689 - 1s
Epoch 41966/50000
discriminator loss: 1.331801 - generator loss: 0.775293 - 1s
Epoch 41967/50000
discriminator loss: 1.342677 - generator loss: 0.765665 - 1s
Epoch 41968/50000
discriminator loss: 1.332205 - generator loss: 0.775682 - 1s
Epoch 41969/50000
discriminator loss: 1.338016 - generator loss: 0.771500 - 1s
Epoch 41970/50000
discriminator loss: 1.347629 - generator loss: 0.761386 - 1s
Epoch 41971/50000
discriminator loss: 1.330926 - generator loss: 0.774828 - 1s
Epoch 41972/50000
discriminator loss: 1.336248 - generator loss: 0.771531 - 1s
Epoch 41973/50000
discriminator loss: 1.345215 - generator loss: 0.764309 - 1s
Epoch 41974/50000
discriminator loss: 1.332593 - generator loss: 0.770786 - 1s
Epoch 41975/50000
discriminator loss: 1.334898 - generator loss: 0.771031 - 1s
Epoch 41976/50000
discriminator loss: 1.324905 - generator loss: 0.787892 - 1s
Epoch 41977/50000
discriminator loss: 1.336489 - generator loss: 0.772000 - 1s
Epoch 41978/50000
discriminator loss: 1.327897 - generator loss: 0.774363 - 1s
Epoch 41979/50000
discriminator loss: 1.336770 - generator loss: 0.775145 - 1s
Epoch 41980/50000
discriminator loss: 1.339906 - generator loss: 0.763503 - 1s
Epoch 41981/50000
discriminator loss: 1.338962 - generator loss: 0.781656 - 1s
Epoch 41982/50000
discriminator loss: 1.328962 - generator loss: 0.770723 - 1s
Epoch 41983/50000
discriminator loss: 1.336893 - generator loss: 0.768834 - 1s
Epoch 41984/50000
discriminator loss: 1.330660 - generator loss: 0.777181 - 1s
Epoch 41985/50000
discriminator loss: 1.327397 - generator loss: 0.773291 - 1s
Epoch 41986/50000
discriminator loss: 1.339187 - generator loss: 0.769349 - 1s
Epoch 41987/50000
discriminator loss: 1.335229 - generator loss: 0.775369 - 1s
Epoch 41988/50000
discriminator loss: 1.337948 - generator loss: 0.761769 - 1s
Epoch 41989/50000
discriminator loss: 1.339056 - generator loss: 0.765094 - 1s
Epoch 41990/50000
discriminator loss: 1.324924 - generator loss: 0.777128 - 1s
Epoch 41991/50000
discriminator loss: 1.341896 - generator loss: 0.771909 - 1s
Epoch 41992/50000
discriminator loss: 1.336097 - generator loss: 0.777851 - 1s
Epoch 41993/50000
discriminator loss: 1.325297 - generator loss: 0.772969 - 1s
Epoch 41994/50000
discriminator loss: 1.320908 - generator loss: 0.781284 - 1s
Epoch 41995/50000
discriminator loss: 1.320749 - generator loss: 0.781532 - 1s
Epoch 41996/50000
discriminator loss: 1.337821 - generator loss: 0.764370 - 1s
Epoch 41997/50000
discriminator loss: 1.326610 - generator loss: 0.774852 - 1s
Epoch 41998/50000
discriminator loss: 1.333068 - generator loss: 0.774179 - 1s
Epoch 41999/50000
discriminator loss: 1.339326 - generator loss: 0.770204 - 1s
Epoch 42000/50000
discriminator loss: 1.352627 - generator loss: 0.754261 - 1s
Epoch 42001/50000
discriminator loss: 1.339718 - generator loss: 0.766839 - 1s

Loss: 

Epoch 42002/50000
discriminator loss: 1.336433 - generator loss: 0.772265 - 1s
Epoch 42003/50000
discriminator loss: 1.337936 - generator loss: 0.760988 - 1s
Epoch 42004/50000
discriminator loss: 1.335459 - generator loss: 0.773528 - 1s
Epoch 42005/50000
discriminator loss: 1.340431 - generator loss: 0.774147 - 1s
Epoch 42006/50000
discriminator loss: 1.335694 - generator loss: 0.765927 - 1s
Epoch 42007/50000
discriminator loss: 1.349831 - generator loss: 0.762852 - 1s
Epoch 42008/50000
discriminator loss: 1.343495 - generator loss: 0.779047 - 1s
Epoch 42009/50000
discriminator loss: 1.345302 - generator loss: 0.760534 - 1s
Epoch 42010/50000
discriminator loss: 1.352812 - generator loss: 0.755182 - 1s
Epoch 42011/50000
discriminator loss: 1.338277 - generator loss: 0.769451 - 1s
Epoch 42012/50000
discriminator loss: 1.349509 - generator loss: 0.767261 - 1s
Epoch 42013/50000
discriminator loss: 1.334606 - generator loss: 0.769599 - 1s
Epoch 42014/50000
discriminator loss: 1.326533 - generator loss: 0.777067 - 1s
Epoch 42015/50000
discriminator loss: 1.323667 - generator loss: 0.767570 - 1s
Epoch 42016/50000
discriminator loss: 1.335278 - generator loss: 0.768072 - 1s
Epoch 42017/50000
discriminator loss: 1.341163 - generator loss: 0.771955 - 1s
Epoch 42018/50000
discriminator loss: 1.341272 - generator loss: 0.763996 - 1s
Epoch 42019/50000
discriminator loss: 1.346626 - generator loss: 0.761675 - 1s
Epoch 42020/50000
discriminator loss: 1.333962 - generator loss: 0.774998 - 1s
Epoch 42021/50000
discriminator loss: 1.329728 - generator loss: 0.770984 - 1s
Epoch 42022/50000
discriminator loss: 1.337394 - generator loss: 0.773513 - 1s
Epoch 42023/50000
discriminator loss: 1.341091 - generator loss: 0.772732 - 1s
Epoch 42024/50000
discriminator loss: 1.335911 - generator loss: 0.769647 - 1s
Epoch 42025/50000
discriminator loss: 1.342382 - generator loss: 0.763671 - 1s
Epoch 42026/50000
discriminator loss: 1.334191 - generator loss: 0.774686 - 1s
Epoch 42027/50000
discriminator loss: 1.330741 - generator loss: 0.778389 - 1s
Epoch 42028/50000
discriminator loss: 1.329753 - generator loss: 0.769711 - 1s
Epoch 42029/50000
discriminator loss: 1.330078 - generator loss: 0.781377 - 1s
Epoch 42030/50000
discriminator loss: 1.343504 - generator loss: 0.760941 - 1s
Epoch 42031/50000
discriminator loss: 1.334560 - generator loss: 0.770476 - 1s
Epoch 42032/50000
discriminator loss: 1.346996 - generator loss: 0.758877 - 1s
Epoch 42033/50000
discriminator loss: 1.333403 - generator loss: 0.773635 - 1s
Epoch 42034/50000
discriminator loss: 1.340644 - generator loss: 0.764939 - 1s
Epoch 42035/50000
discriminator loss: 1.336866 - generator loss: 0.767721 - 1s
Epoch 42036/50000
discriminator loss: 1.328680 - generator loss: 0.771084 - 1s
Epoch 42037/50000
discriminator loss: 1.332087 - generator loss: 0.776337 - 1s
Epoch 42038/50000
discriminator loss: 1.324749 - generator loss: 0.776814 - 1s
Epoch 42039/50000
discriminator loss: 1.342012 - generator loss: 0.765000 - 1s
Epoch 42040/50000
discriminator loss: 1.337178 - generator loss: 0.776288 - 1s
Epoch 42041/50000
discriminator loss: 1.338289 - generator loss: 0.760967 - 1s
Epoch 42042/50000
discriminator loss: 1.346523 - generator loss: 0.768963 - 1s
Epoch 42043/50000
discriminator loss: 1.338282 - generator loss: 0.768912 - 1s
Epoch 42044/50000
discriminator loss: 1.348273 - generator loss: 0.766278 - 1s
Epoch 42045/50000
discriminator loss: 1.342559 - generator loss: 0.769789 - 1s
Epoch 42046/50000
discriminator loss: 1.339188 - generator loss: 0.763573 - 1s
Epoch 42047/50000
discriminator loss: 1.336365 - generator loss: 0.770347 - 1s
Epoch 42048/50000
discriminator loss: 1.339976 - generator loss: 0.766005 - 1s
Epoch 42049/50000
discriminator loss: 1.334208 - generator loss: 0.775822 - 1s
Epoch 42050/50000
discriminator loss: 1.324056 - generator loss: 0.782144 - 1s
Epoch 42051/50000
discriminator loss: 1.306206 - generator loss: 0.788616 - 1s
Epoch 42052/50000
discriminator loss: 1.332531 - generator loss: 0.765311 - 1s
Epoch 42053/50000
discriminator loss: 1.341203 - generator loss: 0.772829 - 1s
Epoch 42054/50000
discriminator loss: 1.333892 - generator loss: 0.773985 - 1s
Epoch 42055/50000
discriminator loss: 1.327293 - generator loss: 0.773955 - 1s
Epoch 42056/50000
discriminator loss: 1.328716 - generator loss: 0.774417 - 1s
Epoch 42057/50000
discriminator loss: 1.339639 - generator loss: 0.762470 - 1s
Epoch 42058/50000
discriminator loss: 1.337129 - generator loss: 0.775718 - 1s
Epoch 42059/50000
discriminator loss: 1.336204 - generator loss: 0.769306 - 1s
Epoch 42060/50000
discriminator loss: 1.339419 - generator loss: 0.769859 - 1s
Epoch 42061/50000
discriminator loss: 1.326660 - generator loss: 0.767324 - 1s
Epoch 42062/50000
discriminator loss: 1.343369 - generator loss: 0.771629 - 1s
Epoch 42063/50000
discriminator loss: 1.342733 - generator loss: 0.760468 - 1s
Epoch 42064/50000
discriminator loss: 1.349182 - generator loss: 0.763657 - 1s
Epoch 42065/50000
discriminator loss: 1.343963 - generator loss: 0.762442 - 1s
Epoch 42066/50000
discriminator loss: 1.339708 - generator loss: 0.767510 - 1s
Epoch 42067/50000
discriminator loss: 1.338692 - generator loss: 0.774908 - 1s
Epoch 42068/50000
discriminator loss: 1.343049 - generator loss: 0.769192 - 1s
Epoch 42069/50000
discriminator loss: 1.334600 - generator loss: 0.769985 - 1s
Epoch 42070/50000
discriminator loss: 1.334416 - generator loss: 0.768630 - 1s
Epoch 42071/50000
discriminator loss: 1.331303 - generator loss: 0.779314 - 1s
Epoch 42072/50000
discriminator loss: 1.329560 - generator loss: 0.771556 - 1s
Epoch 42073/50000
discriminator loss: 1.322185 - generator loss: 0.780874 - 1s
Epoch 42074/50000
discriminator loss: 1.325093 - generator loss: 0.778837 - 1s
Epoch 42075/50000
discriminator loss: 1.332464 - generator loss: 0.772937 - 1s
Epoch 42076/50000
discriminator loss: 1.334481 - generator loss: 0.773996 - 1s
Epoch 42077/50000
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Epoch 42078/50000
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Epoch 42079/50000
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Epoch 42080/50000
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Epoch 42081/50000
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Epoch 42082/50000
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Epoch 42083/50000
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Epoch 42084/50000
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Epoch 42085/50000
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Epoch 42086/50000
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Epoch 42087/50000
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Epoch 42088/50000
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Epoch 42089/50000
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Epoch 42090/50000
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Epoch 42091/50000
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Epoch 42092/50000
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Epoch 42093/50000
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Epoch 42094/50000
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Epoch 42095/50000
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Epoch 42096/50000
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Epoch 42097/50000
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Epoch 42098/50000
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Epoch 42099/50000
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Epoch 42100/50000
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Epoch 42101/50000
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Epoch 42102/50000
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Epoch 42103/50000
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Epoch 42104/50000
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Epoch 42105/50000
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Epoch 42106/50000
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Epoch 42107/50000
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Epoch 42108/50000
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Epoch 42109/50000
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Epoch 42110/50000
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Epoch 42111/50000
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Epoch 42112/50000
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Epoch 42113/50000
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Epoch 42114/50000
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Epoch 42115/50000
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Epoch 42116/50000
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Epoch 42117/50000
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Epoch 42118/50000
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Epoch 42119/50000
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Epoch 42120/50000
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Epoch 42121/50000
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Epoch 42122/50000
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Epoch 42123/50000
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Epoch 42124/50000
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Epoch 42125/50000
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Epoch 42126/50000
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Epoch 42127/50000
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Epoch 42128/50000
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Epoch 42129/50000
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Epoch 42130/50000
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Epoch 42131/50000
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Epoch 42132/50000
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Epoch 42133/50000
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Epoch 42134/50000
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Epoch 42135/50000
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Epoch 42136/50000
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Epoch 42137/50000
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Epoch 42138/50000
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Epoch 42139/50000
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Epoch 42140/50000
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Epoch 42141/50000
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Epoch 42142/50000
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Epoch 42143/50000
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Epoch 42144/50000
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Epoch 42145/50000
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Epoch 42146/50000
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Epoch 42147/50000
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Epoch 42148/50000
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Epoch 42149/50000
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Epoch 42150/50000
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Epoch 42151/50000
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Epoch 42152/50000
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Epoch 42153/50000
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Epoch 42154/50000
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Epoch 42155/50000
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Epoch 42156/50000
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Epoch 42157/50000
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Epoch 42158/50000
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Epoch 42159/50000
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Epoch 42160/50000
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Epoch 42161/50000
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Epoch 42162/50000
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Epoch 42163/50000
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Epoch 42164/50000
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Epoch 42165/50000
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Epoch 42166/50000
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Epoch 42167/50000
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Epoch 42168/50000
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Epoch 42169/50000
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Epoch 42170/50000
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Epoch 42171/50000
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Epoch 42172/50000
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Epoch 42173/50000
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Epoch 42174/50000
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Epoch 42175/50000
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Epoch 42176/50000
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Epoch 42177/50000
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Epoch 42178/50000
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Epoch 42179/50000
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Epoch 42180/50000
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Epoch 42181/50000
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Epoch 42182/50000
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Epoch 42183/50000
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Epoch 42184/50000
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Epoch 42185/50000
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Epoch 42186/50000
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Epoch 42187/50000
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Epoch 42188/50000
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Epoch 42189/50000
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Epoch 42190/50000
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Epoch 42191/50000
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Epoch 42192/50000
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Epoch 42193/50000
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Epoch 42194/50000
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Epoch 42195/50000
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Epoch 42196/50000
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Epoch 42197/50000
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Epoch 42198/50000
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Epoch 42199/50000
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Epoch 42200/50000
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Epoch 42201/50000
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Epoch 42202/50000
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Epoch 42203/50000
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Epoch 42204/50000
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Epoch 42205/50000
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Epoch 42206/50000
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Epoch 42207/50000
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Epoch 42208/50000
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Epoch 42209/50000
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Epoch 42210/50000
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Epoch 42211/50000
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Epoch 42212/50000
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Epoch 42213/50000
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Epoch 42214/50000
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Epoch 42215/50000
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Epoch 42216/50000
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Epoch 42217/50000
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Epoch 42218/50000
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Epoch 42219/50000
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Epoch 42220/50000
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Epoch 42221/50000
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Epoch 42222/50000
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Epoch 42223/50000
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Epoch 42224/50000
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Epoch 42225/50000
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Epoch 42226/50000
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Epoch 42227/50000
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Epoch 42228/50000
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Epoch 42229/50000
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Epoch 42230/50000
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Epoch 42231/50000
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Epoch 42232/50000
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Epoch 42233/50000
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Epoch 42234/50000
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Epoch 42235/50000
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Epoch 42236/50000
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Epoch 42237/50000
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Epoch 42238/50000
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Epoch 42239/50000
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Epoch 42240/50000
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Epoch 42241/50000
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Epoch 42242/50000
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Epoch 42243/50000
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Epoch 42244/50000
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Epoch 42245/50000
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Epoch 42246/50000
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Epoch 42247/50000
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Epoch 42248/50000
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Epoch 42249/50000
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Epoch 42250/50000
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Epoch 42251/50000
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Epoch 42252/50000
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Epoch 42253/50000
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Epoch 42254/50000
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Epoch 42255/50000
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Epoch 42256/50000
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Epoch 42257/50000
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Epoch 42258/50000
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Epoch 42259/50000
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Epoch 42260/50000
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Epoch 42261/50000
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Epoch 42262/50000
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Epoch 42263/50000
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Epoch 42264/50000
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Epoch 42265/50000
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Epoch 42266/50000
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Epoch 42267/50000
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Epoch 42268/50000
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Epoch 42269/50000
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Epoch 42270/50000
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Epoch 42271/50000
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Epoch 42272/50000
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Epoch 42273/50000
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Epoch 42274/50000
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Epoch 42275/50000
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Epoch 42276/50000
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Epoch 42277/50000
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Epoch 42278/50000
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Epoch 42279/50000
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Epoch 42280/50000
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Epoch 42281/50000
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Epoch 42282/50000
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Epoch 42283/50000
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Epoch 42284/50000
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Epoch 42285/50000
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Epoch 42286/50000
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Epoch 42287/50000
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Epoch 42288/50000
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Epoch 42289/50000
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Epoch 42290/50000
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Epoch 42291/50000
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Epoch 42292/50000
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Epoch 42293/50000
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Epoch 42294/50000
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Epoch 42295/50000
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Epoch 42296/50000
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Epoch 42297/50000
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Epoch 42298/50000
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Epoch 42299/50000
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Epoch 42300/50000
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Epoch 42301/50000
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Epoch 42302/50000
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Epoch 42303/50000
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Epoch 42304/50000
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Epoch 42305/50000
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Epoch 42306/50000
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Epoch 42307/50000
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Epoch 42308/50000
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Epoch 42309/50000
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Epoch 42310/50000
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Epoch 42311/50000
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Epoch 42312/50000
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Epoch 42313/50000
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Epoch 42314/50000
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Epoch 42315/50000
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Epoch 42316/50000
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Epoch 42317/50000
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Epoch 42318/50000
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Epoch 42319/50000
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Epoch 42320/50000
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Epoch 42321/50000
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Epoch 42322/50000
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Epoch 42323/50000
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Epoch 42324/50000
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Epoch 42325/50000
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Epoch 42326/50000
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Epoch 42327/50000
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Epoch 42328/50000
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Epoch 42329/50000
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Epoch 42330/50000
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Epoch 42331/50000
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Epoch 42332/50000
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Epoch 42333/50000
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Epoch 42334/50000
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Epoch 42335/50000
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Epoch 42336/50000
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Epoch 42337/50000
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Epoch 42338/50000
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Epoch 42339/50000
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Epoch 42340/50000
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Epoch 42341/50000
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Epoch 42342/50000
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Epoch 42343/50000
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Epoch 42344/50000
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Epoch 42345/50000
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Epoch 42346/50000
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Epoch 42347/50000
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Epoch 42348/50000
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Epoch 42349/50000
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Epoch 42350/50000
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Epoch 42351/50000
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Epoch 42352/50000
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Epoch 42353/50000
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Epoch 42354/50000
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Epoch 42355/50000
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Epoch 42356/50000
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Epoch 42357/50000
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Epoch 42358/50000
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Epoch 42359/50000
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Epoch 42360/50000
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Epoch 42361/50000
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Epoch 42362/50000
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Epoch 42363/50000
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Epoch 42364/50000
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Epoch 42365/50000
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Epoch 42366/50000
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Epoch 42367/50000
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Epoch 42368/50000
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Epoch 42369/50000
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Epoch 42370/50000
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Epoch 42371/50000
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Epoch 42372/50000
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Epoch 42373/50000
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Epoch 42374/50000
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Epoch 42375/50000
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Epoch 42376/50000
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Epoch 42377/50000
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Epoch 42378/50000
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Epoch 42379/50000
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Epoch 42380/50000
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Epoch 42381/50000
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Epoch 42382/50000
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Epoch 42383/50000
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Epoch 42384/50000
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Epoch 42385/50000
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Epoch 42386/50000
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Epoch 42387/50000
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Epoch 42388/50000
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Epoch 42389/50000
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Epoch 42390/50000
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Epoch 42391/50000
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Epoch 42392/50000
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Epoch 42393/50000
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Epoch 42394/50000
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Epoch 42395/50000
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Epoch 42396/50000
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Epoch 42397/50000
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Epoch 42398/50000
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Epoch 42399/50000
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Epoch 42400/50000
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Epoch 42401/50000
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Epoch 42402/50000
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Epoch 42403/50000
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Epoch 42404/50000
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Epoch 42405/50000
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Epoch 42406/50000
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Epoch 42407/50000
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Epoch 42408/50000
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Epoch 42409/50000
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Epoch 42410/50000
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Epoch 42411/50000
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Epoch 42412/50000
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Epoch 42413/50000
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Epoch 42414/50000
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Epoch 42415/50000
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Epoch 42416/50000
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Epoch 42417/50000
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Epoch 42418/50000
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Epoch 42419/50000
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Epoch 42420/50000
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Epoch 42421/50000
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Epoch 42422/50000
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Epoch 42423/50000
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Epoch 42424/50000
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Epoch 42425/50000
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Epoch 42426/50000
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Epoch 42427/50000
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Epoch 42428/50000
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Epoch 42429/50000
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Epoch 42430/50000
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Epoch 42431/50000
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Epoch 42432/50000
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Epoch 42433/50000
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Epoch 42434/50000
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Epoch 42435/50000
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Epoch 42436/50000
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Epoch 42437/50000
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Epoch 42438/50000
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Epoch 42439/50000
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Epoch 42440/50000
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Epoch 42441/50000
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Epoch 42442/50000
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Epoch 42443/50000
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Epoch 42444/50000
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Epoch 42445/50000
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Epoch 42446/50000
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Epoch 42447/50000
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Epoch 42448/50000
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Epoch 42449/50000
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Epoch 42450/50000
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Epoch 42451/50000
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Epoch 42452/50000
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Epoch 42453/50000
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Epoch 42454/50000
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Epoch 42455/50000
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Epoch 42456/50000
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Epoch 42457/50000
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Epoch 42458/50000
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Epoch 42459/50000
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Epoch 42460/50000
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Epoch 42461/50000
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Epoch 42462/50000
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Epoch 42463/50000
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Epoch 42464/50000
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Epoch 42465/50000
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Epoch 42466/50000
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Epoch 42467/50000
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Epoch 42468/50000
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Epoch 42469/50000
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Epoch 42470/50000
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Epoch 42471/50000
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Epoch 42472/50000
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Epoch 42473/50000
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Epoch 42474/50000
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Epoch 42475/50000
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Epoch 42476/50000
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Epoch 42477/50000
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Epoch 42478/50000
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Epoch 42479/50000
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Epoch 42480/50000
discriminator loss: 1.340416 - generator loss: 0.767179 - 1s
Epoch 42481/50000
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Epoch 42482/50000
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Epoch 42483/50000
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Epoch 42484/50000
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Epoch 42485/50000
discriminator loss: 1.339116 - generator loss: 0.769452 - 1s
Epoch 42486/50000
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Epoch 42487/50000
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Epoch 42488/50000
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Epoch 42489/50000
discriminator loss: 1.337216 - generator loss: 0.775018 - 1s
Epoch 42490/50000
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Epoch 42491/50000
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Epoch 42492/50000
discriminator loss: 1.321754 - generator loss: 0.775478 - 1s
Epoch 42493/50000
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Epoch 42494/50000
discriminator loss: 1.340139 - generator loss: 0.766929 - 1s
Epoch 42495/50000
discriminator loss: 1.340300 - generator loss: 0.762397 - 1s
Epoch 42496/50000
discriminator loss: 1.330966 - generator loss: 0.778060 - 1s
Epoch 42497/50000
discriminator loss: 1.321579 - generator loss: 0.782858 - 1s
Epoch 42498/50000
discriminator loss: 1.329249 - generator loss: 0.771628 - 1s
Epoch 42499/50000
discriminator loss: 1.343843 - generator loss: 0.769145 - 1s
Epoch 42500/50000
discriminator loss: 1.338000 - generator loss: 0.766205 - 1s
Epoch 42501/50000
discriminator loss: 1.337386 - generator loss: 0.772304 - 1s
Epoch 42502/50000
discriminator loss: 1.336824 - generator loss: 0.769056 - 1s
Epoch 42503/50000
discriminator loss: 1.343543 - generator loss: 0.759236 - 1s
Epoch 42504/50000
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Epoch 42505/50000
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Epoch 42506/50000
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Epoch 42507/50000
discriminator loss: 1.340696 - generator loss: 0.763646 - 1s
Epoch 42508/50000
discriminator loss: 1.329136 - generator loss: 0.774877 - 1s
Epoch 42509/50000
discriminator loss: 1.341127 - generator loss: 0.768328 - 1s
Epoch 42510/50000
discriminator loss: 1.326584 - generator loss: 0.781126 - 1s
Epoch 42511/50000
discriminator loss: 1.321135 - generator loss: 0.785191 - 1s
Epoch 42512/50000
discriminator loss: 1.327896 - generator loss: 0.774299 - 1s
Epoch 42513/50000
discriminator loss: 1.334541 - generator loss: 0.769349 - 1s
Epoch 42514/50000
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Epoch 42515/50000
discriminator loss: 1.337479 - generator loss: 0.764415 - 1s
Epoch 42516/50000
discriminator loss: 1.330385 - generator loss: 0.773886 - 1s
Epoch 42517/50000
discriminator loss: 1.342639 - generator loss: 0.764519 - 1s
Epoch 42518/50000
discriminator loss: 1.342327 - generator loss: 0.764029 - 1s
Epoch 42519/50000
discriminator loss: 1.344653 - generator loss: 0.763223 - 1s
Epoch 42520/50000
discriminator loss: 1.345351 - generator loss: 0.769423 - 1s
Epoch 42521/50000
discriminator loss: 1.345790 - generator loss: 0.757497 - 1s
Epoch 42522/50000
discriminator loss: 1.341929 - generator loss: 0.767574 - 1s
Epoch 42523/50000
discriminator loss: 1.346514 - generator loss: 0.768119 - 1s
Epoch 42524/50000
discriminator loss: 1.353460 - generator loss: 0.761347 - 1s
Epoch 42525/50000
discriminator loss: 1.342152 - generator loss: 0.763725 - 1s
Epoch 42526/50000
discriminator loss: 1.337461 - generator loss: 0.769938 - 1s
Epoch 42527/50000
discriminator loss: 1.335978 - generator loss: 0.770597 - 1s
Epoch 42528/50000
discriminator loss: 1.338737 - generator loss: 0.769492 - 1s
Epoch 42529/50000
discriminator loss: 1.330865 - generator loss: 0.775338 - 1s
Epoch 42530/50000
discriminator loss: 1.339165 - generator loss: 0.766412 - 1s
Epoch 42531/50000
discriminator loss: 1.329214 - generator loss: 0.769164 - 1s
Epoch 42532/50000
discriminator loss: 1.337062 - generator loss: 0.774480 - 1s
Epoch 42533/50000
discriminator loss: 1.334826 - generator loss: 0.771850 - 1s
Epoch 42534/50000
discriminator loss: 1.331389 - generator loss: 0.782046 - 1s
Epoch 42535/50000
discriminator loss: 1.343982 - generator loss: 0.764783 - 1s
Epoch 42536/50000
discriminator loss: 1.338533 - generator loss: 0.768964 - 1s
Epoch 42537/50000
discriminator loss: 1.342961 - generator loss: 0.765000 - 1s
Epoch 42538/50000
discriminator loss: 1.328067 - generator loss: 0.780212 - 1s
Epoch 42539/50000
discriminator loss: 1.347721 - generator loss: 0.758451 - 1s
Epoch 42540/50000
discriminator loss: 1.332092 - generator loss: 0.771755 - 1s
Epoch 42541/50000
discriminator loss: 1.342242 - generator loss: 0.763884 - 1s
Epoch 42542/50000
discriminator loss: 1.346246 - generator loss: 0.757884 - 1s
Epoch 42543/50000
discriminator loss: 1.337486 - generator loss: 0.769992 - 1s
Epoch 42544/50000
discriminator loss: 1.331533 - generator loss: 0.772842 - 1s
Epoch 42545/50000
discriminator loss: 1.327747 - generator loss: 0.775580 - 1s
Epoch 42546/50000
discriminator loss: 1.341590 - generator loss: 0.771215 - 1s
Epoch 42547/50000
discriminator loss: 1.336683 - generator loss: 0.769935 - 1s
Epoch 42548/50000
discriminator loss: 1.342798 - generator loss: 0.766107 - 1s
Epoch 42549/50000
discriminator loss: 1.343878 - generator loss: 0.764577 - 1s
Epoch 42550/50000
discriminator loss: 1.331474 - generator loss: 0.770506 - 1s
Epoch 42551/50000
discriminator loss: 1.337587 - generator loss: 0.764167 - 1s
Epoch 42552/50000
discriminator loss: 1.355495 - generator loss: 0.758218 - 1s
Epoch 42553/50000
discriminator loss: 1.351412 - generator loss: 0.767072 - 1s
Epoch 42554/50000
discriminator loss: 1.338113 - generator loss: 0.772940 - 1s
Epoch 42555/50000
discriminator loss: 1.330004 - generator loss: 0.776610 - 1s
Epoch 42556/50000
discriminator loss: 1.341024 - generator loss: 0.763997 - 1s
Epoch 42557/50000
discriminator loss: 1.336503 - generator loss: 0.764925 - 1s
Epoch 42558/50000
discriminator loss: 1.339165 - generator loss: 0.766842 - 1s
Epoch 42559/50000
discriminator loss: 1.330122 - generator loss: 0.775859 - 1s
Epoch 42560/50000
discriminator loss: 1.328565 - generator loss: 0.777194 - 1s
Epoch 42561/50000
discriminator loss: 1.336578 - generator loss: 0.770875 - 1s
Epoch 42562/50000
discriminator loss: 1.335086 - generator loss: 0.765646 - 1s
Epoch 42563/50000
discriminator loss: 1.335914 - generator loss: 0.773314 - 1s
Epoch 42564/50000
discriminator loss: 1.329088 - generator loss: 0.775907 - 1s
Epoch 42565/50000
discriminator loss: 1.331757 - generator loss: 0.774676 - 1s
Epoch 42566/50000
discriminator loss: 1.328149 - generator loss: 0.771312 - 1s
Epoch 42567/50000
discriminator loss: 1.334845 - generator loss: 0.770281 - 1s
Epoch 42568/50000
discriminator loss: 1.337035 - generator loss: 0.772353 - 1s
Epoch 42569/50000
discriminator loss: 1.343517 - generator loss: 0.762740 - 1s
Epoch 42570/50000
discriminator loss: 1.343403 - generator loss: 0.766384 - 1s
Epoch 42571/50000
discriminator loss: 1.333623 - generator loss: 0.776099 - 1s
Epoch 42572/50000
discriminator loss: 1.344050 - generator loss: 0.765181 - 1s
Epoch 42573/50000
discriminator loss: 1.333665 - generator loss: 0.762164 - 1s
Epoch 42574/50000
discriminator loss: 1.332590 - generator loss: 0.770952 - 1s
Epoch 42575/50000
discriminator loss: 1.336814 - generator loss: 0.774830 - 1s
Epoch 42576/50000
discriminator loss: 1.324154 - generator loss: 0.781026 - 1s
Epoch 42577/50000
discriminator loss: 1.343912 - generator loss: 0.770636 - 1s
Epoch 42578/50000
discriminator loss: 1.336321 - generator loss: 0.769945 - 1s
Epoch 42579/50000
discriminator loss: 1.337333 - generator loss: 0.766527 - 1s
Epoch 42580/50000
discriminator loss: 1.346219 - generator loss: 0.769368 - 1s
Epoch 42581/50000
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Epoch 42582/50000
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Epoch 42583/50000
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Epoch 42584/50000
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Epoch 42585/50000
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Epoch 42586/50000
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Epoch 42587/50000
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Epoch 42588/50000
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Epoch 42589/50000
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Epoch 42590/50000
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Epoch 42591/50000
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Epoch 42592/50000
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Epoch 42593/50000
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Epoch 42594/50000
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Epoch 42595/50000
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Epoch 42596/50000
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Epoch 42597/50000
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Epoch 42598/50000
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Epoch 42599/50000
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Epoch 42600/50000
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Epoch 42601/50000
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Epoch 42602/50000
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Epoch 42603/50000
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Epoch 42604/50000
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Epoch 42605/50000
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Epoch 42606/50000
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Epoch 42607/50000
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Epoch 42608/50000
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Epoch 42609/50000
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Epoch 42610/50000
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Epoch 42611/50000
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Epoch 42612/50000
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Epoch 42613/50000
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Epoch 42614/50000
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Epoch 42615/50000
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Epoch 42616/50000
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Epoch 42617/50000
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Epoch 42618/50000
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Epoch 42619/50000
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Epoch 42620/50000
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Epoch 42621/50000
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Epoch 42622/50000
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Epoch 42623/50000
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Epoch 42624/50000
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Epoch 42625/50000
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Epoch 42626/50000
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Epoch 42627/50000
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Epoch 42628/50000
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Epoch 42629/50000
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Epoch 42630/50000
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Epoch 42631/50000
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Epoch 42632/50000
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Epoch 42633/50000
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Epoch 42634/50000
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Epoch 42635/50000
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Epoch 42636/50000
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Epoch 42637/50000
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Epoch 42638/50000
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Epoch 42639/50000
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Epoch 42640/50000
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Epoch 42641/50000
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Epoch 42642/50000
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Epoch 42643/50000
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Epoch 42644/50000
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Epoch 42645/50000
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Epoch 42646/50000
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Epoch 42647/50000
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Epoch 42648/50000
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Epoch 42649/50000
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Epoch 42650/50000
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Epoch 42651/50000
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Epoch 42652/50000
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Epoch 42653/50000
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Epoch 42654/50000
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Epoch 42655/50000
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Epoch 42656/50000
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Epoch 42657/50000
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Epoch 42658/50000
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Epoch 42659/50000
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Epoch 42660/50000
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Epoch 42661/50000
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Epoch 42662/50000
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Epoch 42663/50000
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Epoch 42664/50000
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Epoch 42665/50000
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Epoch 42666/50000
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Epoch 42667/50000
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Epoch 42668/50000
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Epoch 42669/50000
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Epoch 42670/50000
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Epoch 42671/50000
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Epoch 42672/50000
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Epoch 42673/50000
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Epoch 42674/50000
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Epoch 42675/50000
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Epoch 42676/50000
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Epoch 42677/50000
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Epoch 42678/50000
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Epoch 42679/50000
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Epoch 42680/50000
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Epoch 42681/50000
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Epoch 42682/50000
discriminator loss: 1.340999 - generator loss: 0.761300 - 1s
Epoch 42683/50000
discriminator loss: 1.344977 - generator loss: 0.770453 - 1s
Epoch 42684/50000
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Epoch 42685/50000
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Epoch 42686/50000
discriminator loss: 1.335294 - generator loss: 0.774191 - 1s
Epoch 42687/50000
discriminator loss: 1.330171 - generator loss: 0.766381 - 1s
Epoch 42688/50000
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Epoch 42689/50000
discriminator loss: 1.329455 - generator loss: 0.770766 - 1s
Epoch 42690/50000
discriminator loss: 1.337743 - generator loss: 0.771173 - 1s
Epoch 42691/50000
discriminator loss: 1.327589 - generator loss: 0.781487 - 1s
Epoch 42692/50000
discriminator loss: 1.325611 - generator loss: 0.772233 - 1s
Epoch 42693/50000
discriminator loss: 1.338636 - generator loss: 0.767643 - 1s
Epoch 42694/50000
discriminator loss: 1.328101 - generator loss: 0.776074 - 1s
Epoch 42695/50000
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Epoch 42696/50000
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Epoch 42697/50000
discriminator loss: 1.346268 - generator loss: 0.764486 - 1s
Epoch 42698/50000
discriminator loss: 1.335618 - generator loss: 0.772136 - 1s
Epoch 42699/50000
discriminator loss: 1.340098 - generator loss: 0.770321 - 1s
Epoch 42700/50000
discriminator loss: 1.334471 - generator loss: 0.770090 - 1s
Epoch 42701/50000
discriminator loss: 1.341777 - generator loss: 0.768912 - 1s
Epoch 42702/50000
discriminator loss: 1.321957 - generator loss: 0.778608 - 1s
Epoch 42703/50000
discriminator loss: 1.335629 - generator loss: 0.762270 - 1s
Epoch 42704/50000
discriminator loss: 1.335707 - generator loss: 0.768537 - 1s
Epoch 42705/50000
discriminator loss: 1.332190 - generator loss: 0.772229 - 1s
Epoch 42706/50000
discriminator loss: 1.337503 - generator loss: 0.778250 - 1s
Epoch 42707/50000
discriminator loss: 1.332405 - generator loss: 0.775686 - 1s
Epoch 42708/50000
discriminator loss: 1.336217 - generator loss: 0.767805 - 1s
Epoch 42709/50000
discriminator loss: 1.327702 - generator loss: 0.774377 - 1s
Epoch 42710/50000
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Epoch 42711/50000
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Epoch 42712/50000
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Epoch 42713/50000
discriminator loss: 1.327729 - generator loss: 0.779092 - 1s
Epoch 42714/50000
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Epoch 42715/50000
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Epoch 42716/50000
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Epoch 42717/50000
discriminator loss: 1.313904 - generator loss: 0.790909 - 1s
Epoch 42718/50000
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Epoch 42719/50000
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Epoch 42720/50000
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Epoch 42721/50000
discriminator loss: 1.331269 - generator loss: 0.770155 - 1s
Epoch 42722/50000
discriminator loss: 1.336243 - generator loss: 0.769739 - 1s
Epoch 42723/50000
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Epoch 42724/50000
discriminator loss: 1.340244 - generator loss: 0.769040 - 1s
Epoch 42725/50000
discriminator loss: 1.339500 - generator loss: 0.771218 - 1s
Epoch 42726/50000
discriminator loss: 1.328808 - generator loss: 0.775117 - 1s
Epoch 42727/50000
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Epoch 42728/50000
discriminator loss: 1.336606 - generator loss: 0.766571 - 1s
Epoch 42729/50000
discriminator loss: 1.330747 - generator loss: 0.769612 - 1s
Epoch 42730/50000
discriminator loss: 1.330814 - generator loss: 0.772129 - 1s
Epoch 42731/50000
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Epoch 42732/50000
discriminator loss: 1.333005 - generator loss: 0.771148 - 1s
Epoch 42733/50000
discriminator loss: 1.329558 - generator loss: 0.776244 - 1s
Epoch 42734/50000
discriminator loss: 1.336169 - generator loss: 0.766375 - 1s
Epoch 42735/50000
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Epoch 42736/50000
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Epoch 42737/50000
discriminator loss: 1.322811 - generator loss: 0.776248 - 1s
Epoch 42738/50000
discriminator loss: 1.320241 - generator loss: 0.786386 - 1s
Epoch 42739/50000
discriminator loss: 1.338706 - generator loss: 0.774538 - 1s
Epoch 42740/50000
discriminator loss: 1.337104 - generator loss: 0.761532 - 1s
Epoch 42741/50000
discriminator loss: 1.332693 - generator loss: 0.775832 - 1s
Epoch 42742/50000
discriminator loss: 1.327304 - generator loss: 0.776832 - 1s
Epoch 42743/50000
discriminator loss: 1.340752 - generator loss: 0.768334 - 1s
Epoch 42744/50000
discriminator loss: 1.334308 - generator loss: 0.776080 - 1s
Epoch 42745/50000
discriminator loss: 1.334656 - generator loss: 0.765305 - 1s
Epoch 42746/50000
discriminator loss: 1.336802 - generator loss: 0.767964 - 1s
Epoch 42747/50000
discriminator loss: 1.334749 - generator loss: 0.774756 - 1s
Epoch 42748/50000
discriminator loss: 1.330075 - generator loss: 0.778166 - 1s
Epoch 42749/50000
discriminator loss: 1.339272 - generator loss: 0.772005 - 1s
Epoch 42750/50000
discriminator loss: 1.342280 - generator loss: 0.766135 - 1s
Epoch 42751/50000
discriminator loss: 1.342577 - generator loss: 0.766883 - 1s
Epoch 42752/50000
discriminator loss: 1.343331 - generator loss: 0.767077 - 1s
Epoch 42753/50000
discriminator loss: 1.337245 - generator loss: 0.776079 - 1s
Epoch 42754/50000
discriminator loss: 1.321566 - generator loss: 0.773676 - 1s
Epoch 42755/50000
discriminator loss: 1.343010 - generator loss: 0.771710 - 1s
Epoch 42756/50000
discriminator loss: 1.336059 - generator loss: 0.768505 - 1s
Epoch 42757/50000
discriminator loss: 1.349115 - generator loss: 0.763883 - 1s
Epoch 42758/50000
discriminator loss: 1.344135 - generator loss: 0.764462 - 1s
Epoch 42759/50000
discriminator loss: 1.329862 - generator loss: 0.780843 - 1s
Epoch 42760/50000
discriminator loss: 1.332718 - generator loss: 0.769974 - 1s
Epoch 42761/50000
discriminator loss: 1.336069 - generator loss: 0.771512 - 1s
Epoch 42762/50000
discriminator loss: 1.338651 - generator loss: 0.763579 - 1s
Epoch 42763/50000
discriminator loss: 1.338532 - generator loss: 0.769468 - 1s
Epoch 42764/50000
discriminator loss: 1.343310 - generator loss: 0.770833 - 1s
Epoch 42765/50000
discriminator loss: 1.331183 - generator loss: 0.775553 - 1s
Epoch 42766/50000
discriminator loss: 1.341068 - generator loss: 0.760623 - 1s
Epoch 42767/50000
discriminator loss: 1.336220 - generator loss: 0.774811 - 1s
Epoch 42768/50000
discriminator loss: 1.331589 - generator loss: 0.770241 - 1s
Epoch 42769/50000
discriminator loss: 1.351251 - generator loss: 0.761877 - 1s
Epoch 42770/50000
discriminator loss: 1.347350 - generator loss: 0.765963 - 1s
Epoch 42771/50000
discriminator loss: 1.340094 - generator loss: 0.761808 - 1s
Epoch 42772/50000
discriminator loss: 1.348537 - generator loss: 0.760948 - 1s
Epoch 42773/50000
discriminator loss: 1.328173 - generator loss: 0.777034 - 1s
Epoch 42774/50000
discriminator loss: 1.331708 - generator loss: 0.777623 - 1s
Epoch 42775/50000
discriminator loss: 1.327693 - generator loss: 0.779076 - 1s
Epoch 42776/50000
discriminator loss: 1.331804 - generator loss: 0.779589 - 1s
Epoch 42777/50000
discriminator loss: 1.338412 - generator loss: 0.762042 - 1s
Epoch 42778/50000
discriminator loss: 1.344075 - generator loss: 0.767232 - 1s
Epoch 42779/50000
discriminator loss: 1.337690 - generator loss: 0.775721 - 1s
Epoch 42780/50000
discriminator loss: 1.343306 - generator loss: 0.767263 - 1s
Epoch 42781/50000
discriminator loss: 1.322008 - generator loss: 0.783642 - 1s
Epoch 42782/50000
discriminator loss: 1.337643 - generator loss: 0.769943 - 1s
Epoch 42783/50000
discriminator loss: 1.335888 - generator loss: 0.773470 - 1s
Epoch 42784/50000
discriminator loss: 1.333748 - generator loss: 0.776811 - 1s
Epoch 42785/50000
discriminator loss: 1.340371 - generator loss: 0.768941 - 1s
Epoch 42786/50000
discriminator loss: 1.338863 - generator loss: 0.764556 - 1s
Epoch 42787/50000
discriminator loss: 1.336273 - generator loss: 0.764963 - 1s
Epoch 42788/50000
discriminator loss: 1.336486 - generator loss: 0.768701 - 1s
Epoch 42789/50000
discriminator loss: 1.334507 - generator loss: 0.777772 - 1s
Epoch 42790/50000
discriminator loss: 1.340475 - generator loss: 0.774478 - 1s
Epoch 42791/50000
discriminator loss: 1.339258 - generator loss: 0.778601 - 1s
Epoch 42792/50000
discriminator loss: 1.334941 - generator loss: 0.774132 - 1s
Epoch 42793/50000
discriminator loss: 1.331127 - generator loss: 0.768514 - 1s
Epoch 42794/50000
discriminator loss: 1.335926 - generator loss: 0.772170 - 1s
Epoch 42795/50000
discriminator loss: 1.338713 - generator loss: 0.770847 - 1s
Epoch 42796/50000
discriminator loss: 1.324083 - generator loss: 0.775358 - 1s
Epoch 42797/50000
discriminator loss: 1.321390 - generator loss: 0.788849 - 1s
Epoch 42798/50000
discriminator loss: 1.315792 - generator loss: 0.782834 - 1s
Epoch 42799/50000
discriminator loss: 1.318873 - generator loss: 0.785353 - 1s
Epoch 42800/50000
discriminator loss: 1.327300 - generator loss: 0.775805 - 1s
Epoch 42801/50000
discriminator loss: 1.340451 - generator loss: 0.767220 - 1s
Epoch 42802/50000
discriminator loss: 1.336580 - generator loss: 0.772990 - 1s
Epoch 42803/50000
discriminator loss: 1.345206 - generator loss: 0.759179 - 1s
Epoch 42804/50000
discriminator loss: 1.339304 - generator loss: 0.765527 - 1s
Epoch 42805/50000
discriminator loss: 1.332232 - generator loss: 0.779550 - 1s
Epoch 42806/50000
discriminator loss: 1.331105 - generator loss: 0.774807 - 1s
Epoch 42807/50000
discriminator loss: 1.328583 - generator loss: 0.776955 - 1s
Epoch 42808/50000
discriminator loss: 1.347562 - generator loss: 0.762523 - 1s
Epoch 42809/50000
discriminator loss: 1.335519 - generator loss: 0.770121 - 1s
Epoch 42810/50000
discriminator loss: 1.328197 - generator loss: 0.777894 - 1s
Epoch 42811/50000
discriminator loss: 1.333021 - generator loss: 0.773618 - 1s
Epoch 42812/50000
discriminator loss: 1.347079 - generator loss: 0.758947 - 1s
Epoch 42813/50000
discriminator loss: 1.333628 - generator loss: 0.774633 - 1s
Epoch 42814/50000
discriminator loss: 1.342689 - generator loss: 0.762540 - 1s
Epoch 42815/50000
discriminator loss: 1.339047 - generator loss: 0.769003 - 1s
Epoch 42816/50000
discriminator loss: 1.329264 - generator loss: 0.782675 - 1s
Epoch 42817/50000
discriminator loss: 1.323948 - generator loss: 0.776157 - 1s
Epoch 42818/50000
discriminator loss: 1.323294 - generator loss: 0.783704 - 1s
Epoch 42819/50000
discriminator loss: 1.335582 - generator loss: 0.762199 - 1s
Epoch 42820/50000
discriminator loss: 1.337734 - generator loss: 0.769731 - 1s
Epoch 42821/50000
discriminator loss: 1.337179 - generator loss: 0.777154 - 1s
Epoch 42822/50000
discriminator loss: 1.344885 - generator loss: 0.766260 - 1s
Epoch 42823/50000
discriminator loss: 1.338401 - generator loss: 0.775573 - 1s
Epoch 42824/50000
discriminator loss: 1.330028 - generator loss: 0.774889 - 1s
Epoch 42825/50000
discriminator loss: 1.337310 - generator loss: 0.770140 - 1s
Epoch 42826/50000
discriminator loss: 1.331399 - generator loss: 0.772171 - 1s
Epoch 42827/50000
discriminator loss: 1.330130 - generator loss: 0.771777 - 1s
Epoch 42828/50000
discriminator loss: 1.327972 - generator loss: 0.781869 - 1s
Epoch 42829/50000
discriminator loss: 1.329016 - generator loss: 0.773391 - 1s
Epoch 42830/50000
discriminator loss: 1.337538 - generator loss: 0.767156 - 1s
Epoch 42831/50000
discriminator loss: 1.341235 - generator loss: 0.767032 - 1s
Epoch 42832/50000
discriminator loss: 1.321141 - generator loss: 0.778560 - 1s
Epoch 42833/50000
discriminator loss: 1.327801 - generator loss: 0.774717 - 1s
Epoch 42834/50000
discriminator loss: 1.332576 - generator loss: 0.777077 - 1s
Epoch 42835/50000
discriminator loss: 1.337683 - generator loss: 0.764453 - 1s
Epoch 42836/50000
discriminator loss: 1.336011 - generator loss: 0.773816 - 1s
Epoch 42837/50000
discriminator loss: 1.338501 - generator loss: 0.760126 - 1s
Epoch 42838/50000
discriminator loss: 1.335972 - generator loss: 0.770392 - 1s
Epoch 42839/50000
discriminator loss: 1.333317 - generator loss: 0.778405 - 1s
Epoch 42840/50000
discriminator loss: 1.335899 - generator loss: 0.766513 - 1s
Epoch 42841/50000
discriminator loss: 1.339193 - generator loss: 0.762700 - 1s
Epoch 42842/50000
discriminator loss: 1.344306 - generator loss: 0.771146 - 1s
Epoch 42843/50000
discriminator loss: 1.342735 - generator loss: 0.769758 - 1s
Epoch 42844/50000
discriminator loss: 1.336135 - generator loss: 0.768726 - 1s
Epoch 42845/50000
discriminator loss: 1.335868 - generator loss: 0.773137 - 1s
Epoch 42846/50000
discriminator loss: 1.325843 - generator loss: 0.770183 - 1s
Epoch 42847/50000
discriminator loss: 1.318166 - generator loss: 0.791026 - 1s
Epoch 42848/50000
discriminator loss: 1.340851 - generator loss: 0.761679 - 1s
Epoch 42849/50000
discriminator loss: 1.334593 - generator loss: 0.770852 - 1s
Epoch 42850/50000
discriminator loss: 1.338355 - generator loss: 0.766096 - 1s
Epoch 42851/50000
discriminator loss: 1.326912 - generator loss: 0.776888 - 1s
Epoch 42852/50000
discriminator loss: 1.340506 - generator loss: 0.765715 - 1s
Epoch 42853/50000
discriminator loss: 1.326260 - generator loss: 0.779175 - 1s
Epoch 42854/50000
discriminator loss: 1.341608 - generator loss: 0.760594 - 1s
Epoch 42855/50000
discriminator loss: 1.347426 - generator loss: 0.763771 - 1s
Epoch 42856/50000
discriminator loss: 1.345899 - generator loss: 0.761514 - 1s
Epoch 42857/50000
discriminator loss: 1.347316 - generator loss: 0.758792 - 1s
Epoch 42858/50000
discriminator loss: 1.339315 - generator loss: 0.772163 - 1s
Epoch 42859/50000
discriminator loss: 1.340771 - generator loss: 0.770348 - 1s
Epoch 42860/50000
discriminator loss: 1.331806 - generator loss: 0.782087 - 1s
Epoch 42861/50000
discriminator loss: 1.337646 - generator loss: 0.767472 - 1s
Epoch 42862/50000
discriminator loss: 1.334991 - generator loss: 0.764545 - 1s
Epoch 42863/50000
discriminator loss: 1.332552 - generator loss: 0.775172 - 1s
Epoch 42864/50000
discriminator loss: 1.345563 - generator loss: 0.762418 - 1s
Epoch 42865/50000
discriminator loss: 1.342396 - generator loss: 0.759312 - 1s
Epoch 42866/50000
discriminator loss: 1.333440 - generator loss: 0.779657 - 1s
Epoch 42867/50000
discriminator loss: 1.334059 - generator loss: 0.774949 - 1s
Epoch 42868/50000
discriminator loss: 1.333230 - generator loss: 0.770775 - 1s
Epoch 42869/50000
discriminator loss: 1.332327 - generator loss: 0.774947 - 1s
Epoch 42870/50000
discriminator loss: 1.322005 - generator loss: 0.784823 - 1s
Epoch 42871/50000
discriminator loss: 1.316990 - generator loss: 0.776710 - 1s
Epoch 42872/50000
discriminator loss: 1.331623 - generator loss: 0.777027 - 1s
Epoch 42873/50000
discriminator loss: 1.331256 - generator loss: 0.772325 - 1s
Epoch 42874/50000
discriminator loss: 1.328456 - generator loss: 0.783890 - 1s
Epoch 42875/50000
discriminator loss: 1.325649 - generator loss: 0.785840 - 1s
Epoch 42876/50000
discriminator loss: 1.315836 - generator loss: 0.777237 - 1s
Epoch 42877/50000
discriminator loss: 1.318481 - generator loss: 0.783230 - 1s
Epoch 42878/50000
discriminator loss: 1.331140 - generator loss: 0.774163 - 1s
Epoch 42879/50000
discriminator loss: 1.339636 - generator loss: 0.759953 - 1s
Epoch 42880/50000
discriminator loss: 1.335045 - generator loss: 0.769370 - 1s
Epoch 42881/50000
discriminator loss: 1.334848 - generator loss: 0.780357 - 1s
Epoch 42882/50000
discriminator loss: 1.337923 - generator loss: 0.775184 - 1s
Epoch 42883/50000
discriminator loss: 1.329477 - generator loss: 0.776170 - 1s
Epoch 42884/50000
discriminator loss: 1.328569 - generator loss: 0.773699 - 1s
Epoch 42885/50000
discriminator loss: 1.332718 - generator loss: 0.767386 - 1s
Epoch 42886/50000
discriminator loss: 1.334270 - generator loss: 0.778662 - 1s
Epoch 42887/50000
discriminator loss: 1.328208 - generator loss: 0.780312 - 1s
Epoch 42888/50000
discriminator loss: 1.340313 - generator loss: 0.761548 - 1s
Epoch 42889/50000
discriminator loss: 1.328444 - generator loss: 0.776567 - 1s
Epoch 42890/50000
discriminator loss: 1.339137 - generator loss: 0.769316 - 1s
Epoch 42891/50000
discriminator loss: 1.346963 - generator loss: 0.764831 - 1s
Epoch 42892/50000
discriminator loss: 1.331074 - generator loss: 0.781472 - 1s
Epoch 42893/50000
discriminator loss: 1.340143 - generator loss: 0.775153 - 1s
Epoch 42894/50000
discriminator loss: 1.333712 - generator loss: 0.762394 - 1s
Epoch 42895/50000
discriminator loss: 1.344269 - generator loss: 0.766921 - 1s
Epoch 42896/50000
discriminator loss: 1.338412 - generator loss: 0.769249 - 1s
Epoch 42897/50000
discriminator loss: 1.337895 - generator loss: 0.777369 - 1s
Epoch 42898/50000
discriminator loss: 1.326572 - generator loss: 0.780994 - 1s
Epoch 42899/50000
discriminator loss: 1.330281 - generator loss: 0.770071 - 1s
Epoch 42900/50000
discriminator loss: 1.327312 - generator loss: 0.776037 - 1s
Epoch 42901/50000
discriminator loss: 1.336832 - generator loss: 0.769889 - 1s
Epoch 42902/50000
discriminator loss: 1.339774 - generator loss: 0.767720 - 1s
Epoch 42903/50000
discriminator loss: 1.327734 - generator loss: 0.783293 - 1s
Epoch 42904/50000
discriminator loss: 1.346668 - generator loss: 0.758309 - 1s
Epoch 42905/50000
discriminator loss: 1.342873 - generator loss: 0.768730 - 1s
Epoch 42906/50000
discriminator loss: 1.346701 - generator loss: 0.761008 - 1s
Epoch 42907/50000
discriminator loss: 1.342520 - generator loss: 0.774962 - 1s
Epoch 42908/50000
discriminator loss: 1.329144 - generator loss: 0.773647 - 1s
Epoch 42909/50000
discriminator loss: 1.331615 - generator loss: 0.772058 - 1s
Epoch 42910/50000
discriminator loss: 1.320942 - generator loss: 0.777400 - 1s
Epoch 42911/50000
discriminator loss: 1.331764 - generator loss: 0.777909 - 1s
Epoch 42912/50000
discriminator loss: 1.340626 - generator loss: 0.769104 - 1s
Epoch 42913/50000
discriminator loss: 1.332626 - generator loss: 0.770844 - 1s
Epoch 42914/50000
discriminator loss: 1.349316 - generator loss: 0.761231 - 1s
Epoch 42915/50000
discriminator loss: 1.343867 - generator loss: 0.760220 - 1s
Epoch 42916/50000
discriminator loss: 1.340008 - generator loss: 0.771032 - 1s
Epoch 42917/50000
discriminator loss: 1.337268 - generator loss: 0.777291 - 1s
Epoch 42918/50000
discriminator loss: 1.335676 - generator loss: 0.771166 - 1s
Epoch 42919/50000
discriminator loss: 1.331351 - generator loss: 0.770828 - 1s
Epoch 42920/50000
discriminator loss: 1.331945 - generator loss: 0.775779 - 1s
Epoch 42921/50000
discriminator loss: 1.349091 - generator loss: 0.766392 - 1s
Epoch 42922/50000
discriminator loss: 1.331385 - generator loss: 0.768831 - 1s
Epoch 42923/50000
discriminator loss: 1.341009 - generator loss: 0.768337 - 1s
Epoch 42924/50000
discriminator loss: 1.334394 - generator loss: 0.769264 - 1s
Epoch 42925/50000
discriminator loss: 1.336487 - generator loss: 0.764990 - 1s
Epoch 42926/50000
discriminator loss: 1.334702 - generator loss: 0.776903 - 1s
Epoch 42927/50000
discriminator loss: 1.344835 - generator loss: 0.763551 - 1s
Epoch 42928/50000
discriminator loss: 1.347369 - generator loss: 0.761054 - 1s
Epoch 42929/50000
discriminator loss: 1.350747 - generator loss: 0.761736 - 1s
Epoch 42930/50000
discriminator loss: 1.337184 - generator loss: 0.776797 - 1s
Epoch 42931/50000
discriminator loss: 1.328701 - generator loss: 0.781066 - 1s
Epoch 42932/50000
discriminator loss: 1.351538 - generator loss: 0.755928 - 1s
Epoch 42933/50000
discriminator loss: 1.336975 - generator loss: 0.773018 - 1s
Epoch 42934/50000
discriminator loss: 1.336614 - generator loss: 0.778687 - 1s
Epoch 42935/50000
discriminator loss: 1.333837 - generator loss: 0.768988 - 1s
Epoch 42936/50000
discriminator loss: 1.344456 - generator loss: 0.768368 - 1s
Epoch 42937/50000
discriminator loss: 1.330805 - generator loss: 0.772039 - 1s
Epoch 42938/50000
discriminator loss: 1.327981 - generator loss: 0.780963 - 1s
Epoch 42939/50000
discriminator loss: 1.338542 - generator loss: 0.771286 - 1s
Epoch 42940/50000
discriminator loss: 1.331866 - generator loss: 0.775595 - 1s
Epoch 42941/50000
discriminator loss: 1.339189 - generator loss: 0.762497 - 1s
Epoch 42942/50000
discriminator loss: 1.343311 - generator loss: 0.766237 - 1s
Epoch 42943/50000
discriminator loss: 1.336475 - generator loss: 0.774661 - 1s
Epoch 42944/50000
discriminator loss: 1.348436 - generator loss: 0.770335 - 1s
Epoch 42945/50000
discriminator loss: 1.321175 - generator loss: 0.779344 - 1s
Epoch 42946/50000
discriminator loss: 1.336868 - generator loss: 0.768142 - 1s
Epoch 42947/50000
discriminator loss: 1.333710 - generator loss: 0.766959 - 1s
Epoch 42948/50000
discriminator loss: 1.344682 - generator loss: 0.767680 - 1s
Epoch 42949/50000
discriminator loss: 1.326276 - generator loss: 0.779439 - 1s
Epoch 42950/50000
discriminator loss: 1.329850 - generator loss: 0.778172 - 1s
Epoch 42951/50000
discriminator loss: 1.329557 - generator loss: 0.777050 - 1s
Epoch 42952/50000
discriminator loss: 1.331661 - generator loss: 0.767910 - 1s
Epoch 42953/50000
discriminator loss: 1.330171 - generator loss: 0.773457 - 1s
Epoch 42954/50000
discriminator loss: 1.335972 - generator loss: 0.774502 - 1s
Epoch 42955/50000
discriminator loss: 1.320522 - generator loss: 0.778028 - 1s
Epoch 42956/50000
discriminator loss: 1.324915 - generator loss: 0.768451 - 1s
Epoch 42957/50000
discriminator loss: 1.332344 - generator loss: 0.776451 - 1s
Epoch 42958/50000
discriminator loss: 1.349310 - generator loss: 0.760269 - 1s
Epoch 42959/50000
discriminator loss: 1.336347 - generator loss: 0.778056 - 1s
Epoch 42960/50000
discriminator loss: 1.338622 - generator loss: 0.769119 - 1s
Epoch 42961/50000
discriminator loss: 1.331048 - generator loss: 0.771410 - 1s
Epoch 42962/50000
discriminator loss: 1.342925 - generator loss: 0.759125 - 1s
Epoch 42963/50000
discriminator loss: 1.331060 - generator loss: 0.778464 - 1s
Epoch 42964/50000
discriminator loss: 1.325886 - generator loss: 0.773924 - 1s
Epoch 42965/50000
discriminator loss: 1.334619 - generator loss: 0.774185 - 1s
Epoch 42966/50000
discriminator loss: 1.335250 - generator loss: 0.766633 - 1s
Epoch 42967/50000
discriminator loss: 1.329529 - generator loss: 0.774612 - 1s
Epoch 42968/50000
discriminator loss: 1.327869 - generator loss: 0.771972 - 1s
Epoch 42969/50000
discriminator loss: 1.338701 - generator loss: 0.778215 - 1s
Epoch 42970/50000
discriminator loss: 1.334421 - generator loss: 0.768707 - 1s
Epoch 42971/50000
discriminator loss: 1.344161 - generator loss: 0.766315 - 1s
Epoch 42972/50000
discriminator loss: 1.339458 - generator loss: 0.767534 - 1s
Epoch 42973/50000
discriminator loss: 1.330319 - generator loss: 0.777639 - 1s
Epoch 42974/50000
discriminator loss: 1.326493 - generator loss: 0.779966 - 1s
Epoch 42975/50000
discriminator loss: 1.331015 - generator loss: 0.771177 - 1s
Epoch 42976/50000
discriminator loss: 1.329935 - generator loss: 0.769808 - 1s
Epoch 42977/50000
discriminator loss: 1.330132 - generator loss: 0.778905 - 1s
Epoch 42978/50000
discriminator loss: 1.339945 - generator loss: 0.765717 - 1s
Epoch 42979/50000
discriminator loss: 1.341194 - generator loss: 0.764727 - 1s
Epoch 42980/50000
discriminator loss: 1.351594 - generator loss: 0.765465 - 1s
Epoch 42981/50000
discriminator loss: 1.340565 - generator loss: 0.766154 - 1s
Epoch 42982/50000
discriminator loss: 1.330417 - generator loss: 0.780142 - 1s
Epoch 42983/50000
discriminator loss: 1.336962 - generator loss: 0.769701 - 1s
Epoch 42984/50000
discriminator loss: 1.335012 - generator loss: 0.771572 - 1s
Epoch 42985/50000
discriminator loss: 1.338278 - generator loss: 0.769252 - 1s
Epoch 42986/50000
discriminator loss: 1.342148 - generator loss: 0.766472 - 1s
Epoch 42987/50000
discriminator loss: 1.339724 - generator loss: 0.764951 - 1s
Epoch 42988/50000
discriminator loss: 1.333169 - generator loss: 0.766829 - 1s
Epoch 42989/50000
discriminator loss: 1.337176 - generator loss: 0.773106 - 1s
Epoch 42990/50000
discriminator loss: 1.342700 - generator loss: 0.767118 - 1s
Epoch 42991/50000
discriminator loss: 1.328558 - generator loss: 0.781719 - 1s
Epoch 42992/50000
discriminator loss: 1.322097 - generator loss: 0.776899 - 1s
Epoch 42993/50000
discriminator loss: 1.338802 - generator loss: 0.773748 - 1s
Epoch 42994/50000
discriminator loss: 1.324324 - generator loss: 0.769959 - 1s
Epoch 42995/50000
discriminator loss: 1.344847 - generator loss: 0.771138 - 1s
Epoch 42996/50000
discriminator loss: 1.334749 - generator loss: 0.774944 - 1s
Epoch 42997/50000
discriminator loss: 1.346069 - generator loss: 0.767762 - 1s
Epoch 42998/50000
discriminator loss: 1.329399 - generator loss: 0.773321 - 1s
Epoch 42999/50000
discriminator loss: 1.321894 - generator loss: 0.772518 - 1s
Epoch 43000/50000
discriminator loss: 1.331190 - generator loss: 0.782163 - 1s
Epoch 43001/50000
discriminator loss: 1.340673 - generator loss: 0.767596 - 1s

Loss: 

Epoch 43002/50000
discriminator loss: 1.341986 - generator loss: 0.760879 - 1s
Epoch 43003/50000
discriminator loss: 1.328260 - generator loss: 0.776413 - 1s
Epoch 43004/50000
discriminator loss: 1.323372 - generator loss: 0.787168 - 1s
Epoch 43005/50000
discriminator loss: 1.325639 - generator loss: 0.776719 - 1s
Epoch 43006/50000
discriminator loss: 1.322292 - generator loss: 0.780437 - 1s
Epoch 43007/50000
discriminator loss: 1.338415 - generator loss: 0.767181 - 1s
Epoch 43008/50000
discriminator loss: 1.340793 - generator loss: 0.768147 - 1s
Epoch 43009/50000
discriminator loss: 1.331784 - generator loss: 0.780741 - 1s
Epoch 43010/50000
discriminator loss: 1.332268 - generator loss: 0.767593 - 1s
Epoch 43011/50000
discriminator loss: 1.342830 - generator loss: 0.777108 - 1s
Epoch 43012/50000
discriminator loss: 1.339271 - generator loss: 0.765867 - 1s
Epoch 43013/50000
discriminator loss: 1.339112 - generator loss: 0.765279 - 1s
Epoch 43014/50000
discriminator loss: 1.331792 - generator loss: 0.779204 - 1s
Epoch 43015/50000
discriminator loss: 1.337046 - generator loss: 0.782208 - 1s
Epoch 43016/50000
discriminator loss: 1.327071 - generator loss: 0.776283 - 1s
Epoch 43017/50000
discriminator loss: 1.341378 - generator loss: 0.767472 - 1s
Epoch 43018/50000
discriminator loss: 1.329081 - generator loss: 0.781623 - 1s
Epoch 43019/50000
discriminator loss: 1.331694 - generator loss: 0.775295 - 1s
Epoch 43020/50000
discriminator loss: 1.332508 - generator loss: 0.779414 - 1s
Epoch 43021/50000
discriminator loss: 1.345013 - generator loss: 0.761343 - 1s
Epoch 43022/50000
discriminator loss: 1.341078 - generator loss: 0.763202 - 1s
Epoch 43023/50000
discriminator loss: 1.336126 - generator loss: 0.778140 - 1s
Epoch 43024/50000
discriminator loss: 1.349896 - generator loss: 0.764762 - 1s
Epoch 43025/50000
discriminator loss: 1.332880 - generator loss: 0.777175 - 1s
Epoch 43026/50000
discriminator loss: 1.345015 - generator loss: 0.765374 - 1s
Epoch 43027/50000
discriminator loss: 1.325168 - generator loss: 0.780668 - 1s
Epoch 43028/50000
discriminator loss: 1.322679 - generator loss: 0.779764 - 1s
Epoch 43029/50000
discriminator loss: 1.314476 - generator loss: 0.787488 - 1s
Epoch 43030/50000
discriminator loss: 1.326688 - generator loss: 0.773256 - 1s
Epoch 43031/50000
discriminator loss: 1.338835 - generator loss: 0.774173 - 1s
Epoch 43032/50000
discriminator loss: 1.328375 - generator loss: 0.783565 - 1s
Epoch 43033/50000
discriminator loss: 1.338964 - generator loss: 0.767436 - 1s
Epoch 43034/50000
discriminator loss: 1.333687 - generator loss: 0.776530 - 1s
Epoch 43035/50000
discriminator loss: 1.338985 - generator loss: 0.760480 - 1s
Epoch 43036/50000
discriminator loss: 1.337406 - generator loss: 0.769966 - 1s
Epoch 43037/50000
discriminator loss: 1.339476 - generator loss: 0.767633 - 1s
Epoch 43038/50000
discriminator loss: 1.331951 - generator loss: 0.772231 - 1s
Epoch 43039/50000
discriminator loss: 1.330274 - generator loss: 0.772428 - 1s
Epoch 43040/50000
discriminator loss: 1.337636 - generator loss: 0.770376 - 1s
Epoch 43041/50000
discriminator loss: 1.342382 - generator loss: 0.769550 - 1s
Epoch 43042/50000
discriminator loss: 1.339255 - generator loss: 0.765788 - 1s
Epoch 43043/50000
discriminator loss: 1.329070 - generator loss: 0.777861 - 1s
Epoch 43044/50000
discriminator loss: 1.327771 - generator loss: 0.771742 - 1s
Epoch 43045/50000
discriminator loss: 1.331795 - generator loss: 0.763328 - 1s
Epoch 43046/50000
discriminator loss: 1.334777 - generator loss: 0.777326 - 1s
Epoch 43047/50000
discriminator loss: 1.334391 - generator loss: 0.767871 - 1s
Epoch 43048/50000
discriminator loss: 1.334804 - generator loss: 0.771020 - 1s
Epoch 43049/50000
discriminator loss: 1.349574 - generator loss: 0.765428 - 1s
Epoch 43050/50000
discriminator loss: 1.333797 - generator loss: 0.769109 - 1s
Epoch 43051/50000
discriminator loss: 1.341774 - generator loss: 0.769384 - 1s
Epoch 43052/50000
discriminator loss: 1.333020 - generator loss: 0.761358 - 1s
Epoch 43053/50000
discriminator loss: 1.331336 - generator loss: 0.775980 - 1s
Epoch 43054/50000
discriminator loss: 1.334447 - generator loss: 0.782966 - 1s
Epoch 43055/50000
discriminator loss: 1.327962 - generator loss: 0.779794 - 1s
Epoch 43056/50000
discriminator loss: 1.348961 - generator loss: 0.760542 - 1s
Epoch 43057/50000
discriminator loss: 1.336710 - generator loss: 0.767341 - 1s
Epoch 43058/50000
discriminator loss: 1.338562 - generator loss: 0.772117 - 1s
Epoch 43059/50000
discriminator loss: 1.341110 - generator loss: 0.773519 - 1s
Epoch 43060/50000
discriminator loss: 1.338011 - generator loss: 0.765322 - 1s
Epoch 43061/50000
discriminator loss: 1.337815 - generator loss: 0.773565 - 1s
Epoch 43062/50000
discriminator loss: 1.335952 - generator loss: 0.772579 - 1s
Epoch 43063/50000
discriminator loss: 1.327039 - generator loss: 0.779043 - 1s
Epoch 43064/50000
discriminator loss: 1.344218 - generator loss: 0.773154 - 1s
Epoch 43065/50000
discriminator loss: 1.347192 - generator loss: 0.763324 - 1s
Epoch 43066/50000
discriminator loss: 1.342613 - generator loss: 0.765485 - 1s
Epoch 43067/50000
discriminator loss: 1.337700 - generator loss: 0.770207 - 1s
Epoch 43068/50000
discriminator loss: 1.335916 - generator loss: 0.765271 - 1s
Epoch 43069/50000
discriminator loss: 1.327247 - generator loss: 0.783193 - 1s
Epoch 43070/50000
discriminator loss: 1.348086 - generator loss: 0.763979 - 1s
Epoch 43071/50000
discriminator loss: 1.335479 - generator loss: 0.767866 - 1s
Epoch 43072/50000
discriminator loss: 1.335920 - generator loss: 0.774175 - 1s
Epoch 43073/50000
discriminator loss: 1.337411 - generator loss: 0.770009 - 1s
Epoch 43074/50000
discriminator loss: 1.337683 - generator loss: 0.765912 - 1s
Epoch 43075/50000
discriminator loss: 1.335867 - generator loss: 0.773106 - 1s
Epoch 43076/50000
discriminator loss: 1.333801 - generator loss: 0.765244 - 1s
Epoch 43077/50000
discriminator loss: 1.331898 - generator loss: 0.774500 - 1s
Epoch 43078/50000
discriminator loss: 1.329999 - generator loss: 0.783364 - 1s
Epoch 43079/50000
discriminator loss: 1.332282 - generator loss: 0.771178 - 1s
Epoch 43080/50000
discriminator loss: 1.324649 - generator loss: 0.773491 - 1s
Epoch 43081/50000
discriminator loss: 1.335009 - generator loss: 0.772723 - 1s
Epoch 43082/50000
discriminator loss: 1.339990 - generator loss: 0.763150 - 1s
Epoch 43083/50000
discriminator loss: 1.339053 - generator loss: 0.770072 - 1s
Epoch 43084/50000
discriminator loss: 1.336221 - generator loss: 0.770874 - 1s
Epoch 43085/50000
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Epoch 43086/50000
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Epoch 43087/50000
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Epoch 43088/50000
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Epoch 43089/50000
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Epoch 43090/50000
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Epoch 43091/50000
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Epoch 43092/50000
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Epoch 43093/50000
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Epoch 43094/50000
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Epoch 43095/50000
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Epoch 43096/50000
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Epoch 43097/50000
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Epoch 43098/50000
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Epoch 43099/50000
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Epoch 43100/50000
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Epoch 43101/50000
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Epoch 43102/50000
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Epoch 43103/50000
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Epoch 43104/50000
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Epoch 43105/50000
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Epoch 43106/50000
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Epoch 43107/50000
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Epoch 43108/50000
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Epoch 43109/50000
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Epoch 43110/50000
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Epoch 43111/50000
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Epoch 43112/50000
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Epoch 43113/50000
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Epoch 43114/50000
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Epoch 43115/50000
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Epoch 43116/50000
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Epoch 43117/50000
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Epoch 43118/50000
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Epoch 43119/50000
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Epoch 43120/50000
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Epoch 43121/50000
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Epoch 43122/50000
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Epoch 43123/50000
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Epoch 43124/50000
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Epoch 43125/50000
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Epoch 43126/50000
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Epoch 43127/50000
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Epoch 43128/50000
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Epoch 43129/50000
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Epoch 43130/50000
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Epoch 43131/50000
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Epoch 43132/50000
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Epoch 43133/50000
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Epoch 43134/50000
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Epoch 43135/50000
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Epoch 43136/50000
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Epoch 43137/50000
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Epoch 43138/50000
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Epoch 43139/50000
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Epoch 43140/50000
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Epoch 43141/50000
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Epoch 43142/50000
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Epoch 43143/50000
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Epoch 43144/50000
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Epoch 43145/50000
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Epoch 43146/50000
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Epoch 43147/50000
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Epoch 43148/50000
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Epoch 43149/50000
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Epoch 43150/50000
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Epoch 43151/50000
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Epoch 43152/50000
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Epoch 43153/50000
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Epoch 43154/50000
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Epoch 43155/50000
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Epoch 43156/50000
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Epoch 43157/50000
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Epoch 43158/50000
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Epoch 43159/50000
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Epoch 43160/50000
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Epoch 43161/50000
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Epoch 43162/50000
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Epoch 43163/50000
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Epoch 43164/50000
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Epoch 43165/50000
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Epoch 43166/50000
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Epoch 43167/50000
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Epoch 43168/50000
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Epoch 43169/50000
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Epoch 43170/50000
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Epoch 43171/50000
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Epoch 43172/50000
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Epoch 43173/50000
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Epoch 43174/50000
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Epoch 43175/50000
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Epoch 43176/50000
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Epoch 43177/50000
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Epoch 43178/50000
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Epoch 43179/50000
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Epoch 43180/50000
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Epoch 43181/50000
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Epoch 43182/50000
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Epoch 43183/50000
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Epoch 43184/50000
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Epoch 43185/50000
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Epoch 43186/50000
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Epoch 43187/50000
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Epoch 43188/50000
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Epoch 43189/50000
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Epoch 43190/50000
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Epoch 43191/50000
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Epoch 43192/50000
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Epoch 43193/50000
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Epoch 43194/50000
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Epoch 43195/50000
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Epoch 43196/50000
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Epoch 43197/50000
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Epoch 43198/50000
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Epoch 43199/50000
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Epoch 43200/50000
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Epoch 43201/50000
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Epoch 43202/50000
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Epoch 43203/50000
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Epoch 43204/50000
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Epoch 43205/50000
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Epoch 43206/50000
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Epoch 43207/50000
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Epoch 43208/50000
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Epoch 43209/50000
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Epoch 43210/50000
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Epoch 43211/50000
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Epoch 43212/50000
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Epoch 43213/50000
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Epoch 43214/50000
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Epoch 43215/50000
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Epoch 43216/50000
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Epoch 43217/50000
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Epoch 43218/50000
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Epoch 43219/50000
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Epoch 43220/50000
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Epoch 43221/50000
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Epoch 43222/50000
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Epoch 43223/50000
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Epoch 43224/50000
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Epoch 43225/50000
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Epoch 43226/50000
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Epoch 43227/50000
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Epoch 43228/50000
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Epoch 43229/50000
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Epoch 43230/50000
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Epoch 43231/50000
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Epoch 43232/50000
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Epoch 43233/50000
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Epoch 43234/50000
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Epoch 43235/50000
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Epoch 43236/50000
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Epoch 43237/50000
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Epoch 43238/50000
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Epoch 43239/50000
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Epoch 43240/50000
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Epoch 43241/50000
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Epoch 43242/50000
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Epoch 43243/50000
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Epoch 43244/50000
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Epoch 43245/50000
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Epoch 43246/50000
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Epoch 43247/50000
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Epoch 43248/50000
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Epoch 43249/50000
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Epoch 43250/50000
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Epoch 43251/50000
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Epoch 43252/50000
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Epoch 43253/50000
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Epoch 43254/50000
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Epoch 43255/50000
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Epoch 43256/50000
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Epoch 43257/50000
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Epoch 43258/50000
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Epoch 43259/50000
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Epoch 43260/50000
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Epoch 43261/50000
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Epoch 43262/50000
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Epoch 43263/50000
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Epoch 43264/50000
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Epoch 43265/50000
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Epoch 43266/50000
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Epoch 43267/50000
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Epoch 43268/50000
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Epoch 43269/50000
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Epoch 43270/50000
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Epoch 43271/50000
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Epoch 43272/50000
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Epoch 43273/50000
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Epoch 43274/50000
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Epoch 43275/50000
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Epoch 43276/50000
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Epoch 43277/50000
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Epoch 43278/50000
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Epoch 43279/50000
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Epoch 43280/50000
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Epoch 43281/50000
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Epoch 43282/50000
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Epoch 43283/50000
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Epoch 43284/50000
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Epoch 43285/50000
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Epoch 43286/50000
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Epoch 43287/50000
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Epoch 43288/50000
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Epoch 43289/50000
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Epoch 43290/50000
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Epoch 43291/50000
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Epoch 43292/50000
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Epoch 43293/50000
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Epoch 43294/50000
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Epoch 43295/50000
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Epoch 43296/50000
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Epoch 43297/50000
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Epoch 43298/50000
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Epoch 43299/50000
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Epoch 43300/50000
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Epoch 43301/50000
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Epoch 43302/50000
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Epoch 43303/50000
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Epoch 43304/50000
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Epoch 43305/50000
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Epoch 43306/50000
discriminator loss: 1.337765 - generator loss: 0.769656 - 1s
Epoch 43307/50000
discriminator loss: 1.342785 - generator loss: 0.774362 - 1s
Epoch 43308/50000
discriminator loss: 1.342734 - generator loss: 0.766198 - 1s
Epoch 43309/50000
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Epoch 43310/50000
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Epoch 43311/50000
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Epoch 43312/50000
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Epoch 43313/50000
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Epoch 43314/50000
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Epoch 43315/50000
discriminator loss: 1.350260 - generator loss: 0.764002 - 1s
Epoch 43316/50000
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Epoch 43317/50000
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Epoch 43318/50000
discriminator loss: 1.340834 - generator loss: 0.763410 - 1s
Epoch 43319/50000
discriminator loss: 1.338348 - generator loss: 0.771952 - 1s
Epoch 43320/50000
discriminator loss: 1.341357 - generator loss: 0.768308 - 1s
Epoch 43321/50000
discriminator loss: 1.347629 - generator loss: 0.763106 - 1s
Epoch 43322/50000
discriminator loss: 1.340749 - generator loss: 0.771850 - 1s
Epoch 43323/50000
discriminator loss: 1.338624 - generator loss: 0.769100 - 1s
Epoch 43324/50000
discriminator loss: 1.332802 - generator loss: 0.776204 - 1s
Epoch 43325/50000
discriminator loss: 1.339906 - generator loss: 0.769350 - 1s
Epoch 43326/50000
discriminator loss: 1.333871 - generator loss: 0.771487 - 1s
Epoch 43327/50000
discriminator loss: 1.335277 - generator loss: 0.768256 - 1s
Epoch 43328/50000
discriminator loss: 1.338783 - generator loss: 0.778693 - 1s
Epoch 43329/50000
discriminator loss: 1.330706 - generator loss: 0.778594 - 1s
Epoch 43330/50000
discriminator loss: 1.337113 - generator loss: 0.775839 - 1s
Epoch 43331/50000
discriminator loss: 1.342211 - generator loss: 0.762650 - 1s
Epoch 43332/50000
discriminator loss: 1.341100 - generator loss: 0.768166 - 1s
Epoch 43333/50000
discriminator loss: 1.340353 - generator loss: 0.769887 - 1s
Epoch 43334/50000
discriminator loss: 1.340114 - generator loss: 0.766128 - 1s
Epoch 43335/50000
discriminator loss: 1.335913 - generator loss: 0.774848 - 1s
Epoch 43336/50000
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Epoch 43337/50000
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Epoch 43338/50000
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Epoch 43339/50000
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Epoch 43340/50000
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Epoch 43341/50000
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Epoch 43342/50000
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Epoch 43343/50000
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Epoch 43344/50000
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Epoch 43345/50000
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Epoch 43346/50000
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Epoch 43347/50000
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Epoch 43348/50000
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Epoch 43349/50000
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Epoch 43350/50000
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Epoch 43351/50000
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Epoch 43352/50000
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Epoch 43353/50000
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Epoch 43354/50000
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Epoch 43355/50000
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Epoch 43356/50000
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Epoch 43357/50000
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Epoch 43358/50000
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Epoch 43359/50000
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Epoch 43360/50000
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Epoch 43361/50000
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Epoch 43362/50000
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Epoch 43363/50000
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Epoch 43364/50000
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Epoch 43365/50000
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Epoch 43366/50000
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Epoch 43367/50000
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Epoch 43368/50000
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Epoch 43369/50000
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Epoch 43370/50000
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Epoch 43371/50000
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Epoch 43372/50000
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Epoch 43373/50000
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Epoch 43374/50000
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Epoch 43375/50000
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Epoch 43376/50000
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Epoch 43377/50000
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Epoch 43378/50000
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Epoch 43379/50000
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Epoch 43380/50000
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Epoch 43381/50000
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Epoch 43382/50000
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Epoch 43383/50000
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Epoch 43384/50000
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Epoch 43385/50000
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Epoch 43386/50000
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Epoch 43387/50000
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Epoch 43388/50000
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Epoch 43389/50000
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Epoch 43390/50000
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Epoch 43391/50000
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Epoch 43392/50000
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Epoch 43393/50000
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Epoch 43394/50000
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Epoch 43395/50000
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Epoch 43396/50000
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Epoch 43397/50000
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Epoch 43398/50000
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Epoch 43399/50000
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Epoch 43400/50000
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Epoch 43401/50000
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Epoch 43402/50000
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Epoch 43403/50000
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Epoch 43404/50000
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Epoch 43405/50000
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Epoch 43406/50000
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Epoch 43407/50000
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Epoch 43408/50000
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Epoch 43409/50000
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Epoch 43410/50000
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Epoch 43411/50000
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Epoch 43412/50000
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Epoch 43413/50000
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Epoch 43414/50000
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Epoch 43415/50000
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Epoch 43416/50000
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Epoch 43417/50000
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Epoch 43418/50000
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Epoch 43419/50000
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Epoch 43420/50000
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Epoch 43421/50000
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Epoch 43422/50000
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Epoch 43423/50000
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Epoch 43424/50000
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Epoch 43425/50000
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Epoch 43426/50000
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Epoch 43427/50000
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Epoch 43428/50000
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Epoch 43429/50000
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Epoch 43430/50000
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Epoch 43431/50000
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Epoch 43432/50000
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Epoch 43433/50000
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Epoch 43434/50000
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Epoch 43435/50000
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Epoch 43436/50000
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Epoch 43437/50000
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Epoch 43438/50000
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Epoch 43439/50000
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Epoch 43440/50000
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Epoch 43441/50000
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Epoch 43442/50000
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Epoch 43443/50000
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Epoch 43444/50000
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Epoch 43445/50000
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Epoch 43446/50000
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Epoch 43447/50000
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Epoch 43448/50000
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Epoch 43449/50000
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Epoch 43450/50000
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Epoch 43451/50000
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Epoch 43452/50000
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Epoch 43453/50000
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Epoch 43454/50000
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Epoch 43455/50000
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Epoch 43456/50000
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Epoch 43457/50000
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Epoch 43458/50000
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Epoch 43459/50000
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Epoch 43460/50000
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Epoch 43461/50000
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Epoch 43462/50000
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Epoch 43463/50000
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Epoch 43464/50000
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Epoch 43465/50000
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Epoch 43466/50000
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Epoch 43467/50000
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Epoch 43468/50000
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Epoch 43469/50000
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Epoch 43470/50000
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Epoch 43471/50000
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Epoch 43472/50000
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Epoch 43473/50000
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Epoch 43474/50000
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Epoch 43475/50000
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Epoch 43476/50000
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Epoch 43477/50000
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Epoch 43478/50000
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Epoch 43479/50000
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Epoch 43480/50000
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Epoch 43481/50000
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Epoch 43482/50000
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Epoch 43483/50000
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Epoch 43484/50000
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Epoch 43485/50000
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Epoch 43486/50000
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Epoch 43487/50000
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Epoch 43488/50000
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Epoch 43489/50000
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Epoch 43490/50000
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Epoch 43491/50000
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Epoch 43492/50000
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Epoch 43493/50000
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Epoch 43494/50000
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Epoch 43495/50000
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Epoch 43496/50000
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Epoch 43497/50000
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Epoch 43498/50000
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Epoch 43499/50000
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Epoch 43500/50000
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Epoch 43501/50000
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Epoch 43502/50000
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Epoch 43503/50000
discriminator loss: 1.342233 - generator loss: 0.770473 - 1s
Epoch 43504/50000
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Epoch 43505/50000
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Epoch 43506/50000
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Epoch 43507/50000
discriminator loss: 1.335964 - generator loss: 0.769835 - 1s
Epoch 43508/50000
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Epoch 43509/50000
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Epoch 43510/50000
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Epoch 43511/50000
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Epoch 43512/50000
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Epoch 43513/50000
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Epoch 43514/50000
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Epoch 43515/50000
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Epoch 43516/50000
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Epoch 43517/50000
discriminator loss: 1.321532 - generator loss: 0.785711 - 1s
Epoch 43518/50000
discriminator loss: 1.327582 - generator loss: 0.770761 - 1s
Epoch 43519/50000
discriminator loss: 1.328593 - generator loss: 0.768676 - 1s
Epoch 43520/50000
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Epoch 43521/50000
discriminator loss: 1.336327 - generator loss: 0.776212 - 1s
Epoch 43522/50000
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Epoch 43523/50000
discriminator loss: 1.323250 - generator loss: 0.783896 - 1s
Epoch 43524/50000
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Epoch 43525/50000
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Epoch 43526/50000
discriminator loss: 1.335809 - generator loss: 0.771855 - 1s
Epoch 43527/50000
discriminator loss: 1.340982 - generator loss: 0.764268 - 1s
Epoch 43528/50000
discriminator loss: 1.339852 - generator loss: 0.770955 - 1s
Epoch 43529/50000
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Epoch 43530/50000
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Epoch 43531/50000
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Epoch 43532/50000
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Epoch 43533/50000
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Epoch 43534/50000
discriminator loss: 1.342292 - generator loss: 0.766775 - 1s
Epoch 43535/50000
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Epoch 43536/50000
discriminator loss: 1.327318 - generator loss: 0.770335 - 1s
Epoch 43537/50000
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Epoch 43538/50000
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Epoch 43539/50000
discriminator loss: 1.347258 - generator loss: 0.766976 - 1s
Epoch 43540/50000
discriminator loss: 1.331387 - generator loss: 0.778169 - 1s
Epoch 43541/50000
discriminator loss: 1.338641 - generator loss: 0.768861 - 1s
Epoch 43542/50000
discriminator loss: 1.321988 - generator loss: 0.784892 - 1s
Epoch 43543/50000
discriminator loss: 1.323794 - generator loss: 0.785710 - 1s
Epoch 43544/50000
discriminator loss: 1.329354 - generator loss: 0.784251 - 1s
Epoch 43545/50000
discriminator loss: 1.332967 - generator loss: 0.777749 - 1s
Epoch 43546/50000
discriminator loss: 1.336023 - generator loss: 0.767704 - 1s
Epoch 43547/50000
discriminator loss: 1.335908 - generator loss: 0.769309 - 1s
Epoch 43548/50000
discriminator loss: 1.333824 - generator loss: 0.770665 - 1s
Epoch 43549/50000
discriminator loss: 1.337113 - generator loss: 0.768526 - 1s
Epoch 43550/50000
discriminator loss: 1.336701 - generator loss: 0.769243 - 1s
Epoch 43551/50000
discriminator loss: 1.329586 - generator loss: 0.772285 - 1s
Epoch 43552/50000
discriminator loss: 1.330314 - generator loss: 0.781938 - 1s
Epoch 43553/50000
discriminator loss: 1.345299 - generator loss: 0.769132 - 1s
Epoch 43554/50000
discriminator loss: 1.338719 - generator loss: 0.785336 - 1s
Epoch 43555/50000
discriminator loss: 1.338749 - generator loss: 0.773112 - 1s
Epoch 43556/50000
discriminator loss: 1.344838 - generator loss: 0.758660 - 1s
Epoch 43557/50000
discriminator loss: 1.329389 - generator loss: 0.773088 - 1s
Epoch 43558/50000
discriminator loss: 1.338661 - generator loss: 0.769881 - 1s
Epoch 43559/50000
discriminator loss: 1.329928 - generator loss: 0.782951 - 1s
Epoch 43560/50000
discriminator loss: 1.324477 - generator loss: 0.776458 - 1s
Epoch 43561/50000
discriminator loss: 1.339873 - generator loss: 0.772816 - 1s
Epoch 43562/50000
discriminator loss: 1.318554 - generator loss: 0.783144 - 1s
Epoch 43563/50000
discriminator loss: 1.331294 - generator loss: 0.778585 - 1s
Epoch 43564/50000
discriminator loss: 1.339725 - generator loss: 0.767767 - 1s
Epoch 43565/50000
discriminator loss: 1.335449 - generator loss: 0.769838 - 1s
Epoch 43566/50000
discriminator loss: 1.335416 - generator loss: 0.768511 - 1s
Epoch 43567/50000
discriminator loss: 1.347756 - generator loss: 0.765159 - 1s
Epoch 43568/50000
discriminator loss: 1.345762 - generator loss: 0.772362 - 1s
Epoch 43569/50000
discriminator loss: 1.343675 - generator loss: 0.764108 - 1s
Epoch 43570/50000
discriminator loss: 1.330241 - generator loss: 0.778798 - 1s
Epoch 43571/50000
discriminator loss: 1.332125 - generator loss: 0.758374 - 1s
Epoch 43572/50000
discriminator loss: 1.333694 - generator loss: 0.774338 - 1s
Epoch 43573/50000
discriminator loss: 1.337374 - generator loss: 0.776430 - 1s
Epoch 43574/50000
discriminator loss: 1.340606 - generator loss: 0.765657 - 1s
Epoch 43575/50000
discriminator loss: 1.340025 - generator loss: 0.763172 - 1s
Epoch 43576/50000
discriminator loss: 1.320074 - generator loss: 0.786115 - 1s
Epoch 43577/50000
discriminator loss: 1.341003 - generator loss: 0.775602 - 1s
Epoch 43578/50000
discriminator loss: 1.332142 - generator loss: 0.777590 - 1s
Epoch 43579/50000
discriminator loss: 1.342350 - generator loss: 0.769512 - 1s
Epoch 43580/50000
discriminator loss: 1.338845 - generator loss: 0.761218 - 1s
Epoch 43581/50000
discriminator loss: 1.337576 - generator loss: 0.777623 - 1s
Epoch 43582/50000
discriminator loss: 1.331243 - generator loss: 0.770762 - 1s
Epoch 43583/50000
discriminator loss: 1.329616 - generator loss: 0.770138 - 1s
Epoch 43584/50000
discriminator loss: 1.345019 - generator loss: 0.761795 - 1s
Epoch 43585/50000
discriminator loss: 1.341261 - generator loss: 0.766440 - 1s
Epoch 43586/50000
discriminator loss: 1.334933 - generator loss: 0.773807 - 1s
Epoch 43587/50000
discriminator loss: 1.338918 - generator loss: 0.768171 - 1s
Epoch 43588/50000
discriminator loss: 1.340236 - generator loss: 0.772204 - 1s
Epoch 43589/50000
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Epoch 43590/50000
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Epoch 43591/50000
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Epoch 43592/50000
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Epoch 43593/50000
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Epoch 43594/50000
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Epoch 43595/50000
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Epoch 43596/50000
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Epoch 43597/50000
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Epoch 43598/50000
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Epoch 43599/50000
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Epoch 43600/50000
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Epoch 43601/50000
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Epoch 43602/50000
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Epoch 43603/50000
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Epoch 43604/50000
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Epoch 43605/50000
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Epoch 43606/50000
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Epoch 43607/50000
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Epoch 43608/50000
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Epoch 43609/50000
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Epoch 43610/50000
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Epoch 43611/50000
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Epoch 43612/50000
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Epoch 43613/50000
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Epoch 43614/50000
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Epoch 43615/50000
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Epoch 43616/50000
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Epoch 43617/50000
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Epoch 43618/50000
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Epoch 43619/50000
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Epoch 43620/50000
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Epoch 43621/50000
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Epoch 43622/50000
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Epoch 43623/50000
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Epoch 43624/50000
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Epoch 43625/50000
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Epoch 43626/50000
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Epoch 43627/50000
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Epoch 43628/50000
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Epoch 43629/50000
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Epoch 43630/50000
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Epoch 43631/50000
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Epoch 43632/50000
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Epoch 43633/50000
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Epoch 43634/50000
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Epoch 43635/50000
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Epoch 43636/50000
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Epoch 43637/50000
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Epoch 43638/50000
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Epoch 43639/50000
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Epoch 43640/50000
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Epoch 43641/50000
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Epoch 43642/50000
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Epoch 43643/50000
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Epoch 43644/50000
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Epoch 43645/50000
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Epoch 43646/50000
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Epoch 43647/50000
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Epoch 43648/50000
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Epoch 43649/50000
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Epoch 43650/50000
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Epoch 43651/50000
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Epoch 43652/50000
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Epoch 43653/50000
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Epoch 43654/50000
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Epoch 43655/50000
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Epoch 43656/50000
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Epoch 43657/50000
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Epoch 43658/50000
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Epoch 43659/50000
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Epoch 43660/50000
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Epoch 43661/50000
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Epoch 43662/50000
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Epoch 43663/50000
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Epoch 43664/50000
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Epoch 43665/50000
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Epoch 43666/50000
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Epoch 43667/50000
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Epoch 43668/50000
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Epoch 43669/50000
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Epoch 43670/50000
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Epoch 43671/50000
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Epoch 43672/50000
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Epoch 43673/50000
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Epoch 43674/50000
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Epoch 43675/50000
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Epoch 43676/50000
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Epoch 43677/50000
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Epoch 43678/50000
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Epoch 43679/50000
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Epoch 43680/50000
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Epoch 43681/50000
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Epoch 43682/50000
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Epoch 43683/50000
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Epoch 43684/50000
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Epoch 43685/50000
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Epoch 43686/50000
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Epoch 43687/50000
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Epoch 43688/50000
discriminator loss: 1.341590 - generator loss: 0.768666 - 1s
Epoch 43689/50000
discriminator loss: 1.338546 - generator loss: 0.768697 - 1s
Epoch 43690/50000
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Epoch 43691/50000
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Epoch 43692/50000
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Epoch 43693/50000
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Epoch 43694/50000
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Epoch 43695/50000
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Epoch 43696/50000
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Epoch 43697/50000
discriminator loss: 1.331804 - generator loss: 0.777184 - 1s
Epoch 43698/50000
discriminator loss: 1.341230 - generator loss: 0.772694 - 1s
Epoch 43699/50000
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Epoch 43700/50000
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Epoch 43701/50000
discriminator loss: 1.346778 - generator loss: 0.764362 - 1s
Epoch 43702/50000
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Epoch 43703/50000
discriminator loss: 1.329960 - generator loss: 0.766507 - 1s
Epoch 43704/50000
discriminator loss: 1.325257 - generator loss: 0.774979 - 1s
Epoch 43705/50000
discriminator loss: 1.335531 - generator loss: 0.767645 - 1s
Epoch 43706/50000
discriminator loss: 1.347893 - generator loss: 0.771520 - 1s
Epoch 43707/50000
discriminator loss: 1.341756 - generator loss: 0.771311 - 1s
Epoch 43708/50000
discriminator loss: 1.330379 - generator loss: 0.775897 - 1s
Epoch 43709/50000
discriminator loss: 1.345442 - generator loss: 0.760822 - 1s
Epoch 43710/50000
discriminator loss: 1.348192 - generator loss: 0.765707 - 1s
Epoch 43711/50000
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Epoch 43712/50000
discriminator loss: 1.328501 - generator loss: 0.780567 - 1s
Epoch 43713/50000
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Epoch 43714/50000
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Epoch 43715/50000
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Epoch 43716/50000
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Epoch 43717/50000
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Epoch 43718/50000
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Epoch 43719/50000
discriminator loss: 1.332767 - generator loss: 0.771365 - 1s
Epoch 43720/50000
discriminator loss: 1.328457 - generator loss: 0.771018 - 1s
Epoch 43721/50000
discriminator loss: 1.337231 - generator loss: 0.779621 - 1s
Epoch 43722/50000
discriminator loss: 1.339843 - generator loss: 0.768477 - 1s
Epoch 43723/50000
discriminator loss: 1.334442 - generator loss: 0.769354 - 1s
Epoch 43724/50000
discriminator loss: 1.333533 - generator loss: 0.780992 - 1s
Epoch 43725/50000
discriminator loss: 1.336598 - generator loss: 0.767900 - 1s
Epoch 43726/50000
discriminator loss: 1.328894 - generator loss: 0.767620 - 1s
Epoch 43727/50000
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Epoch 43728/50000
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Epoch 43729/50000
discriminator loss: 1.337404 - generator loss: 0.777282 - 1s
Epoch 43730/50000
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Epoch 43731/50000
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Epoch 43732/50000
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Epoch 43733/50000
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Epoch 43734/50000
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Epoch 43735/50000
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Epoch 43736/50000
discriminator loss: 1.317775 - generator loss: 0.777367 - 1s
Epoch 43737/50000
discriminator loss: 1.320700 - generator loss: 0.783140 - 1s
Epoch 43738/50000
discriminator loss: 1.342329 - generator loss: 0.771949 - 1s
Epoch 43739/50000
discriminator loss: 1.340610 - generator loss: 0.773230 - 1s
Epoch 43740/50000
discriminator loss: 1.336237 - generator loss: 0.768312 - 1s
Epoch 43741/50000
discriminator loss: 1.328632 - generator loss: 0.768537 - 1s
Epoch 43742/50000
discriminator loss: 1.345970 - generator loss: 0.768489 - 1s
Epoch 43743/50000
discriminator loss: 1.339441 - generator loss: 0.771346 - 1s
Epoch 43744/50000
discriminator loss: 1.328256 - generator loss: 0.780446 - 1s
Epoch 43745/50000
discriminator loss: 1.332584 - generator loss: 0.773618 - 1s
Epoch 43746/50000
discriminator loss: 1.333924 - generator loss: 0.768178 - 1s
Epoch 43747/50000
discriminator loss: 1.340207 - generator loss: 0.768360 - 1s
Epoch 43748/50000
discriminator loss: 1.331362 - generator loss: 0.769961 - 1s
Epoch 43749/50000
discriminator loss: 1.350908 - generator loss: 0.764697 - 1s
Epoch 43750/50000
discriminator loss: 1.331919 - generator loss: 0.774501 - 1s
Epoch 43751/50000
discriminator loss: 1.337695 - generator loss: 0.765090 - 1s
Epoch 43752/50000
discriminator loss: 1.341256 - generator loss: 0.772392 - 1s
Epoch 43753/50000
discriminator loss: 1.329780 - generator loss: 0.781614 - 1s
Epoch 43754/50000
discriminator loss: 1.334990 - generator loss: 0.780935 - 1s
Epoch 43755/50000
discriminator loss: 1.324561 - generator loss: 0.769617 - 1s
Epoch 43756/50000
discriminator loss: 1.339823 - generator loss: 0.768330 - 1s
Epoch 43757/50000
discriminator loss: 1.350239 - generator loss: 0.761630 - 1s
Epoch 43758/50000
discriminator loss: 1.339048 - generator loss: 0.768734 - 1s
Epoch 43759/50000
discriminator loss: 1.332288 - generator loss: 0.773466 - 1s
Epoch 43760/50000
discriminator loss: 1.327707 - generator loss: 0.774496 - 1s
Epoch 43761/50000
discriminator loss: 1.331539 - generator loss: 0.783048 - 1s
Epoch 43762/50000
discriminator loss: 1.336682 - generator loss: 0.775774 - 1s
Epoch 43763/50000
discriminator loss: 1.328718 - generator loss: 0.772507 - 1s
Epoch 43764/50000
discriminator loss: 1.334559 - generator loss: 0.773367 - 1s
Epoch 43765/50000
discriminator loss: 1.336846 - generator loss: 0.767389 - 1s
Epoch 43766/50000
discriminator loss: 1.329338 - generator loss: 0.783749 - 1s
Epoch 43767/50000
discriminator loss: 1.335430 - generator loss: 0.772763 - 1s
Epoch 43768/50000
discriminator loss: 1.342675 - generator loss: 0.770442 - 1s
Epoch 43769/50000
discriminator loss: 1.335571 - generator loss: 0.767885 - 1s
Epoch 43770/50000
discriminator loss: 1.338516 - generator loss: 0.774184 - 1s
Epoch 43771/50000
discriminator loss: 1.342302 - generator loss: 0.773655 - 1s
Epoch 43772/50000
discriminator loss: 1.338014 - generator loss: 0.762805 - 1s
Epoch 43773/50000
discriminator loss: 1.349663 - generator loss: 0.757581 - 1s
Epoch 43774/50000
discriminator loss: 1.329834 - generator loss: 0.774283 - 1s
Epoch 43775/50000
discriminator loss: 1.341756 - generator loss: 0.771132 - 1s
Epoch 43776/50000
discriminator loss: 1.337730 - generator loss: 0.776478 - 1s
Epoch 43777/50000
discriminator loss: 1.330869 - generator loss: 0.774156 - 1s
Epoch 43778/50000
discriminator loss: 1.331624 - generator loss: 0.768115 - 1s
Epoch 43779/50000
discriminator loss: 1.330962 - generator loss: 0.776414 - 1s
Epoch 43780/50000
discriminator loss: 1.316823 - generator loss: 0.785874 - 1s
Epoch 43781/50000
discriminator loss: 1.340330 - generator loss: 0.763423 - 1s
Epoch 43782/50000
discriminator loss: 1.335287 - generator loss: 0.782065 - 1s
Epoch 43783/50000
discriminator loss: 1.334551 - generator loss: 0.772057 - 1s
Epoch 43784/50000
discriminator loss: 1.337076 - generator loss: 0.770791 - 1s
Epoch 43785/50000
discriminator loss: 1.340681 - generator loss: 0.769579 - 1s
Epoch 43786/50000
discriminator loss: 1.332837 - generator loss: 0.775254 - 1s
Epoch 43787/50000
discriminator loss: 1.336896 - generator loss: 0.768419 - 1s
Epoch 43788/50000
discriminator loss: 1.332262 - generator loss: 0.778443 - 1s
Epoch 43789/50000
discriminator loss: 1.337656 - generator loss: 0.765671 - 1s
Epoch 43790/50000
discriminator loss: 1.335221 - generator loss: 0.773275 - 1s
Epoch 43791/50000
discriminator loss: 1.339705 - generator loss: 0.767155 - 1s
Epoch 43792/50000
discriminator loss: 1.335124 - generator loss: 0.767334 - 1s
Epoch 43793/50000
discriminator loss: 1.339298 - generator loss: 0.767843 - 1s
Epoch 43794/50000
discriminator loss: 1.342125 - generator loss: 0.770515 - 1s
Epoch 43795/50000
discriminator loss: 1.340724 - generator loss: 0.756955 - 1s
Epoch 43796/50000
discriminator loss: 1.334248 - generator loss: 0.778412 - 1s
Epoch 43797/50000
discriminator loss: 1.328878 - generator loss: 0.774798 - 1s
Epoch 43798/50000
discriminator loss: 1.332571 - generator loss: 0.777181 - 1s
Epoch 43799/50000
discriminator loss: 1.324561 - generator loss: 0.772467 - 1s
Epoch 43800/50000
discriminator loss: 1.342585 - generator loss: 0.766436 - 1s
Epoch 43801/50000
discriminator loss: 1.344448 - generator loss: 0.764946 - 1s
Epoch 43802/50000
discriminator loss: 1.334391 - generator loss: 0.767229 - 1s
Epoch 43803/50000
discriminator loss: 1.335480 - generator loss: 0.773437 - 1s
Epoch 43804/50000
discriminator loss: 1.342747 - generator loss: 0.769018 - 1s
Epoch 43805/50000
discriminator loss: 1.334822 - generator loss: 0.776676 - 1s
Epoch 43806/50000
discriminator loss: 1.336880 - generator loss: 0.768887 - 1s
Epoch 43807/50000
discriminator loss: 1.330716 - generator loss: 0.775259 - 1s
Epoch 43808/50000
discriminator loss: 1.339940 - generator loss: 0.766830 - 1s
Epoch 43809/50000
discriminator loss: 1.341578 - generator loss: 0.765176 - 1s
Epoch 43810/50000
discriminator loss: 1.340719 - generator loss: 0.766292 - 1s
Epoch 43811/50000
discriminator loss: 1.336925 - generator loss: 0.770019 - 1s
Epoch 43812/50000
discriminator loss: 1.336625 - generator loss: 0.774214 - 1s
Epoch 43813/50000
discriminator loss: 1.328617 - generator loss: 0.774421 - 1s
Epoch 43814/50000
discriminator loss: 1.335814 - generator loss: 0.772434 - 1s
Epoch 43815/50000
discriminator loss: 1.326953 - generator loss: 0.773241 - 1s
Epoch 43816/50000
discriminator loss: 1.342007 - generator loss: 0.760220 - 1s
Epoch 43817/50000
discriminator loss: 1.342636 - generator loss: 0.765569 - 1s
Epoch 43818/50000
discriminator loss: 1.333619 - generator loss: 0.770533 - 1s
Epoch 43819/50000
discriminator loss: 1.337366 - generator loss: 0.764395 - 1s
Epoch 43820/50000
discriminator loss: 1.330427 - generator loss: 0.781004 - 1s
Epoch 43821/50000
discriminator loss: 1.331367 - generator loss: 0.773334 - 1s
Epoch 43822/50000
discriminator loss: 1.346041 - generator loss: 0.770465 - 1s
Epoch 43823/50000
discriminator loss: 1.327822 - generator loss: 0.775465 - 1s
Epoch 43824/50000
discriminator loss: 1.339287 - generator loss: 0.764053 - 1s
Epoch 43825/50000
discriminator loss: 1.330057 - generator loss: 0.781427 - 1s
Epoch 43826/50000
discriminator loss: 1.333125 - generator loss: 0.767904 - 1s
Epoch 43827/50000
discriminator loss: 1.333580 - generator loss: 0.776312 - 1s
Epoch 43828/50000
discriminator loss: 1.329543 - generator loss: 0.775705 - 1s
Epoch 43829/50000
discriminator loss: 1.332856 - generator loss: 0.768983 - 1s
Epoch 43830/50000
discriminator loss: 1.340251 - generator loss: 0.767024 - 1s
Epoch 43831/50000
discriminator loss: 1.328443 - generator loss: 0.771843 - 1s
Epoch 43832/50000
discriminator loss: 1.329259 - generator loss: 0.775888 - 1s
Epoch 43833/50000
discriminator loss: 1.328205 - generator loss: 0.781534 - 1s
Epoch 43834/50000
discriminator loss: 1.330366 - generator loss: 0.775083 - 1s
Epoch 43835/50000
discriminator loss: 1.338329 - generator loss: 0.775590 - 1s
Epoch 43836/50000
discriminator loss: 1.339690 - generator loss: 0.776828 - 1s
Epoch 43837/50000
discriminator loss: 1.335416 - generator loss: 0.765852 - 1s
Epoch 43838/50000
discriminator loss: 1.338335 - generator loss: 0.764364 - 1s
Epoch 43839/50000
discriminator loss: 1.337376 - generator loss: 0.767693 - 1s
Epoch 43840/50000
discriminator loss: 1.332805 - generator loss: 0.772643 - 1s
Epoch 43841/50000
discriminator loss: 1.333097 - generator loss: 0.777700 - 1s
Epoch 43842/50000
discriminator loss: 1.331002 - generator loss: 0.771739 - 1s
Epoch 43843/50000
discriminator loss: 1.332485 - generator loss: 0.773525 - 1s
Epoch 43844/50000
discriminator loss: 1.345911 - generator loss: 0.767092 - 1s
Epoch 43845/50000
discriminator loss: 1.340186 - generator loss: 0.769434 - 1s
Epoch 43846/50000
discriminator loss: 1.336439 - generator loss: 0.778210 - 1s
Epoch 43847/50000
discriminator loss: 1.335516 - generator loss: 0.769024 - 1s
Epoch 43848/50000
discriminator loss: 1.339964 - generator loss: 0.766510 - 1s
Epoch 43849/50000
discriminator loss: 1.335377 - generator loss: 0.774961 - 1s
Epoch 43850/50000
discriminator loss: 1.337249 - generator loss: 0.781815 - 1s
Epoch 43851/50000
discriminator loss: 1.335253 - generator loss: 0.772543 - 1s
Epoch 43852/50000
discriminator loss: 1.332515 - generator loss: 0.770684 - 1s
Epoch 43853/50000
discriminator loss: 1.338416 - generator loss: 0.764064 - 1s
Epoch 43854/50000
discriminator loss: 1.326320 - generator loss: 0.781815 - 1s
Epoch 43855/50000
discriminator loss: 1.327276 - generator loss: 0.777919 - 1s
Epoch 43856/50000
discriminator loss: 1.327396 - generator loss: 0.772957 - 1s
Epoch 43857/50000
discriminator loss: 1.333362 - generator loss: 0.783078 - 1s
Epoch 43858/50000
discriminator loss: 1.336823 - generator loss: 0.756331 - 1s
Epoch 43859/50000
discriminator loss: 1.335888 - generator loss: 0.774968 - 1s
Epoch 43860/50000
discriminator loss: 1.341543 - generator loss: 0.768837 - 1s
Epoch 43861/50000
discriminator loss: 1.338087 - generator loss: 0.768715 - 1s
Epoch 43862/50000
discriminator loss: 1.335246 - generator loss: 0.770155 - 1s
Epoch 43863/50000
discriminator loss: 1.337973 - generator loss: 0.769387 - 1s
Epoch 43864/50000
discriminator loss: 1.337368 - generator loss: 0.770299 - 1s
Epoch 43865/50000
discriminator loss: 1.325024 - generator loss: 0.788833 - 1s
Epoch 43866/50000
discriminator loss: 1.344259 - generator loss: 0.764258 - 1s
Epoch 43867/50000
discriminator loss: 1.334779 - generator loss: 0.766351 - 1s
Epoch 43868/50000
discriminator loss: 1.344187 - generator loss: 0.766580 - 1s
Epoch 43869/50000
discriminator loss: 1.330649 - generator loss: 0.776969 - 1s
Epoch 43870/50000
discriminator loss: 1.326843 - generator loss: 0.777507 - 1s
Epoch 43871/50000
discriminator loss: 1.337709 - generator loss: 0.772856 - 1s
Epoch 43872/50000
discriminator loss: 1.332592 - generator loss: 0.767497 - 1s
Epoch 43873/50000
discriminator loss: 1.345602 - generator loss: 0.768838 - 1s
Epoch 43874/50000
discriminator loss: 1.337313 - generator loss: 0.778312 - 1s
Epoch 43875/50000
discriminator loss: 1.341614 - generator loss: 0.760242 - 1s
Epoch 43876/50000
discriminator loss: 1.332677 - generator loss: 0.775387 - 1s
Epoch 43877/50000
discriminator loss: 1.337822 - generator loss: 0.770331 - 1s
Epoch 43878/50000
discriminator loss: 1.334666 - generator loss: 0.767137 - 1s
Epoch 43879/50000
discriminator loss: 1.316242 - generator loss: 0.787027 - 1s
Epoch 43880/50000
discriminator loss: 1.341694 - generator loss: 0.769653 - 1s
Epoch 43881/50000
discriminator loss: 1.334205 - generator loss: 0.773015 - 1s
Epoch 43882/50000
discriminator loss: 1.328252 - generator loss: 0.781747 - 1s
Epoch 43883/50000
discriminator loss: 1.327892 - generator loss: 0.781470 - 1s
Epoch 43884/50000
discriminator loss: 1.318788 - generator loss: 0.778364 - 1s
Epoch 43885/50000
discriminator loss: 1.331159 - generator loss: 0.774394 - 1s
Epoch 43886/50000
discriminator loss: 1.336761 - generator loss: 0.774814 - 1s
Epoch 43887/50000
discriminator loss: 1.335147 - generator loss: 0.770978 - 1s
Epoch 43888/50000
discriminator loss: 1.328964 - generator loss: 0.779395 - 1s
Epoch 43889/50000
discriminator loss: 1.334044 - generator loss: 0.770640 - 1s
Epoch 43890/50000
discriminator loss: 1.314821 - generator loss: 0.790999 - 1s
Epoch 43891/50000
discriminator loss: 1.335490 - generator loss: 0.772435 - 1s
Epoch 43892/50000
discriminator loss: 1.350508 - generator loss: 0.768195 - 1s
Epoch 43893/50000
discriminator loss: 1.329516 - generator loss: 0.771292 - 1s
Epoch 43894/50000
discriminator loss: 1.341971 - generator loss: 0.769209 - 1s
Epoch 43895/50000
discriminator loss: 1.332001 - generator loss: 0.772046 - 1s
Epoch 43896/50000
discriminator loss: 1.346924 - generator loss: 0.760918 - 1s
Epoch 43897/50000
discriminator loss: 1.345218 - generator loss: 0.778135 - 1s
Epoch 43898/50000
discriminator loss: 1.332369 - generator loss: 0.769658 - 1s
Epoch 43899/50000
discriminator loss: 1.334275 - generator loss: 0.767630 - 1s
Epoch 43900/50000
discriminator loss: 1.345244 - generator loss: 0.769501 - 1s
Epoch 43901/50000
discriminator loss: 1.341456 - generator loss: 0.763701 - 1s
Epoch 43902/50000
discriminator loss: 1.332931 - generator loss: 0.773335 - 1s
Epoch 43903/50000
discriminator loss: 1.334504 - generator loss: 0.776894 - 1s
Epoch 43904/50000
discriminator loss: 1.341418 - generator loss: 0.762038 - 1s
Epoch 43905/50000
discriminator loss: 1.345359 - generator loss: 0.767867 - 1s
Epoch 43906/50000
discriminator loss: 1.337562 - generator loss: 0.772903 - 1s
Epoch 43907/50000
discriminator loss: 1.331945 - generator loss: 0.775731 - 1s
Epoch 43908/50000
discriminator loss: 1.337391 - generator loss: 0.775368 - 1s
Epoch 43909/50000
discriminator loss: 1.333969 - generator loss: 0.770922 - 1s
Epoch 43910/50000
discriminator loss: 1.337685 - generator loss: 0.768221 - 1s
Epoch 43911/50000
discriminator loss: 1.343031 - generator loss: 0.766147 - 1s
Epoch 43912/50000
discriminator loss: 1.343210 - generator loss: 0.768819 - 1s
Epoch 43913/50000
discriminator loss: 1.340041 - generator loss: 0.767698 - 1s
Epoch 43914/50000
discriminator loss: 1.338026 - generator loss: 0.769742 - 1s
Epoch 43915/50000
discriminator loss: 1.333943 - generator loss: 0.766892 - 1s
Epoch 43916/50000
discriminator loss: 1.330927 - generator loss: 0.777158 - 1s
Epoch 43917/50000
discriminator loss: 1.331648 - generator loss: 0.783180 - 1s
Epoch 43918/50000
discriminator loss: 1.321601 - generator loss: 0.780192 - 1s
Epoch 43919/50000
discriminator loss: 1.325328 - generator loss: 0.774769 - 1s
Epoch 43920/50000
discriminator loss: 1.325171 - generator loss: 0.780693 - 1s
Epoch 43921/50000
discriminator loss: 1.331986 - generator loss: 0.768484 - 1s
Epoch 43922/50000
discriminator loss: 1.339562 - generator loss: 0.765877 - 1s
Epoch 43923/50000
discriminator loss: 1.342273 - generator loss: 0.765007 - 1s
Epoch 43924/50000
discriminator loss: 1.331917 - generator loss: 0.787496 - 1s
Epoch 43925/50000
discriminator loss: 1.340210 - generator loss: 0.772790 - 1s
Epoch 43926/50000
discriminator loss: 1.329951 - generator loss: 0.776718 - 1s
Epoch 43927/50000
discriminator loss: 1.356719 - generator loss: 0.750018 - 1s
Epoch 43928/50000
discriminator loss: 1.332421 - generator loss: 0.772810 - 1s
Epoch 43929/50000
discriminator loss: 1.332526 - generator loss: 0.773438 - 1s
Epoch 43930/50000
discriminator loss: 1.328112 - generator loss: 0.781209 - 1s
Epoch 43931/50000
discriminator loss: 1.329467 - generator loss: 0.776235 - 1s
Epoch 43932/50000
discriminator loss: 1.333315 - generator loss: 0.771252 - 1s
Epoch 43933/50000
discriminator loss: 1.339255 - generator loss: 0.776819 - 1s
Epoch 43934/50000
discriminator loss: 1.328734 - generator loss: 0.783238 - 1s
Epoch 43935/50000
discriminator loss: 1.327716 - generator loss: 0.774303 - 1s
Epoch 43936/50000
discriminator loss: 1.333862 - generator loss: 0.763836 - 1s
Epoch 43937/50000
discriminator loss: 1.325633 - generator loss: 0.776305 - 1s
Epoch 43938/50000
discriminator loss: 1.343622 - generator loss: 0.762494 - 1s
Epoch 43939/50000
discriminator loss: 1.332364 - generator loss: 0.780579 - 1s
Epoch 43940/50000
discriminator loss: 1.329172 - generator loss: 0.780393 - 1s
Epoch 43941/50000
discriminator loss: 1.326800 - generator loss: 0.781940 - 1s
Epoch 43942/50000
discriminator loss: 1.329945 - generator loss: 0.777251 - 1s
Epoch 43943/50000
discriminator loss: 1.345371 - generator loss: 0.757270 - 1s
Epoch 43944/50000
discriminator loss: 1.328403 - generator loss: 0.783023 - 1s
Epoch 43945/50000
discriminator loss: 1.335239 - generator loss: 0.772295 - 1s
Epoch 43946/50000
discriminator loss: 1.347044 - generator loss: 0.758974 - 1s
Epoch 43947/50000
discriminator loss: 1.336388 - generator loss: 0.773438 - 1s
Epoch 43948/50000
discriminator loss: 1.341533 - generator loss: 0.773093 - 1s
Epoch 43949/50000
discriminator loss: 1.338429 - generator loss: 0.780630 - 1s
Epoch 43950/50000
discriminator loss: 1.336505 - generator loss: 0.773726 - 1s
Epoch 43951/50000
discriminator loss: 1.332248 - generator loss: 0.767491 - 1s
Epoch 43952/50000
discriminator loss: 1.334599 - generator loss: 0.763109 - 1s
Epoch 43953/50000
discriminator loss: 1.337284 - generator loss: 0.774116 - 1s
Epoch 43954/50000
discriminator loss: 1.326280 - generator loss: 0.785062 - 1s
Epoch 43955/50000
discriminator loss: 1.348849 - generator loss: 0.759322 - 1s
Epoch 43956/50000
discriminator loss: 1.328568 - generator loss: 0.778241 - 1s
Epoch 43957/50000
discriminator loss: 1.347873 - generator loss: 0.763432 - 1s
Epoch 43958/50000
discriminator loss: 1.335428 - generator loss: 0.778364 - 1s
Epoch 43959/50000
discriminator loss: 1.333108 - generator loss: 0.769860 - 1s
Epoch 43960/50000
discriminator loss: 1.343879 - generator loss: 0.764170 - 1s
Epoch 43961/50000
discriminator loss: 1.341034 - generator loss: 0.768718 - 1s
Epoch 43962/50000
discriminator loss: 1.334363 - generator loss: 0.781046 - 1s
Epoch 43963/50000
discriminator loss: 1.342141 - generator loss: 0.775705 - 1s
Epoch 43964/50000
discriminator loss: 1.350560 - generator loss: 0.767670 - 1s
Epoch 43965/50000
discriminator loss: 1.336529 - generator loss: 0.764242 - 1s
Epoch 43966/50000
discriminator loss: 1.336741 - generator loss: 0.775835 - 1s
Epoch 43967/50000
discriminator loss: 1.346654 - generator loss: 0.770929 - 1s
Epoch 43968/50000
discriminator loss: 1.331054 - generator loss: 0.778345 - 1s
Epoch 43969/50000
discriminator loss: 1.333664 - generator loss: 0.765526 - 1s
Epoch 43970/50000
discriminator loss: 1.335364 - generator loss: 0.776018 - 1s
Epoch 43971/50000
discriminator loss: 1.349492 - generator loss: 0.760890 - 1s
Epoch 43972/50000
discriminator loss: 1.337129 - generator loss: 0.772947 - 1s
Epoch 43973/50000
discriminator loss: 1.329879 - generator loss: 0.774749 - 1s
Epoch 43974/50000
discriminator loss: 1.344442 - generator loss: 0.770768 - 1s
Epoch 43975/50000
discriminator loss: 1.331364 - generator loss: 0.768495 - 1s
Epoch 43976/50000
discriminator loss: 1.330963 - generator loss: 0.775327 - 1s
Epoch 43977/50000
discriminator loss: 1.322338 - generator loss: 0.784892 - 1s
Epoch 43978/50000
discriminator loss: 1.314026 - generator loss: 0.791139 - 1s
Epoch 43979/50000
discriminator loss: 1.338440 - generator loss: 0.765588 - 1s
Epoch 43980/50000
discriminator loss: 1.341693 - generator loss: 0.767670 - 1s
Epoch 43981/50000
discriminator loss: 1.344081 - generator loss: 0.763507 - 1s
Epoch 43982/50000
discriminator loss: 1.344088 - generator loss: 0.762770 - 1s
Epoch 43983/50000
discriminator loss: 1.343548 - generator loss: 0.767116 - 1s
Epoch 43984/50000
discriminator loss: 1.339519 - generator loss: 0.763270 - 1s
Epoch 43985/50000
discriminator loss: 1.335064 - generator loss: 0.776972 - 1s
Epoch 43986/50000
discriminator loss: 1.329783 - generator loss: 0.778897 - 1s
Epoch 43987/50000
discriminator loss: 1.320646 - generator loss: 0.783380 - 1s
Epoch 43988/50000
discriminator loss: 1.342925 - generator loss: 0.771271 - 1s
Epoch 43989/50000
discriminator loss: 1.326567 - generator loss: 0.774925 - 1s
Epoch 43990/50000
discriminator loss: 1.318584 - generator loss: 0.784858 - 1s
Epoch 43991/50000
discriminator loss: 1.343675 - generator loss: 0.763754 - 1s
Epoch 43992/50000
discriminator loss: 1.331497 - generator loss: 0.772567 - 1s
Epoch 43993/50000
discriminator loss: 1.343963 - generator loss: 0.770950 - 1s
Epoch 43994/50000
discriminator loss: 1.341588 - generator loss: 0.776616 - 1s
Epoch 43995/50000
discriminator loss: 1.341742 - generator loss: 0.767784 - 1s
Epoch 43996/50000
discriminator loss: 1.338235 - generator loss: 0.773495 - 1s
Epoch 43997/50000
discriminator loss: 1.342034 - generator loss: 0.758777 - 1s
Epoch 43998/50000
discriminator loss: 1.328111 - generator loss: 0.776155 - 1s
Epoch 43999/50000
discriminator loss: 1.332757 - generator loss: 0.770845 - 1s
Epoch 44000/50000
discriminator loss: 1.330094 - generator loss: 0.780841 - 1s
Epoch 44001/50000
discriminator loss: 1.340279 - generator loss: 0.773011 - 1s

Loss: 

Epoch 44002/50000
discriminator loss: 1.335791 - generator loss: 0.767005 - 1s
Epoch 44003/50000
discriminator loss: 1.335681 - generator loss: 0.768425 - 1s
Epoch 44004/50000
discriminator loss: 1.337075 - generator loss: 0.773378 - 1s
Epoch 44005/50000
discriminator loss: 1.330985 - generator loss: 0.777860 - 1s
Epoch 44006/50000
discriminator loss: 1.332338 - generator loss: 0.770306 - 1s
Epoch 44007/50000
discriminator loss: 1.334523 - generator loss: 0.773732 - 1s
Epoch 44008/50000
discriminator loss: 1.331353 - generator loss: 0.774229 - 1s
Epoch 44009/50000
discriminator loss: 1.344673 - generator loss: 0.768887 - 1s
Epoch 44010/50000
discriminator loss: 1.345413 - generator loss: 0.770187 - 1s
Epoch 44011/50000
discriminator loss: 1.338719 - generator loss: 0.777795 - 1s
Epoch 44012/50000
discriminator loss: 1.331284 - generator loss: 0.767308 - 1s
Epoch 44013/50000
discriminator loss: 1.335351 - generator loss: 0.773608 - 1s
Epoch 44014/50000
discriminator loss: 1.339053 - generator loss: 0.766551 - 1s
Epoch 44015/50000
discriminator loss: 1.331438 - generator loss: 0.770882 - 1s
Epoch 44016/50000
discriminator loss: 1.343556 - generator loss: 0.774388 - 1s
Epoch 44017/50000
discriminator loss: 1.328863 - generator loss: 0.776340 - 1s
Epoch 44018/50000
discriminator loss: 1.332839 - generator loss: 0.774021 - 1s
Epoch 44019/50000
discriminator loss: 1.333506 - generator loss: 0.768971 - 1s
Epoch 44020/50000
discriminator loss: 1.335736 - generator loss: 0.773128 - 1s
Epoch 44021/50000
discriminator loss: 1.332284 - generator loss: 0.768787 - 1s
Epoch 44022/50000
discriminator loss: 1.345907 - generator loss: 0.770003 - 1s
Epoch 44023/50000
discriminator loss: 1.335937 - generator loss: 0.766728 - 1s
Epoch 44024/50000
discriminator loss: 1.333290 - generator loss: 0.775857 - 1s
Epoch 44025/50000
discriminator loss: 1.329072 - generator loss: 0.776628 - 1s
Epoch 44026/50000
discriminator loss: 1.336257 - generator loss: 0.773480 - 1s
Epoch 44027/50000
discriminator loss: 1.334404 - generator loss: 0.769590 - 1s
Epoch 44028/50000
discriminator loss: 1.340169 - generator loss: 0.768824 - 1s
Epoch 44029/50000
discriminator loss: 1.339549 - generator loss: 0.769920 - 1s
Epoch 44030/50000
discriminator loss: 1.332048 - generator loss: 0.770794 - 1s
Epoch 44031/50000
discriminator loss: 1.345405 - generator loss: 0.763779 - 1s
Epoch 44032/50000
discriminator loss: 1.333446 - generator loss: 0.775039 - 1s
Epoch 44033/50000
discriminator loss: 1.327832 - generator loss: 0.779793 - 1s
Epoch 44034/50000
discriminator loss: 1.349313 - generator loss: 0.759693 - 1s
Epoch 44035/50000
discriminator loss: 1.338249 - generator loss: 0.771452 - 1s
Epoch 44036/50000
discriminator loss: 1.346557 - generator loss: 0.762363 - 1s
Epoch 44037/50000
discriminator loss: 1.340009 - generator loss: 0.775414 - 1s
Epoch 44038/50000
discriminator loss: 1.338908 - generator loss: 0.766609 - 1s
Epoch 44039/50000
discriminator loss: 1.341324 - generator loss: 0.767365 - 1s
Epoch 44040/50000
discriminator loss: 1.326072 - generator loss: 0.782890 - 1s
Epoch 44041/50000
discriminator loss: 1.330101 - generator loss: 0.777428 - 1s
Epoch 44042/50000
discriminator loss: 1.331558 - generator loss: 0.780631 - 1s
Epoch 44043/50000
discriminator loss: 1.326562 - generator loss: 0.762669 - 1s
Epoch 44044/50000
discriminator loss: 1.339149 - generator loss: 0.771215 - 1s
Epoch 44045/50000
discriminator loss: 1.331022 - generator loss: 0.771116 - 1s
Epoch 44046/50000
discriminator loss: 1.332680 - generator loss: 0.768992 - 1s
Epoch 44047/50000
discriminator loss: 1.332931 - generator loss: 0.776035 - 1s
Epoch 44048/50000
discriminator loss: 1.327896 - generator loss: 0.779488 - 1s
Epoch 44049/50000
discriminator loss: 1.344311 - generator loss: 0.764132 - 1s
Epoch 44050/50000
discriminator loss: 1.328022 - generator loss: 0.779316 - 1s
Epoch 44051/50000
discriminator loss: 1.312994 - generator loss: 0.783495 - 1s
Epoch 44052/50000
discriminator loss: 1.328696 - generator loss: 0.769623 - 1s
Epoch 44053/50000
discriminator loss: 1.326760 - generator loss: 0.781699 - 1s
Epoch 44054/50000
discriminator loss: 1.344274 - generator loss: 0.761647 - 1s
Epoch 44055/50000
discriminator loss: 1.334343 - generator loss: 0.774512 - 1s
Epoch 44056/50000
discriminator loss: 1.335392 - generator loss: 0.777322 - 1s
Epoch 44057/50000
discriminator loss: 1.334926 - generator loss: 0.770968 - 1s
Epoch 44058/50000
discriminator loss: 1.341822 - generator loss: 0.768521 - 1s
Epoch 44059/50000
discriminator loss: 1.335703 - generator loss: 0.768560 - 1s
Epoch 44060/50000
discriminator loss: 1.343526 - generator loss: 0.771583 - 1s
Epoch 44061/50000
discriminator loss: 1.330898 - generator loss: 0.778646 - 1s
Epoch 44062/50000
discriminator loss: 1.339834 - generator loss: 0.765222 - 1s
Epoch 44063/50000
discriminator loss: 1.348746 - generator loss: 0.765406 - 1s
Epoch 44064/50000
discriminator loss: 1.337930 - generator loss: 0.773140 - 1s
Epoch 44065/50000
discriminator loss: 1.338474 - generator loss: 0.761630 - 1s
Epoch 44066/50000
discriminator loss: 1.332945 - generator loss: 0.778908 - 1s
Epoch 44067/50000
discriminator loss: 1.334689 - generator loss: 0.769647 - 1s
Epoch 44068/50000
discriminator loss: 1.349084 - generator loss: 0.767145 - 1s
Epoch 44069/50000
discriminator loss: 1.329551 - generator loss: 0.775421 - 1s
Epoch 44070/50000
discriminator loss: 1.344368 - generator loss: 0.768878 - 1s
Epoch 44071/50000
discriminator loss: 1.340086 - generator loss: 0.768202 - 1s
Epoch 44072/50000
discriminator loss: 1.337524 - generator loss: 0.770966 - 1s
Epoch 44073/50000
discriminator loss: 1.325789 - generator loss: 0.781358 - 1s
Epoch 44074/50000
discriminator loss: 1.337695 - generator loss: 0.762998 - 1s
Epoch 44075/50000
discriminator loss: 1.343578 - generator loss: 0.768939 - 1s
Epoch 44076/50000
discriminator loss: 1.331894 - generator loss: 0.773773 - 1s
Epoch 44077/50000
discriminator loss: 1.342118 - generator loss: 0.767366 - 1s
Epoch 44078/50000
discriminator loss: 1.337072 - generator loss: 0.775018 - 1s
Epoch 44079/50000
discriminator loss: 1.325754 - generator loss: 0.771032 - 1s
Epoch 44080/50000
discriminator loss: 1.335280 - generator loss: 0.774830 - 1s
Epoch 44081/50000
discriminator loss: 1.332674 - generator loss: 0.776925 - 1s
Epoch 44082/50000
discriminator loss: 1.348135 - generator loss: 0.766397 - 1s
Epoch 44083/50000
discriminator loss: 1.340063 - generator loss: 0.773462 - 1s
Epoch 44084/50000
discriminator loss: 1.347900 - generator loss: 0.758059 - 1s
Epoch 44085/50000
discriminator loss: 1.327165 - generator loss: 0.782720 - 1s
Epoch 44086/50000
discriminator loss: 1.345217 - generator loss: 0.761801 - 1s
Epoch 44087/50000
discriminator loss: 1.341128 - generator loss: 0.769966 - 1s
Epoch 44088/50000
discriminator loss: 1.330995 - generator loss: 0.775881 - 1s
Epoch 44089/50000
discriminator loss: 1.318921 - generator loss: 0.781463 - 1s
Epoch 44090/50000
discriminator loss: 1.320870 - generator loss: 0.783386 - 1s
Epoch 44091/50000
discriminator loss: 1.331637 - generator loss: 0.779028 - 1s
Epoch 44092/50000
discriminator loss: 1.329866 - generator loss: 0.770424 - 1s
Epoch 44093/50000
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Epoch 44094/50000
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Epoch 44095/50000
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Epoch 44096/50000
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Epoch 44097/50000
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Epoch 44098/50000
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Epoch 44099/50000
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Epoch 44100/50000
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Epoch 44101/50000
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Epoch 44102/50000
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Epoch 44103/50000
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Epoch 44104/50000
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Epoch 44105/50000
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Epoch 44106/50000
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Epoch 44107/50000
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Epoch 44108/50000
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Epoch 44109/50000
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Epoch 44110/50000
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Epoch 44111/50000
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Epoch 44112/50000
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Epoch 44113/50000
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Epoch 44114/50000
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Epoch 44115/50000
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Epoch 44116/50000
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Epoch 44117/50000
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Epoch 44118/50000
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Epoch 44119/50000
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Epoch 44120/50000
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Epoch 44121/50000
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Epoch 44122/50000
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Epoch 44123/50000
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Epoch 44124/50000
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Epoch 44125/50000
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Epoch 44126/50000
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Epoch 44127/50000
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Epoch 44128/50000
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Epoch 44129/50000
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Epoch 44130/50000
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Epoch 44131/50000
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Epoch 44132/50000
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Epoch 44133/50000
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Epoch 44134/50000
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Epoch 44135/50000
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Epoch 44136/50000
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Epoch 44137/50000
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Epoch 44138/50000
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Epoch 44139/50000
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Epoch 44140/50000
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Epoch 44141/50000
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Epoch 44142/50000
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Epoch 44143/50000
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Epoch 44144/50000
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Epoch 44145/50000
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Epoch 44146/50000
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Epoch 44147/50000
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Epoch 44148/50000
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Epoch 44149/50000
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Epoch 44150/50000
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Epoch 44151/50000
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Epoch 44152/50000
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Epoch 44153/50000
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Epoch 44154/50000
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Epoch 44155/50000
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Epoch 44156/50000
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Epoch 44157/50000
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Epoch 44158/50000
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Epoch 44159/50000
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Epoch 44160/50000
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Epoch 44161/50000
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Epoch 44162/50000
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Epoch 44163/50000
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Epoch 44164/50000
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Epoch 44165/50000
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Epoch 44166/50000
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Epoch 44167/50000
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Epoch 44168/50000
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Epoch 44169/50000
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Epoch 44170/50000
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Epoch 44171/50000
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Epoch 44172/50000
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Epoch 44173/50000
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Epoch 44174/50000
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Epoch 44175/50000
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Epoch 44176/50000
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Epoch 44177/50000
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Epoch 44178/50000
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Epoch 44179/50000
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Epoch 44180/50000
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Epoch 44181/50000
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Epoch 44182/50000
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Epoch 44183/50000
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Epoch 44184/50000
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Epoch 44185/50000
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Epoch 44186/50000
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Epoch 44187/50000
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Epoch 44188/50000
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Epoch 44189/50000
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Epoch 44190/50000
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Epoch 44191/50000
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Epoch 44192/50000
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Epoch 44193/50000
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Epoch 44194/50000
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Epoch 44195/50000
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Epoch 44196/50000
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Epoch 44197/50000
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Epoch 44198/50000
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Epoch 44199/50000
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Epoch 44200/50000
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Epoch 44201/50000
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Epoch 44202/50000
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Epoch 44203/50000
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Epoch 44204/50000
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Epoch 44205/50000
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Epoch 44206/50000
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Epoch 44207/50000
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Epoch 44208/50000
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Epoch 44209/50000
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Epoch 44210/50000
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Epoch 44211/50000
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Epoch 44212/50000
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Epoch 44213/50000
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Epoch 44214/50000
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Epoch 44215/50000
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Epoch 44216/50000
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Epoch 44217/50000
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Epoch 44218/50000
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Epoch 44219/50000
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Epoch 44220/50000
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Epoch 44221/50000
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Epoch 44222/50000
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Epoch 44223/50000
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Epoch 44224/50000
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Epoch 44225/50000
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Epoch 44226/50000
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Epoch 44227/50000
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Epoch 44228/50000
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Epoch 44229/50000
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Epoch 44230/50000
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Epoch 44231/50000
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Epoch 44232/50000
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Epoch 44233/50000
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Epoch 44234/50000
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Epoch 44235/50000
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Epoch 44236/50000
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Epoch 44237/50000
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Epoch 44238/50000
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Epoch 44239/50000
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Epoch 44240/50000
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Epoch 44241/50000
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Epoch 44242/50000
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Epoch 44243/50000
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Epoch 44244/50000
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Epoch 44245/50000
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Epoch 44246/50000
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Epoch 44247/50000
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Epoch 44248/50000
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Epoch 44249/50000
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Epoch 44250/50000
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Epoch 44251/50000
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Epoch 44252/50000
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Epoch 44253/50000
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Epoch 44254/50000
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Epoch 44255/50000
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Epoch 44256/50000
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Epoch 44257/50000
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Epoch 44258/50000
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Epoch 44259/50000
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Epoch 44260/50000
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Epoch 44261/50000
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Epoch 44262/50000
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Epoch 44263/50000
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Epoch 44264/50000
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Epoch 44265/50000
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Epoch 44266/50000
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Epoch 44267/50000
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Epoch 44268/50000
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Epoch 44269/50000
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Epoch 44270/50000
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Epoch 44271/50000
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Epoch 44272/50000
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Epoch 44273/50000
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Epoch 44274/50000
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Epoch 44275/50000
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Epoch 44276/50000
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Epoch 44277/50000
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Epoch 44278/50000
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Epoch 44279/50000
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Epoch 44280/50000
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Epoch 44281/50000
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Epoch 44282/50000
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Epoch 44283/50000
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Epoch 44284/50000
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Epoch 44285/50000
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Epoch 44286/50000
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Epoch 44287/50000
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Epoch 44288/50000
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Epoch 44289/50000
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Epoch 44290/50000
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Epoch 44291/50000
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Epoch 44292/50000
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Epoch 44293/50000
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Epoch 44294/50000
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Epoch 44295/50000
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Epoch 44296/50000
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Epoch 44297/50000
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Epoch 44298/50000
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Epoch 44299/50000
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Epoch 44300/50000
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Epoch 44301/50000
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Epoch 44302/50000
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Epoch 44303/50000
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Epoch 44304/50000
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Epoch 44305/50000
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Epoch 44306/50000
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Epoch 44307/50000
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Epoch 44308/50000
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Epoch 44309/50000
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Epoch 44310/50000
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Epoch 44311/50000
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Epoch 44312/50000
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Epoch 44313/50000
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Epoch 44314/50000
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Epoch 44315/50000
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Epoch 44316/50000
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Epoch 44317/50000
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Epoch 44318/50000
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Epoch 44319/50000
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Epoch 44320/50000
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Epoch 44321/50000
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Epoch 44322/50000
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Epoch 44323/50000
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Epoch 44324/50000
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Epoch 44325/50000
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Epoch 44326/50000
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Epoch 44327/50000
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Epoch 44328/50000
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Epoch 44329/50000
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Epoch 44330/50000
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Epoch 44331/50000
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Epoch 44332/50000
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Epoch 44333/50000
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Epoch 44334/50000
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Epoch 44335/50000
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Epoch 44336/50000
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Epoch 44337/50000
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Epoch 44338/50000
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Epoch 44339/50000
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Epoch 44340/50000
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Epoch 44341/50000
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Epoch 44342/50000
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Epoch 44343/50000
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Epoch 44344/50000
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Epoch 44345/50000
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Epoch 44346/50000
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Epoch 44347/50000
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Epoch 44348/50000
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Epoch 44349/50000
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Epoch 44350/50000
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Epoch 44351/50000
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Epoch 44352/50000
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Epoch 44353/50000
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Epoch 44354/50000
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Epoch 44355/50000
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Epoch 44356/50000
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Epoch 44357/50000
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Epoch 44358/50000
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Epoch 44359/50000
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Epoch 44360/50000
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Epoch 44361/50000
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Epoch 44362/50000
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Epoch 44363/50000
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Epoch 44364/50000
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Epoch 44365/50000
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Epoch 44366/50000
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Epoch 44367/50000
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Epoch 44368/50000
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Epoch 44369/50000
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Epoch 44370/50000
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Epoch 44371/50000
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Epoch 44372/50000
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Epoch 44373/50000
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Epoch 44374/50000
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Epoch 44375/50000
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Epoch 44376/50000
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Epoch 44377/50000
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Epoch 44378/50000
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Epoch 44379/50000
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Epoch 44380/50000
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Epoch 44381/50000
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Epoch 44382/50000
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Epoch 44383/50000
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Epoch 44384/50000
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Epoch 44385/50000
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Epoch 44386/50000
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Epoch 44387/50000
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Epoch 44388/50000
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Epoch 44389/50000
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Epoch 44390/50000
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Epoch 44391/50000
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Epoch 44392/50000
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Epoch 44393/50000
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Epoch 44394/50000
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Epoch 44395/50000
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Epoch 44396/50000
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Epoch 44397/50000
discriminator loss: 1.327554 - generator loss: 0.780598 - 1s
Epoch 44398/50000
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Epoch 44399/50000
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Epoch 44400/50000
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Epoch 44401/50000
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Epoch 44402/50000
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Epoch 44403/50000
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Epoch 44404/50000
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Epoch 44405/50000
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Epoch 44406/50000
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Epoch 44407/50000
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Epoch 44408/50000
discriminator loss: 1.335526 - generator loss: 0.767446 - 1s
Epoch 44409/50000
discriminator loss: 1.321238 - generator loss: 0.780251 - 1s
Epoch 44410/50000
discriminator loss: 1.327754 - generator loss: 0.771139 - 1s
Epoch 44411/50000
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Epoch 44412/50000
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Epoch 44413/50000
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Epoch 44414/50000
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Epoch 44415/50000
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Epoch 44416/50000
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Epoch 44417/50000
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Epoch 44418/50000
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Epoch 44419/50000
discriminator loss: 1.340185 - generator loss: 0.769286 - 1s
Epoch 44420/50000
discriminator loss: 1.333263 - generator loss: 0.769625 - 1s
Epoch 44421/50000
discriminator loss: 1.343679 - generator loss: 0.773893 - 1s
Epoch 44422/50000
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Epoch 44423/50000
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Epoch 44424/50000
discriminator loss: 1.337078 - generator loss: 0.771074 - 1s
Epoch 44425/50000
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Epoch 44426/50000
discriminator loss: 1.329810 - generator loss: 0.768386 - 1s
Epoch 44427/50000
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Epoch 44428/50000
discriminator loss: 1.350380 - generator loss: 0.767415 - 1s
Epoch 44429/50000
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Epoch 44430/50000
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Epoch 44431/50000
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Epoch 44432/50000
discriminator loss: 1.330399 - generator loss: 0.767417 - 1s
Epoch 44433/50000
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Epoch 44434/50000
discriminator loss: 1.314962 - generator loss: 0.798321 - 1s
Epoch 44435/50000
discriminator loss: 1.320997 - generator loss: 0.777647 - 1s
Epoch 44436/50000
discriminator loss: 1.323421 - generator loss: 0.778662 - 1s
Epoch 44437/50000
discriminator loss: 1.329695 - generator loss: 0.782948 - 1s
Epoch 44438/50000
discriminator loss: 1.341042 - generator loss: 0.769548 - 1s
Epoch 44439/50000
discriminator loss: 1.327031 - generator loss: 0.781710 - 1s
Epoch 44440/50000
discriminator loss: 1.340568 - generator loss: 0.767671 - 1s
Epoch 44441/50000
discriminator loss: 1.327240 - generator loss: 0.764109 - 1s
Epoch 44442/50000
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Epoch 44443/50000
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Epoch 44444/50000
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Epoch 44445/50000
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Epoch 44446/50000
discriminator loss: 1.345143 - generator loss: 0.765673 - 1s
Epoch 44447/50000
discriminator loss: 1.331619 - generator loss: 0.771776 - 1s
Epoch 44448/50000
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Epoch 44449/50000
discriminator loss: 1.335297 - generator loss: 0.771057 - 1s
Epoch 44450/50000
discriminator loss: 1.331599 - generator loss: 0.771989 - 1s
Epoch 44451/50000
discriminator loss: 1.337663 - generator loss: 0.773164 - 1s
Epoch 44452/50000
discriminator loss: 1.328935 - generator loss: 0.778958 - 1s
Epoch 44453/50000
discriminator loss: 1.326293 - generator loss: 0.782469 - 1s
Epoch 44454/50000
discriminator loss: 1.336990 - generator loss: 0.775322 - 1s
Epoch 44455/50000
discriminator loss: 1.325551 - generator loss: 0.781235 - 1s
Epoch 44456/50000
discriminator loss: 1.334036 - generator loss: 0.760348 - 1s
Epoch 44457/50000
discriminator loss: 1.331923 - generator loss: 0.777304 - 1s
Epoch 44458/50000
discriminator loss: 1.340258 - generator loss: 0.768435 - 1s
Epoch 44459/50000
discriminator loss: 1.324400 - generator loss: 0.782840 - 1s
Epoch 44460/50000
discriminator loss: 1.311964 - generator loss: 0.789042 - 1s
Epoch 44461/50000
discriminator loss: 1.325401 - generator loss: 0.776847 - 1s
Epoch 44462/50000
discriminator loss: 1.324215 - generator loss: 0.779641 - 1s
Epoch 44463/50000
discriminator loss: 1.332738 - generator loss: 0.771758 - 1s
Epoch 44464/50000
discriminator loss: 1.331007 - generator loss: 0.771397 - 1s
Epoch 44465/50000
discriminator loss: 1.332553 - generator loss: 0.774767 - 1s
Epoch 44466/50000
discriminator loss: 1.342322 - generator loss: 0.768420 - 1s
Epoch 44467/50000
discriminator loss: 1.335217 - generator loss: 0.773634 - 1s
Epoch 44468/50000
discriminator loss: 1.332585 - generator loss: 0.775313 - 1s
Epoch 44469/50000
discriminator loss: 1.342358 - generator loss: 0.774522 - 1s
Epoch 44470/50000
discriminator loss: 1.323185 - generator loss: 0.781687 - 1s
Epoch 44471/50000
discriminator loss: 1.333257 - generator loss: 0.768506 - 1s
Epoch 44472/50000
discriminator loss: 1.326443 - generator loss: 0.776536 - 1s
Epoch 44473/50000
discriminator loss: 1.338711 - generator loss: 0.768843 - 1s
Epoch 44474/50000
discriminator loss: 1.332642 - generator loss: 0.777236 - 1s
Epoch 44475/50000
discriminator loss: 1.333675 - generator loss: 0.772860 - 1s
Epoch 44476/50000
discriminator loss: 1.334820 - generator loss: 0.776171 - 1s
Epoch 44477/50000
discriminator loss: 1.336239 - generator loss: 0.776953 - 1s
Epoch 44478/50000
discriminator loss: 1.325497 - generator loss: 0.775633 - 1s
Epoch 44479/50000
discriminator loss: 1.341092 - generator loss: 0.767991 - 1s
Epoch 44480/50000
discriminator loss: 1.332355 - generator loss: 0.768705 - 1s
Epoch 44481/50000
discriminator loss: 1.341278 - generator loss: 0.775671 - 1s
Epoch 44482/50000
discriminator loss: 1.339743 - generator loss: 0.770788 - 1s
Epoch 44483/50000
discriminator loss: 1.344228 - generator loss: 0.761661 - 1s
Epoch 44484/50000
discriminator loss: 1.342554 - generator loss: 0.774270 - 1s
Epoch 44485/50000
discriminator loss: 1.323359 - generator loss: 0.785683 - 1s
Epoch 44486/50000
discriminator loss: 1.336922 - generator loss: 0.766928 - 1s
Epoch 44487/50000
discriminator loss: 1.339114 - generator loss: 0.766118 - 1s
Epoch 44488/50000
discriminator loss: 1.331079 - generator loss: 0.769453 - 1s
Epoch 44489/50000
discriminator loss: 1.340344 - generator loss: 0.777509 - 1s
Epoch 44490/50000
discriminator loss: 1.344221 - generator loss: 0.759483 - 1s
Epoch 44491/50000
discriminator loss: 1.332689 - generator loss: 0.777302 - 1s
Epoch 44492/50000
discriminator loss: 1.346463 - generator loss: 0.767981 - 1s
Epoch 44493/50000
discriminator loss: 1.348031 - generator loss: 0.763561 - 1s
Epoch 44494/50000
discriminator loss: 1.331877 - generator loss: 0.772195 - 1s
Epoch 44495/50000
discriminator loss: 1.322442 - generator loss: 0.778074 - 1s
Epoch 44496/50000
discriminator loss: 1.330242 - generator loss: 0.769353 - 1s
Epoch 44497/50000
discriminator loss: 1.332497 - generator loss: 0.774896 - 1s
Epoch 44498/50000
discriminator loss: 1.320480 - generator loss: 0.782879 - 1s
Epoch 44499/50000
discriminator loss: 1.339099 - generator loss: 0.760430 - 1s
Epoch 44500/50000
discriminator loss: 1.333193 - generator loss: 0.778012 - 1s
Epoch 44501/50000
discriminator loss: 1.340408 - generator loss: 0.780704 - 1s
Epoch 44502/50000
discriminator loss: 1.335303 - generator loss: 0.770989 - 1s
Epoch 44503/50000
discriminator loss: 1.345777 - generator loss: 0.771353 - 1s
Epoch 44504/50000
discriminator loss: 1.328973 - generator loss: 0.780159 - 1s
Epoch 44505/50000
discriminator loss: 1.330255 - generator loss: 0.774612 - 1s
Epoch 44506/50000
discriminator loss: 1.319023 - generator loss: 0.779738 - 1s
Epoch 44507/50000
discriminator loss: 1.339311 - generator loss: 0.773279 - 1s
Epoch 44508/50000
discriminator loss: 1.331504 - generator loss: 0.779894 - 1s
Epoch 44509/50000
discriminator loss: 1.330881 - generator loss: 0.769995 - 1s
Epoch 44510/50000
discriminator loss: 1.337846 - generator loss: 0.775137 - 1s
Epoch 44511/50000
discriminator loss: 1.339032 - generator loss: 0.767333 - 1s
Epoch 44512/50000
discriminator loss: 1.342116 - generator loss: 0.770621 - 1s
Epoch 44513/50000
discriminator loss: 1.323960 - generator loss: 0.784539 - 1s
Epoch 44514/50000
discriminator loss: 1.330910 - generator loss: 0.765786 - 1s
Epoch 44515/50000
discriminator loss: 1.336845 - generator loss: 0.771368 - 1s
Epoch 44516/50000
discriminator loss: 1.336806 - generator loss: 0.771700 - 1s
Epoch 44517/50000
discriminator loss: 1.333555 - generator loss: 0.773110 - 1s
Epoch 44518/50000
discriminator loss: 1.336160 - generator loss: 0.777113 - 1s
Epoch 44519/50000
discriminator loss: 1.344690 - generator loss: 0.771514 - 1s
Epoch 44520/50000
discriminator loss: 1.328758 - generator loss: 0.765528 - 1s
Epoch 44521/50000
discriminator loss: 1.339162 - generator loss: 0.771659 - 1s
Epoch 44522/50000
discriminator loss: 1.327404 - generator loss: 0.785089 - 1s
Epoch 44523/50000
discriminator loss: 1.337583 - generator loss: 0.770648 - 1s
Epoch 44524/50000
discriminator loss: 1.344026 - generator loss: 0.773157 - 1s
Epoch 44525/50000
discriminator loss: 1.327648 - generator loss: 0.775154 - 1s
Epoch 44526/50000
discriminator loss: 1.337830 - generator loss: 0.770190 - 1s
Epoch 44527/50000
discriminator loss: 1.334387 - generator loss: 0.773932 - 1s
Epoch 44528/50000
discriminator loss: 1.333065 - generator loss: 0.781970 - 1s
Epoch 44529/50000
discriminator loss: 1.346935 - generator loss: 0.765614 - 1s
Epoch 44530/50000
discriminator loss: 1.340929 - generator loss: 0.767167 - 1s
Epoch 44531/50000
discriminator loss: 1.339501 - generator loss: 0.767560 - 1s
Epoch 44532/50000
discriminator loss: 1.334774 - generator loss: 0.769859 - 1s
Epoch 44533/50000
discriminator loss: 1.334516 - generator loss: 0.767763 - 1s
Epoch 44534/50000
discriminator loss: 1.334421 - generator loss: 0.781490 - 1s
Epoch 44535/50000
discriminator loss: 1.332093 - generator loss: 0.768656 - 1s
Epoch 44536/50000
discriminator loss: 1.336434 - generator loss: 0.780900 - 1s
Epoch 44537/50000
discriminator loss: 1.338414 - generator loss: 0.764973 - 1s
Epoch 44538/50000
discriminator loss: 1.339467 - generator loss: 0.771190 - 1s
Epoch 44539/50000
discriminator loss: 1.326380 - generator loss: 0.779856 - 1s
Epoch 44540/50000
discriminator loss: 1.341953 - generator loss: 0.758479 - 1s
Epoch 44541/50000
discriminator loss: 1.341690 - generator loss: 0.769835 - 1s
Epoch 44542/50000
discriminator loss: 1.339300 - generator loss: 0.766645 - 1s
Epoch 44543/50000
discriminator loss: 1.338957 - generator loss: 0.768680 - 1s
Epoch 44544/50000
discriminator loss: 1.338419 - generator loss: 0.778660 - 1s
Epoch 44545/50000
discriminator loss: 1.330038 - generator loss: 0.781308 - 1s
Epoch 44546/50000
discriminator loss: 1.334697 - generator loss: 0.762819 - 1s
Epoch 44547/50000
discriminator loss: 1.328504 - generator loss: 0.777865 - 1s
Epoch 44548/50000
discriminator loss: 1.329248 - generator loss: 0.780196 - 1s
Epoch 44549/50000
discriminator loss: 1.337764 - generator loss: 0.764187 - 1s
Epoch 44550/50000
discriminator loss: 1.335507 - generator loss: 0.771540 - 1s
Epoch 44551/50000
discriminator loss: 1.342721 - generator loss: 0.773830 - 1s
Epoch 44552/50000
discriminator loss: 1.334888 - generator loss: 0.776038 - 1s
Epoch 44553/50000
discriminator loss: 1.332911 - generator loss: 0.780313 - 1s
Epoch 44554/50000
discriminator loss: 1.334575 - generator loss: 0.762849 - 1s
Epoch 44555/50000
discriminator loss: 1.327620 - generator loss: 0.781224 - 1s
Epoch 44556/50000
discriminator loss: 1.339572 - generator loss: 0.766521 - 1s
Epoch 44557/50000
discriminator loss: 1.337350 - generator loss: 0.772041 - 1s
Epoch 44558/50000
discriminator loss: 1.332272 - generator loss: 0.776054 - 1s
Epoch 44559/50000
discriminator loss: 1.336352 - generator loss: 0.777616 - 1s
Epoch 44560/50000
discriminator loss: 1.331430 - generator loss: 0.774114 - 1s
Epoch 44561/50000
discriminator loss: 1.334921 - generator loss: 0.775502 - 1s
Epoch 44562/50000
discriminator loss: 1.341535 - generator loss: 0.771666 - 1s
Epoch 44563/50000
discriminator loss: 1.335271 - generator loss: 0.767339 - 1s
Epoch 44564/50000
discriminator loss: 1.346658 - generator loss: 0.763483 - 1s
Epoch 44565/50000
discriminator loss: 1.331257 - generator loss: 0.769079 - 1s
Epoch 44566/50000
discriminator loss: 1.330801 - generator loss: 0.776085 - 1s
Epoch 44567/50000
discriminator loss: 1.336034 - generator loss: 0.778713 - 1s
Epoch 44568/50000
discriminator loss: 1.331335 - generator loss: 0.772812 - 1s
Epoch 44569/50000
discriminator loss: 1.329403 - generator loss: 0.778878 - 1s
Epoch 44570/50000
discriminator loss: 1.325528 - generator loss: 0.780908 - 1s
Epoch 44571/50000
discriminator loss: 1.338988 - generator loss: 0.772394 - 1s
Epoch 44572/50000
discriminator loss: 1.341217 - generator loss: 0.760620 - 1s
Epoch 44573/50000
discriminator loss: 1.325580 - generator loss: 0.784630 - 1s
Epoch 44574/50000
discriminator loss: 1.341898 - generator loss: 0.766386 - 1s
Epoch 44575/50000
discriminator loss: 1.342780 - generator loss: 0.771363 - 1s
Epoch 44576/50000
discriminator loss: 1.333213 - generator loss: 0.773960 - 1s
Epoch 44577/50000
discriminator loss: 1.338354 - generator loss: 0.772766 - 1s
Epoch 44578/50000
discriminator loss: 1.332657 - generator loss: 0.775217 - 1s
Epoch 44579/50000
discriminator loss: 1.346902 - generator loss: 0.765099 - 1s
Epoch 44580/50000
discriminator loss: 1.342962 - generator loss: 0.767525 - 1s
Epoch 44581/50000
discriminator loss: 1.347001 - generator loss: 0.760205 - 1s
Epoch 44582/50000
discriminator loss: 1.339938 - generator loss: 0.764354 - 1s
Epoch 44583/50000
discriminator loss: 1.336981 - generator loss: 0.782284 - 1s
Epoch 44584/50000
discriminator loss: 1.337674 - generator loss: 0.769343 - 1s
Epoch 44585/50000
discriminator loss: 1.343775 - generator loss: 0.774303 - 1s
Epoch 44586/50000
discriminator loss: 1.330501 - generator loss: 0.773587 - 1s
Epoch 44587/50000
discriminator loss: 1.328351 - generator loss: 0.776808 - 1s
Epoch 44588/50000
discriminator loss: 1.341100 - generator loss: 0.767316 - 1s
Epoch 44589/50000
discriminator loss: 1.342903 - generator loss: 0.762269 - 1s
Epoch 44590/50000
discriminator loss: 1.330660 - generator loss: 0.775946 - 1s
Epoch 44591/50000
discriminator loss: 1.331032 - generator loss: 0.771437 - 1s
Epoch 44592/50000
discriminator loss: 1.323222 - generator loss: 0.783655 - 1s
Epoch 44593/50000
discriminator loss: 1.330259 - generator loss: 0.784352 - 1s
Epoch 44594/50000
discriminator loss: 1.328855 - generator loss: 0.779251 - 1s
Epoch 44595/50000
discriminator loss: 1.331641 - generator loss: 0.761406 - 1s
Epoch 44596/50000
discriminator loss: 1.332722 - generator loss: 0.775436 - 1s
Epoch 44597/50000
discriminator loss: 1.339085 - generator loss: 0.777712 - 1s
Epoch 44598/50000
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Epoch 44599/50000
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Epoch 44600/50000
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Epoch 44601/50000
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Epoch 44602/50000
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Epoch 44603/50000
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Epoch 44604/50000
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Epoch 44605/50000
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Epoch 44606/50000
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Epoch 44607/50000
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Epoch 44608/50000
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Epoch 44609/50000
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Epoch 44610/50000
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Epoch 44611/50000
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Epoch 44612/50000
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Epoch 44613/50000
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Epoch 44614/50000
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Epoch 44615/50000
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Epoch 44616/50000
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Epoch 44617/50000
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Epoch 44618/50000
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Epoch 44619/50000
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Epoch 44620/50000
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Epoch 44621/50000
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Epoch 44622/50000
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Epoch 44623/50000
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Epoch 44624/50000
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Epoch 44625/50000
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Epoch 44626/50000
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Epoch 44627/50000
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Epoch 44628/50000
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Epoch 44629/50000
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Epoch 44630/50000
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Epoch 44631/50000
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Epoch 44632/50000
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Epoch 44633/50000
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Epoch 44634/50000
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Epoch 44635/50000
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Epoch 44636/50000
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Epoch 44637/50000
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Epoch 44638/50000
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Epoch 44639/50000
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Epoch 44640/50000
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Epoch 44641/50000
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Epoch 44642/50000
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Epoch 44643/50000
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Epoch 44644/50000
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Epoch 44645/50000
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Epoch 44646/50000
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Epoch 44647/50000
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Epoch 44648/50000
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Epoch 44649/50000
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Epoch 44650/50000
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Epoch 44651/50000
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Epoch 44652/50000
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Epoch 44653/50000
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Epoch 44654/50000
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Epoch 44655/50000
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Epoch 44656/50000
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Epoch 44657/50000
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Epoch 44658/50000
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Epoch 44659/50000
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Epoch 44660/50000
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Epoch 44661/50000
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Epoch 44662/50000
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Epoch 44663/50000
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Epoch 44664/50000
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Epoch 44665/50000
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Epoch 44666/50000
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Epoch 44667/50000
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Epoch 44668/50000
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Epoch 44669/50000
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Epoch 44670/50000
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Epoch 44671/50000
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Epoch 44672/50000
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Epoch 44673/50000
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Epoch 44674/50000
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Epoch 44675/50000
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Epoch 44676/50000
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Epoch 44677/50000
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Epoch 44678/50000
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Epoch 44679/50000
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Epoch 44680/50000
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Epoch 44681/50000
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Epoch 44682/50000
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Epoch 44683/50000
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Epoch 44684/50000
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Epoch 44685/50000
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Epoch 44686/50000
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Epoch 44687/50000
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Epoch 44688/50000
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Epoch 44689/50000
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Epoch 44690/50000
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Epoch 44691/50000
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Epoch 44692/50000
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Epoch 44693/50000
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Epoch 44694/50000
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Epoch 44695/50000
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Epoch 44696/50000
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Epoch 44697/50000
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Epoch 44698/50000
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Epoch 44699/50000
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Epoch 44700/50000
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Epoch 44701/50000
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Epoch 44702/50000
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Epoch 44703/50000
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Epoch 44704/50000
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Epoch 44705/50000
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Epoch 44706/50000
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Epoch 44707/50000
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Epoch 44708/50000
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Epoch 44709/50000
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Epoch 44710/50000
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Epoch 44711/50000
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Epoch 44712/50000
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Epoch 44713/50000
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Epoch 44714/50000
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Epoch 44715/50000
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Epoch 44716/50000
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Epoch 44717/50000
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Epoch 44718/50000
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Epoch 44719/50000
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Epoch 44720/50000
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Epoch 44721/50000
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Epoch 44722/50000
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Epoch 44723/50000
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Epoch 44724/50000
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Epoch 44725/50000
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Epoch 44726/50000
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Epoch 44727/50000
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Epoch 44728/50000
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Epoch 44729/50000
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Epoch 44730/50000
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Epoch 44731/50000
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Epoch 44732/50000
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Epoch 44733/50000
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Epoch 44734/50000
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Epoch 44735/50000
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Epoch 44736/50000
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Epoch 44737/50000
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Epoch 44738/50000
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Epoch 44739/50000
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Epoch 44740/50000
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Epoch 44741/50000
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Epoch 44742/50000
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Epoch 44743/50000
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Epoch 44744/50000
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Epoch 44745/50000
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Epoch 44746/50000
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Epoch 44747/50000
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Epoch 44748/50000
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Epoch 44749/50000
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Epoch 44750/50000
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Epoch 44751/50000
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Epoch 44752/50000
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Epoch 44753/50000
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Epoch 44754/50000
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Epoch 44755/50000
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Epoch 44756/50000
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Epoch 44757/50000
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Epoch 44758/50000
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Epoch 44759/50000
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Epoch 44760/50000
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Epoch 44761/50000
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Epoch 44762/50000
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Epoch 44763/50000
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Epoch 44764/50000
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Epoch 44765/50000
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Epoch 44766/50000
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Epoch 44767/50000
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Epoch 44768/50000
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Epoch 44769/50000
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Epoch 44770/50000
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Epoch 44771/50000
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Epoch 44772/50000
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Epoch 44773/50000
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Epoch 44774/50000
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Epoch 44775/50000
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Epoch 44776/50000
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Epoch 44777/50000
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Epoch 44778/50000
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Epoch 44779/50000
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Epoch 44780/50000
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Epoch 44781/50000
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Epoch 44782/50000
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Epoch 44783/50000
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Epoch 44784/50000
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Epoch 44785/50000
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Epoch 44786/50000
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Epoch 44787/50000
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Epoch 44788/50000
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Epoch 44789/50000
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Epoch 44790/50000
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Epoch 44791/50000
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Epoch 44792/50000
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Epoch 44793/50000
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Epoch 44794/50000
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Epoch 44795/50000
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Epoch 44796/50000
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Epoch 44797/50000
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Epoch 44798/50000
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Epoch 44799/50000
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Epoch 44800/50000
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Epoch 44801/50000
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Epoch 44802/50000
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Epoch 44803/50000
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Epoch 44804/50000
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Epoch 44805/50000
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Epoch 44806/50000
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Epoch 44807/50000
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Epoch 44808/50000
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Epoch 44809/50000
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Epoch 44810/50000
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Epoch 44811/50000
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Epoch 44812/50000
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Epoch 44813/50000
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Epoch 44814/50000
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Epoch 44815/50000
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Epoch 44816/50000
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Epoch 44817/50000
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Epoch 44818/50000
discriminator loss: 1.318625 - generator loss: 0.782132 - 1s
Epoch 44819/50000
discriminator loss: 1.333482 - generator loss: 0.769101 - 1s
Epoch 44820/50000
discriminator loss: 1.333106 - generator loss: 0.767777 - 1s
Epoch 44821/50000
discriminator loss: 1.330810 - generator loss: 0.771326 - 1s
Epoch 44822/50000
discriminator loss: 1.336937 - generator loss: 0.775173 - 1s
Epoch 44823/50000
discriminator loss: 1.334479 - generator loss: 0.776692 - 1s
Epoch 44824/50000
discriminator loss: 1.336012 - generator loss: 0.770966 - 1s
Epoch 44825/50000
discriminator loss: 1.336109 - generator loss: 0.780858 - 1s
Epoch 44826/50000
discriminator loss: 1.338105 - generator loss: 0.773691 - 1s
Epoch 44827/50000
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Epoch 44828/50000
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Epoch 44829/50000
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Epoch 44830/50000
discriminator loss: 1.342852 - generator loss: 0.768195 - 1s
Epoch 44831/50000
discriminator loss: 1.345235 - generator loss: 0.768319 - 1s
Epoch 44832/50000
discriminator loss: 1.345138 - generator loss: 0.773234 - 1s
Epoch 44833/50000
discriminator loss: 1.335259 - generator loss: 0.769502 - 1s
Epoch 44834/50000
discriminator loss: 1.330863 - generator loss: 0.769605 - 1s
Epoch 44835/50000
discriminator loss: 1.328184 - generator loss: 0.776643 - 1s
Epoch 44836/50000
discriminator loss: 1.333179 - generator loss: 0.775523 - 1s
Epoch 44837/50000
discriminator loss: 1.337398 - generator loss: 0.769235 - 1s
Epoch 44838/50000
discriminator loss: 1.335356 - generator loss: 0.776744 - 1s
Epoch 44839/50000
discriminator loss: 1.338948 - generator loss: 0.767341 - 1s
Epoch 44840/50000
discriminator loss: 1.333313 - generator loss: 0.772222 - 1s
Epoch 44841/50000
discriminator loss: 1.335923 - generator loss: 0.779249 - 1s
Epoch 44842/50000
discriminator loss: 1.339361 - generator loss: 0.769696 - 1s
Epoch 44843/50000
discriminator loss: 1.344131 - generator loss: 0.764696 - 1s
Epoch 44844/50000
discriminator loss: 1.347773 - generator loss: 0.763998 - 1s
Epoch 44845/50000
discriminator loss: 1.343529 - generator loss: 0.760717 - 1s
Epoch 44846/50000
discriminator loss: 1.331011 - generator loss: 0.777523 - 1s
Epoch 44847/50000
discriminator loss: 1.328756 - generator loss: 0.782583 - 1s
Epoch 44848/50000
discriminator loss: 1.339714 - generator loss: 0.771430 - 1s
Epoch 44849/50000
discriminator loss: 1.336480 - generator loss: 0.768638 - 1s
Epoch 44850/50000
discriminator loss: 1.328884 - generator loss: 0.777537 - 1s
Epoch 44851/50000
discriminator loss: 1.341366 - generator loss: 0.770380 - 1s
Epoch 44852/50000
discriminator loss: 1.318715 - generator loss: 0.779989 - 1s
Epoch 44853/50000
discriminator loss: 1.328703 - generator loss: 0.778694 - 1s
Epoch 44854/50000
discriminator loss: 1.330538 - generator loss: 0.776485 - 1s
Epoch 44855/50000
discriminator loss: 1.322927 - generator loss: 0.785241 - 1s
Epoch 44856/50000
discriminator loss: 1.333368 - generator loss: 0.769761 - 1s
Epoch 44857/50000
discriminator loss: 1.342475 - generator loss: 0.770990 - 1s
Epoch 44858/50000
discriminator loss: 1.334117 - generator loss: 0.776153 - 1s
Epoch 44859/50000
discriminator loss: 1.337536 - generator loss: 0.772768 - 1s
Epoch 44860/50000
discriminator loss: 1.342778 - generator loss: 0.773412 - 1s
Epoch 44861/50000
discriminator loss: 1.325956 - generator loss: 0.774209 - 1s
Epoch 44862/50000
discriminator loss: 1.326494 - generator loss: 0.775315 - 1s
Epoch 44863/50000
discriminator loss: 1.334035 - generator loss: 0.775607 - 1s
Epoch 44864/50000
discriminator loss: 1.333748 - generator loss: 0.777964 - 1s
Epoch 44865/50000
discriminator loss: 1.342431 - generator loss: 0.766822 - 1s
Epoch 44866/50000
discriminator loss: 1.338178 - generator loss: 0.767316 - 1s
Epoch 44867/50000
discriminator loss: 1.336135 - generator loss: 0.773977 - 1s
Epoch 44868/50000
discriminator loss: 1.330968 - generator loss: 0.779980 - 1s
Epoch 44869/50000
discriminator loss: 1.332472 - generator loss: 0.775780 - 1s
Epoch 44870/50000
discriminator loss: 1.334616 - generator loss: 0.778292 - 1s
Epoch 44871/50000
discriminator loss: 1.331204 - generator loss: 0.771589 - 1s
Epoch 44872/50000
discriminator loss: 1.329391 - generator loss: 0.772980 - 1s
Epoch 44873/50000
discriminator loss: 1.333781 - generator loss: 0.770171 - 1s
Epoch 44874/50000
discriminator loss: 1.342674 - generator loss: 0.769465 - 1s
Epoch 44875/50000
discriminator loss: 1.322608 - generator loss: 0.783619 - 1s
Epoch 44876/50000
discriminator loss: 1.321905 - generator loss: 0.779777 - 1s
Epoch 44877/50000
discriminator loss: 1.336242 - generator loss: 0.768688 - 1s
Epoch 44878/50000
discriminator loss: 1.337659 - generator loss: 0.773485 - 1s
Epoch 44879/50000
discriminator loss: 1.334825 - generator loss: 0.771194 - 1s
Epoch 44880/50000
discriminator loss: 1.335710 - generator loss: 0.775868 - 1s
Epoch 44881/50000
discriminator loss: 1.329834 - generator loss: 0.772041 - 1s
Epoch 44882/50000
discriminator loss: 1.327971 - generator loss: 0.775891 - 1s
Epoch 44883/50000
discriminator loss: 1.331290 - generator loss: 0.783171 - 1s
Epoch 44884/50000
discriminator loss: 1.331750 - generator loss: 0.776463 - 1s
Epoch 44885/50000
discriminator loss: 1.335859 - generator loss: 0.768736 - 1s
Epoch 44886/50000
discriminator loss: 1.333365 - generator loss: 0.773022 - 1s
Epoch 44887/50000
discriminator loss: 1.337094 - generator loss: 0.771265 - 1s
Epoch 44888/50000
discriminator loss: 1.336446 - generator loss: 0.778397 - 1s
Epoch 44889/50000
discriminator loss: 1.327945 - generator loss: 0.783164 - 1s
Epoch 44890/50000
discriminator loss: 1.330790 - generator loss: 0.772722 - 1s
Epoch 44891/50000
discriminator loss: 1.339681 - generator loss: 0.770143 - 1s
Epoch 44892/50000
discriminator loss: 1.331945 - generator loss: 0.782737 - 1s
Epoch 44893/50000
discriminator loss: 1.326541 - generator loss: 0.778388 - 1s
Epoch 44894/50000
discriminator loss: 1.338451 - generator loss: 0.779914 - 1s
Epoch 44895/50000
discriminator loss: 1.340835 - generator loss: 0.758697 - 1s
Epoch 44896/50000
discriminator loss: 1.347489 - generator loss: 0.768519 - 1s
Epoch 44897/50000
discriminator loss: 1.329031 - generator loss: 0.774068 - 1s
Epoch 44898/50000
discriminator loss: 1.340944 - generator loss: 0.772514 - 1s
Epoch 44899/50000
discriminator loss: 1.349895 - generator loss: 0.768235 - 1s
Epoch 44900/50000
discriminator loss: 1.339819 - generator loss: 0.764611 - 1s
Epoch 44901/50000
discriminator loss: 1.347496 - generator loss: 0.763487 - 1s
Epoch 44902/50000
discriminator loss: 1.331469 - generator loss: 0.781183 - 1s
Epoch 44903/50000
discriminator loss: 1.333328 - generator loss: 0.772536 - 1s
Epoch 44904/50000
discriminator loss: 1.327378 - generator loss: 0.783137 - 1s
Epoch 44905/50000
discriminator loss: 1.332769 - generator loss: 0.777530 - 1s
Epoch 44906/50000
discriminator loss: 1.331688 - generator loss: 0.766963 - 1s
Epoch 44907/50000
discriminator loss: 1.338727 - generator loss: 0.775819 - 1s
Epoch 44908/50000
discriminator loss: 1.339352 - generator loss: 0.770034 - 1s
Epoch 44909/50000
discriminator loss: 1.332042 - generator loss: 0.764523 - 1s
Epoch 44910/50000
discriminator loss: 1.330307 - generator loss: 0.783974 - 1s
Epoch 44911/50000
discriminator loss: 1.337128 - generator loss: 0.766615 - 1s
Epoch 44912/50000
discriminator loss: 1.336702 - generator loss: 0.771231 - 1s
Epoch 44913/50000
discriminator loss: 1.333407 - generator loss: 0.774270 - 1s
Epoch 44914/50000
discriminator loss: 1.343365 - generator loss: 0.778401 - 1s
Epoch 44915/50000
discriminator loss: 1.337083 - generator loss: 0.769530 - 1s
Epoch 44916/50000
discriminator loss: 1.344580 - generator loss: 0.766843 - 1s
Epoch 44917/50000
discriminator loss: 1.336939 - generator loss: 0.765000 - 1s
Epoch 44918/50000
discriminator loss: 1.329675 - generator loss: 0.772519 - 1s
Epoch 44919/50000
discriminator loss: 1.327291 - generator loss: 0.780329 - 1s
Epoch 44920/50000
discriminator loss: 1.332320 - generator loss: 0.774260 - 1s
Epoch 44921/50000
discriminator loss: 1.333787 - generator loss: 0.778535 - 1s
Epoch 44922/50000
discriminator loss: 1.342423 - generator loss: 0.767022 - 1s
Epoch 44923/50000
discriminator loss: 1.325708 - generator loss: 0.781146 - 1s
Epoch 44924/50000
discriminator loss: 1.345739 - generator loss: 0.766078 - 1s
Epoch 44925/50000
discriminator loss: 1.335335 - generator loss: 0.781992 - 1s
Epoch 44926/50000
discriminator loss: 1.339519 - generator loss: 0.766299 - 1s
Epoch 44927/50000
discriminator loss: 1.328835 - generator loss: 0.779213 - 1s
Epoch 44928/50000
discriminator loss: 1.326103 - generator loss: 0.775331 - 1s
Epoch 44929/50000
discriminator loss: 1.341253 - generator loss: 0.769700 - 1s
Epoch 44930/50000
discriminator loss: 1.340757 - generator loss: 0.772475 - 1s
Epoch 44931/50000
discriminator loss: 1.338865 - generator loss: 0.774446 - 1s
Epoch 44932/50000
discriminator loss: 1.334925 - generator loss: 0.766176 - 1s
Epoch 44933/50000
discriminator loss: 1.330140 - generator loss: 0.777579 - 1s
Epoch 44934/50000
discriminator loss: 1.334439 - generator loss: 0.775030 - 1s
Epoch 44935/50000
discriminator loss: 1.336949 - generator loss: 0.774279 - 1s
Epoch 44936/50000
discriminator loss: 1.336286 - generator loss: 0.772219 - 1s
Epoch 44937/50000
discriminator loss: 1.333723 - generator loss: 0.774796 - 1s
Epoch 44938/50000
discriminator loss: 1.348167 - generator loss: 0.764494 - 1s
Epoch 44939/50000
discriminator loss: 1.339135 - generator loss: 0.770361 - 1s
Epoch 44940/50000
discriminator loss: 1.342605 - generator loss: 0.763697 - 1s
Epoch 44941/50000
discriminator loss: 1.332614 - generator loss: 0.782385 - 1s
Epoch 44942/50000
discriminator loss: 1.341375 - generator loss: 0.760908 - 1s
Epoch 44943/50000
discriminator loss: 1.335955 - generator loss: 0.779038 - 1s
Epoch 44944/50000
discriminator loss: 1.334123 - generator loss: 0.771219 - 1s
Epoch 44945/50000
discriminator loss: 1.344509 - generator loss: 0.761398 - 1s
Epoch 44946/50000
discriminator loss: 1.326783 - generator loss: 0.777938 - 1s
Epoch 44947/50000
discriminator loss: 1.334483 - generator loss: 0.777998 - 1s
Epoch 44948/50000
discriminator loss: 1.332085 - generator loss: 0.776101 - 1s
Epoch 44949/50000
discriminator loss: 1.326313 - generator loss: 0.778470 - 1s
Epoch 44950/50000
discriminator loss: 1.342509 - generator loss: 0.766175 - 1s
Epoch 44951/50000
discriminator loss: 1.344679 - generator loss: 0.762086 - 1s
Epoch 44952/50000
discriminator loss: 1.329401 - generator loss: 0.777456 - 1s
Epoch 44953/50000
discriminator loss: 1.332696 - generator loss: 0.783459 - 1s
Epoch 44954/50000
discriminator loss: 1.321950 - generator loss: 0.779946 - 1s
Epoch 44955/50000
discriminator loss: 1.331992 - generator loss: 0.773569 - 1s
Epoch 44956/50000
discriminator loss: 1.328126 - generator loss: 0.777741 - 1s
Epoch 44957/50000
discriminator loss: 1.329409 - generator loss: 0.779894 - 1s
Epoch 44958/50000
discriminator loss: 1.341294 - generator loss: 0.772234 - 1s
Epoch 44959/50000
discriminator loss: 1.336604 - generator loss: 0.777968 - 1s
Epoch 44960/50000
discriminator loss: 1.331905 - generator loss: 0.775900 - 1s
Epoch 44961/50000
discriminator loss: 1.343338 - generator loss: 0.766572 - 1s
Epoch 44962/50000
discriminator loss: 1.334758 - generator loss: 0.784188 - 1s
Epoch 44963/50000
discriminator loss: 1.330700 - generator loss: 0.774374 - 1s
Epoch 44964/50000
discriminator loss: 1.336164 - generator loss: 0.769930 - 1s
Epoch 44965/50000
discriminator loss: 1.334726 - generator loss: 0.768055 - 1s
Epoch 44966/50000
discriminator loss: 1.335969 - generator loss: 0.773616 - 1s
Epoch 44967/50000
discriminator loss: 1.336977 - generator loss: 0.767814 - 1s
Epoch 44968/50000
discriminator loss: 1.340621 - generator loss: 0.777024 - 1s
Epoch 44969/50000
discriminator loss: 1.339517 - generator loss: 0.766551 - 1s
Epoch 44970/50000
discriminator loss: 1.327834 - generator loss: 0.780544 - 1s
Epoch 44971/50000
discriminator loss: 1.340537 - generator loss: 0.765671 - 1s
Epoch 44972/50000
discriminator loss: 1.336504 - generator loss: 0.773715 - 1s
Epoch 44973/50000
discriminator loss: 1.329818 - generator loss: 0.777373 - 1s
Epoch 44974/50000
discriminator loss: 1.329163 - generator loss: 0.778757 - 1s
Epoch 44975/50000
discriminator loss: 1.323065 - generator loss: 0.781132 - 1s
Epoch 44976/50000
discriminator loss: 1.326445 - generator loss: 0.785823 - 1s
Epoch 44977/50000
discriminator loss: 1.324054 - generator loss: 0.779099 - 1s
Epoch 44978/50000
discriminator loss: 1.334913 - generator loss: 0.769720 - 1s
Epoch 44979/50000
discriminator loss: 1.346756 - generator loss: 0.768409 - 1s
Epoch 44980/50000
discriminator loss: 1.342113 - generator loss: 0.763528 - 1s
Epoch 44981/50000
discriminator loss: 1.334378 - generator loss: 0.776211 - 1s
Epoch 44982/50000
discriminator loss: 1.338532 - generator loss: 0.772534 - 1s
Epoch 44983/50000
discriminator loss: 1.338157 - generator loss: 0.770608 - 1s
Epoch 44984/50000
discriminator loss: 1.331778 - generator loss: 0.777179 - 1s
Epoch 44985/50000
discriminator loss: 1.334574 - generator loss: 0.769628 - 1s
Epoch 44986/50000
discriminator loss: 1.338382 - generator loss: 0.770299 - 1s
Epoch 44987/50000
discriminator loss: 1.331570 - generator loss: 0.775786 - 1s
Epoch 44988/50000
discriminator loss: 1.340309 - generator loss: 0.767303 - 1s
Epoch 44989/50000
discriminator loss: 1.329472 - generator loss: 0.771962 - 1s
Epoch 44990/50000
discriminator loss: 1.339693 - generator loss: 0.781672 - 1s
Epoch 44991/50000
discriminator loss: 1.334968 - generator loss: 0.777251 - 1s
Epoch 44992/50000
discriminator loss: 1.330880 - generator loss: 0.770532 - 1s
Epoch 44993/50000
discriminator loss: 1.337465 - generator loss: 0.777175 - 1s
Epoch 44994/50000
discriminator loss: 1.326398 - generator loss: 0.773846 - 1s
Epoch 44995/50000
discriminator loss: 1.342486 - generator loss: 0.772930 - 1s
Epoch 44996/50000
discriminator loss: 1.336910 - generator loss: 0.774646 - 1s
Epoch 44997/50000
discriminator loss: 1.333204 - generator loss: 0.776979 - 1s
Epoch 44998/50000
discriminator loss: 1.325763 - generator loss: 0.777695 - 1s
Epoch 44999/50000
discriminator loss: 1.333043 - generator loss: 0.777917 - 1s
Epoch 45000/50000
discriminator loss: 1.337891 - generator loss: 0.775374 - 1s
Epoch 45001/50000
discriminator loss: 1.337507 - generator loss: 0.769932 - 1s

Loss: 

Epoch 45002/50000
discriminator loss: 1.332147 - generator loss: 0.773048 - 1s
Epoch 45003/50000
discriminator loss: 1.324156 - generator loss: 0.785816 - 1s
Epoch 45004/50000
discriminator loss: 1.338339 - generator loss: 0.772417 - 1s
Epoch 45005/50000
discriminator loss: 1.342777 - generator loss: 0.765797 - 1s
Epoch 45006/50000
discriminator loss: 1.333426 - generator loss: 0.776052 - 1s
Epoch 45007/50000
discriminator loss: 1.323462 - generator loss: 0.783494 - 1s
Epoch 45008/50000
discriminator loss: 1.314987 - generator loss: 0.786564 - 1s
Epoch 45009/50000
discriminator loss: 1.348488 - generator loss: 0.768267 - 1s
Epoch 45010/50000
discriminator loss: 1.341792 - generator loss: 0.774353 - 1s
Epoch 45011/50000
discriminator loss: 1.327194 - generator loss: 0.770002 - 1s
Epoch 45012/50000
discriminator loss: 1.328156 - generator loss: 0.779337 - 1s
Epoch 45013/50000
discriminator loss: 1.339970 - generator loss: 0.763900 - 1s
Epoch 45014/50000
discriminator loss: 1.332658 - generator loss: 0.789280 - 1s
Epoch 45015/50000
discriminator loss: 1.349660 - generator loss: 0.754875 - 1s
Epoch 45016/50000
discriminator loss: 1.349756 - generator loss: 0.769898 - 1s
Epoch 45017/50000
discriminator loss: 1.334309 - generator loss: 0.765338 - 1s
Epoch 45018/50000
discriminator loss: 1.343111 - generator loss: 0.761281 - 1s
Epoch 45019/50000
discriminator loss: 1.325846 - generator loss: 0.784201 - 1s
Epoch 45020/50000
discriminator loss: 1.343281 - generator loss: 0.765882 - 1s
Epoch 45021/50000
discriminator loss: 1.330579 - generator loss: 0.775783 - 1s
Epoch 45022/50000
discriminator loss: 1.339694 - generator loss: 0.768670 - 1s
Epoch 45023/50000
discriminator loss: 1.337443 - generator loss: 0.777964 - 1s
Epoch 45024/50000
discriminator loss: 1.336257 - generator loss: 0.778120 - 1s
Epoch 45025/50000
discriminator loss: 1.335977 - generator loss: 0.769483 - 1s
Epoch 45026/50000
discriminator loss: 1.348778 - generator loss: 0.763875 - 1s
Epoch 45027/50000
discriminator loss: 1.339910 - generator loss: 0.767265 - 1s
Epoch 45028/50000
discriminator loss: 1.342349 - generator loss: 0.772258 - 1s
Epoch 45029/50000
discriminator loss: 1.340523 - generator loss: 0.763170 - 1s
Epoch 45030/50000
discriminator loss: 1.339594 - generator loss: 0.767345 - 1s
Epoch 45031/50000
discriminator loss: 1.337906 - generator loss: 0.772628 - 1s
Epoch 45032/50000
discriminator loss: 1.335208 - generator loss: 0.776728 - 1s
Epoch 45033/50000
discriminator loss: 1.329400 - generator loss: 0.771973 - 1s
Epoch 45034/50000
discriminator loss: 1.337585 - generator loss: 0.770336 - 1s
Epoch 45035/50000
discriminator loss: 1.336339 - generator loss: 0.773212 - 1s
Epoch 45036/50000
discriminator loss: 1.337327 - generator loss: 0.766303 - 1s
Epoch 45037/50000
discriminator loss: 1.329624 - generator loss: 0.775553 - 1s
Epoch 45038/50000
discriminator loss: 1.343245 - generator loss: 0.776364 - 1s
Epoch 45039/50000
discriminator loss: 1.337044 - generator loss: 0.763767 - 1s
Epoch 45040/50000
discriminator loss: 1.339342 - generator loss: 0.773057 - 1s
Epoch 45041/50000
discriminator loss: 1.333704 - generator loss: 0.772755 - 1s
Epoch 45042/50000
discriminator loss: 1.337523 - generator loss: 0.772732 - 1s
Epoch 45043/50000
discriminator loss: 1.336314 - generator loss: 0.764435 - 1s
Epoch 45044/50000
discriminator loss: 1.337324 - generator loss: 0.772278 - 1s
Epoch 45045/50000
discriminator loss: 1.317034 - generator loss: 0.787516 - 1s
Epoch 45046/50000
discriminator loss: 1.338987 - generator loss: 0.774027 - 1s
Epoch 45047/50000
discriminator loss: 1.341401 - generator loss: 0.769137 - 1s
Epoch 45048/50000
discriminator loss: 1.332765 - generator loss: 0.777261 - 1s
Epoch 45049/50000
discriminator loss: 1.333795 - generator loss: 0.768158 - 1s
Epoch 45050/50000
discriminator loss: 1.323206 - generator loss: 0.776491 - 1s
Epoch 45051/50000
discriminator loss: 1.334626 - generator loss: 0.769377 - 1s
Epoch 45052/50000
discriminator loss: 1.336084 - generator loss: 0.769330 - 1s
Epoch 45053/50000
discriminator loss: 1.341772 - generator loss: 0.768884 - 1s
Epoch 45054/50000
discriminator loss: 1.327833 - generator loss: 0.783483 - 1s
Epoch 45055/50000
discriminator loss: 1.326160 - generator loss: 0.780341 - 1s
Epoch 45056/50000
discriminator loss: 1.332374 - generator loss: 0.781574 - 1s
Epoch 45057/50000
discriminator loss: 1.334613 - generator loss: 0.769782 - 1s
Epoch 45058/50000
discriminator loss: 1.337666 - generator loss: 0.771161 - 1s
Epoch 45059/50000
discriminator loss: 1.334757 - generator loss: 0.767895 - 1s
Epoch 45060/50000
discriminator loss: 1.338788 - generator loss: 0.763481 - 1s
Epoch 45061/50000
discriminator loss: 1.335948 - generator loss: 0.771719 - 1s
Epoch 45062/50000
discriminator loss: 1.332618 - generator loss: 0.781305 - 1s
Epoch 45063/50000
discriminator loss: 1.329864 - generator loss: 0.781907 - 1s
Epoch 45064/50000
discriminator loss: 1.327755 - generator loss: 0.769656 - 1s
Epoch 45065/50000
discriminator loss: 1.330242 - generator loss: 0.771432 - 1s
Epoch 45066/50000
discriminator loss: 1.330008 - generator loss: 0.776059 - 1s
Epoch 45067/50000
discriminator loss: 1.343037 - generator loss: 0.763755 - 1s
Epoch 45068/50000
discriminator loss: 1.331873 - generator loss: 0.781027 - 1s
Epoch 45069/50000
discriminator loss: 1.334252 - generator loss: 0.771923 - 1s
Epoch 45070/50000
discriminator loss: 1.336694 - generator loss: 0.768991 - 1s
Epoch 45071/50000
discriminator loss: 1.340138 - generator loss: 0.769440 - 1s
Epoch 45072/50000
discriminator loss: 1.341290 - generator loss: 0.774247 - 1s
Epoch 45073/50000
discriminator loss: 1.347998 - generator loss: 0.762488 - 1s
Epoch 45074/50000
discriminator loss: 1.341505 - generator loss: 0.767446 - 1s
Epoch 45075/50000
discriminator loss: 1.344046 - generator loss: 0.762134 - 1s
Epoch 45076/50000
discriminator loss: 1.338550 - generator loss: 0.766350 - 1s
Epoch 45077/50000
discriminator loss: 1.333602 - generator loss: 0.781421 - 1s
Epoch 45078/50000
discriminator loss: 1.338416 - generator loss: 0.761800 - 1s
Epoch 45079/50000
discriminator loss: 1.346280 - generator loss: 0.773864 - 1s
Epoch 45080/50000
discriminator loss: 1.340198 - generator loss: 0.776306 - 1s
Epoch 45081/50000
discriminator loss: 1.340486 - generator loss: 0.762534 - 1s
Epoch 45082/50000
discriminator loss: 1.332931 - generator loss: 0.772150 - 1s
Epoch 45083/50000
discriminator loss: 1.330984 - generator loss: 0.774122 - 1s
Epoch 45084/50000
discriminator loss: 1.324394 - generator loss: 0.782394 - 1s
Epoch 45085/50000
discriminator loss: 1.335944 - generator loss: 0.773052 - 1s
Epoch 45086/50000
discriminator loss: 1.317983 - generator loss: 0.780604 - 1s
Epoch 45087/50000
discriminator loss: 1.331568 - generator loss: 0.775950 - 1s
Epoch 45088/50000
discriminator loss: 1.343914 - generator loss: 0.766224 - 1s
Epoch 45089/50000
discriminator loss: 1.327826 - generator loss: 0.778868 - 1s
Epoch 45090/50000
discriminator loss: 1.335668 - generator loss: 0.772976 - 1s
Epoch 45091/50000
discriminator loss: 1.341001 - generator loss: 0.770716 - 1s
Epoch 45092/50000
discriminator loss: 1.332698 - generator loss: 0.771968 - 1s
Epoch 45093/50000
discriminator loss: 1.333292 - generator loss: 0.774088 - 1s
Epoch 45094/50000
discriminator loss: 1.330799 - generator loss: 0.775029 - 1s
Epoch 45095/50000
discriminator loss: 1.332699 - generator loss: 0.775688 - 1s
Epoch 45096/50000
discriminator loss: 1.331285 - generator loss: 0.772286 - 1s
Epoch 45097/50000
discriminator loss: 1.334526 - generator loss: 0.773597 - 1s
Epoch 45098/50000
discriminator loss: 1.339246 - generator loss: 0.762010 - 1s
Epoch 45099/50000
discriminator loss: 1.332121 - generator loss: 0.783553 - 1s
Epoch 45100/50000
discriminator loss: 1.333566 - generator loss: 0.784534 - 1s
Epoch 45101/50000
discriminator loss: 1.328360 - generator loss: 0.774288 - 1s
Epoch 45102/50000
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Epoch 45103/50000
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Epoch 45104/50000
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Epoch 45105/50000
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Epoch 45106/50000
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Epoch 45107/50000
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Epoch 45108/50000
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Epoch 45109/50000
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Epoch 45110/50000
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Epoch 45111/50000
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Epoch 45112/50000
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Epoch 45113/50000
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Epoch 45114/50000
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Epoch 45115/50000
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Epoch 45116/50000
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Epoch 45117/50000
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Epoch 45118/50000
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Epoch 45119/50000
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Epoch 45120/50000
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Epoch 45121/50000
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Epoch 45122/50000
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Epoch 45123/50000
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Epoch 45124/50000
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Epoch 45125/50000
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Epoch 45126/50000
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Epoch 45127/50000
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Epoch 45128/50000
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Epoch 45129/50000
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Epoch 45130/50000
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Epoch 45131/50000
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Epoch 45132/50000
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Epoch 45133/50000
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Epoch 45134/50000
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Epoch 45135/50000
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Epoch 45136/50000
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Epoch 45137/50000
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Epoch 45138/50000
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Epoch 45139/50000
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Epoch 45140/50000
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Epoch 45141/50000
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Epoch 45142/50000
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Epoch 45143/50000
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Epoch 45144/50000
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Epoch 45145/50000
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Epoch 45146/50000
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Epoch 45147/50000
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Epoch 45148/50000
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Epoch 45149/50000
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Epoch 45150/50000
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Epoch 45151/50000
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Epoch 45152/50000
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Epoch 45153/50000
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Epoch 45154/50000
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Epoch 45155/50000
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Epoch 45156/50000
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Epoch 45157/50000
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Epoch 45158/50000
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Epoch 45159/50000
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Epoch 45160/50000
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Epoch 45161/50000
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Epoch 45162/50000
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Epoch 45163/50000
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Epoch 45164/50000
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Epoch 45165/50000
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Epoch 45166/50000
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Epoch 45167/50000
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Epoch 45168/50000
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Epoch 45169/50000
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Epoch 45170/50000
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Epoch 45171/50000
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Epoch 45172/50000
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Epoch 45173/50000
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Epoch 45174/50000
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Epoch 45175/50000
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Epoch 45176/50000
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Epoch 45177/50000
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Epoch 45178/50000
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Epoch 45179/50000
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Epoch 45180/50000
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Epoch 45181/50000
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Epoch 45182/50000
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Epoch 45183/50000
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Epoch 45184/50000
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Epoch 45185/50000
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Epoch 45186/50000
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Epoch 45187/50000
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Epoch 45188/50000
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Epoch 45189/50000
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Epoch 45190/50000
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Epoch 45191/50000
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Epoch 45192/50000
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Epoch 45193/50000
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Epoch 45194/50000
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Epoch 45195/50000
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Epoch 45196/50000
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Epoch 45197/50000
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Epoch 45198/50000
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Epoch 45199/50000
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Epoch 45200/50000
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Epoch 45201/50000
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Epoch 45202/50000
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Epoch 45203/50000
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Epoch 45204/50000
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Epoch 45205/50000
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Epoch 45206/50000
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Epoch 45207/50000
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Epoch 45208/50000
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Epoch 45209/50000
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Epoch 45210/50000
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Epoch 45211/50000
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Epoch 45212/50000
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Epoch 45213/50000
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Epoch 45214/50000
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Epoch 45215/50000
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Epoch 45216/50000
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Epoch 45217/50000
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Epoch 45218/50000
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Epoch 45219/50000
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Epoch 45220/50000
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Epoch 45221/50000
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Epoch 45222/50000
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Epoch 45223/50000
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Epoch 45224/50000
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Epoch 45225/50000
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Epoch 45226/50000
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Epoch 45227/50000
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Epoch 45228/50000
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Epoch 45229/50000
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Epoch 45230/50000
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Epoch 45231/50000
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Epoch 45232/50000
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Epoch 45233/50000
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Epoch 45234/50000
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Epoch 45235/50000
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Epoch 45236/50000
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Epoch 45237/50000
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Epoch 45238/50000
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Epoch 45239/50000
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Epoch 45240/50000
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Epoch 45241/50000
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Epoch 45242/50000
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Epoch 45243/50000
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Epoch 45244/50000
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Epoch 45245/50000
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Epoch 45246/50000
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Epoch 45247/50000
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Epoch 45248/50000
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Epoch 45249/50000
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Epoch 45250/50000
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Epoch 45251/50000
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Epoch 45252/50000
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Epoch 45253/50000
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Epoch 45254/50000
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Epoch 45255/50000
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Epoch 45256/50000
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Epoch 45257/50000
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Epoch 45258/50000
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Epoch 45259/50000
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Epoch 45260/50000
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Epoch 45261/50000
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Epoch 45262/50000
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Epoch 45263/50000
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Epoch 45264/50000
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Epoch 45265/50000
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Epoch 45266/50000
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Epoch 45267/50000
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Epoch 45268/50000
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Epoch 45269/50000
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Epoch 45270/50000
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Epoch 45271/50000
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Epoch 45272/50000
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Epoch 45273/50000
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Epoch 45274/50000
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Epoch 45275/50000
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Epoch 45276/50000
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Epoch 45277/50000
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Epoch 45278/50000
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Epoch 45279/50000
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Epoch 45280/50000
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Epoch 45281/50000
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Epoch 45282/50000
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Epoch 45283/50000
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Epoch 45284/50000
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Epoch 45285/50000
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Epoch 45286/50000
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Epoch 45287/50000
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Epoch 45288/50000
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Epoch 45289/50000
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Epoch 45290/50000
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Epoch 45291/50000
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Epoch 45292/50000
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Epoch 45293/50000
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Epoch 45294/50000
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Epoch 45295/50000
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Epoch 45296/50000
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Epoch 45297/50000
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Epoch 45298/50000
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Epoch 45299/50000
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Epoch 45300/50000
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Epoch 45301/50000
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Epoch 45302/50000
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Epoch 45303/50000
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Epoch 45304/50000
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Epoch 45305/50000
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Epoch 45306/50000
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Epoch 45307/50000
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Epoch 45308/50000
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Epoch 45309/50000
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Epoch 45310/50000
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Epoch 45311/50000
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Epoch 45312/50000
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Epoch 45313/50000
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Epoch 45314/50000
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Epoch 45315/50000
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Epoch 45316/50000
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Epoch 45317/50000
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Epoch 45318/50000
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Epoch 45319/50000
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Epoch 45320/50000
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Epoch 45321/50000
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Epoch 45322/50000
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Epoch 45323/50000
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Epoch 45324/50000
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Epoch 45325/50000
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Epoch 45326/50000
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Epoch 45327/50000
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Epoch 45328/50000
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Epoch 45329/50000
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Epoch 45330/50000
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Epoch 45331/50000
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Epoch 45332/50000
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Epoch 45333/50000
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Epoch 45334/50000
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Epoch 45335/50000
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Epoch 45336/50000
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Epoch 45337/50000
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Epoch 45338/50000
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Epoch 45339/50000
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Epoch 45340/50000
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Epoch 45341/50000
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Epoch 45342/50000
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Epoch 45343/50000
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Epoch 45344/50000
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Epoch 45345/50000
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Epoch 45346/50000
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Epoch 45347/50000
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Epoch 45348/50000
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Epoch 45349/50000
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Epoch 45350/50000
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Epoch 45351/50000
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Epoch 45352/50000
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Epoch 45353/50000
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Epoch 45354/50000
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Epoch 45355/50000
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Epoch 45356/50000
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Epoch 45357/50000
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Epoch 45358/50000
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Epoch 45359/50000
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Epoch 45360/50000
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Epoch 45361/50000
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Epoch 45362/50000
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Epoch 45363/50000
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Epoch 45364/50000
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Epoch 45365/50000
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Epoch 45366/50000
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Epoch 45367/50000
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Epoch 45368/50000
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Epoch 45369/50000
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Epoch 45370/50000
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Epoch 45371/50000
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Epoch 45372/50000
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Epoch 45373/50000
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Epoch 45374/50000
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Epoch 45375/50000
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Epoch 45376/50000
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Epoch 45377/50000
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Epoch 45378/50000
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Epoch 45379/50000
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Epoch 45380/50000
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Epoch 45381/50000
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Epoch 45382/50000
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Epoch 45383/50000
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Epoch 45384/50000
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Epoch 45385/50000
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Epoch 45386/50000
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Epoch 45387/50000
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Epoch 45388/50000
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Epoch 45389/50000
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Epoch 45390/50000
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Epoch 45391/50000
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Epoch 45392/50000
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Epoch 45393/50000
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Epoch 45394/50000
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Epoch 45395/50000
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Epoch 45396/50000
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Epoch 45397/50000
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Epoch 45398/50000
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Epoch 45399/50000
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Epoch 45400/50000
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Epoch 45401/50000
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Epoch 45402/50000
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Epoch 45403/50000
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Epoch 45404/50000
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Epoch 45405/50000
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Epoch 45406/50000
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Epoch 45407/50000
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Epoch 45408/50000
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Epoch 45409/50000
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Epoch 45410/50000
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Epoch 45411/50000
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Epoch 45412/50000
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Epoch 45413/50000
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Epoch 45414/50000
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Epoch 45415/50000
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Epoch 45416/50000
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Epoch 45417/50000
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Epoch 45418/50000
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Epoch 45419/50000
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Epoch 45420/50000
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Epoch 45421/50000
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Epoch 45422/50000
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Epoch 45423/50000
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Epoch 45424/50000
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Epoch 45425/50000
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Epoch 45426/50000
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Epoch 45427/50000
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Epoch 45428/50000
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Epoch 45429/50000
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Epoch 45430/50000
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Epoch 45431/50000
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Epoch 45432/50000
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Epoch 45433/50000
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Epoch 45434/50000
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Epoch 45435/50000
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Epoch 45436/50000
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Epoch 45437/50000
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Epoch 45438/50000
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Epoch 45439/50000
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Epoch 45440/50000
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Epoch 45441/50000
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Epoch 45442/50000
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Epoch 45443/50000
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Epoch 45444/50000
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Epoch 45445/50000
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Epoch 45446/50000
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Epoch 45447/50000
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Epoch 45448/50000
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Epoch 45449/50000
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Epoch 45450/50000
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Epoch 45451/50000
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Epoch 45452/50000
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Epoch 45453/50000
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Epoch 45454/50000
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Epoch 45455/50000
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Epoch 45456/50000
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Epoch 45457/50000
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Epoch 45458/50000
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Epoch 45459/50000
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Epoch 45460/50000
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Epoch 45461/50000
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Epoch 45462/50000
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Epoch 45463/50000
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Epoch 45464/50000
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Epoch 45465/50000
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Epoch 45466/50000
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Epoch 45467/50000
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Epoch 45468/50000
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Epoch 45469/50000
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Epoch 45470/50000
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Epoch 45471/50000
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Epoch 45472/50000
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Epoch 45473/50000
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Epoch 45474/50000
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Epoch 45475/50000
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Epoch 45476/50000
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Epoch 45477/50000
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Epoch 45478/50000
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Epoch 45479/50000
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Epoch 45480/50000
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Epoch 45481/50000
discriminator loss: 1.323854 - generator loss: 0.790016 - 1s
Epoch 45482/50000
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Epoch 45483/50000
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Epoch 45484/50000
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Epoch 45485/50000
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Epoch 45486/50000
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Epoch 45487/50000
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Epoch 45488/50000
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Epoch 45489/50000
discriminator loss: 1.329632 - generator loss: 0.780698 - 1s
Epoch 45490/50000
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Epoch 45491/50000
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Epoch 45492/50000
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Epoch 45493/50000
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Epoch 45494/50000
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Epoch 45495/50000
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Epoch 45496/50000
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Epoch 45497/50000
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Epoch 45498/50000
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Epoch 45499/50000
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Epoch 45500/50000
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Epoch 45501/50000
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Epoch 45502/50000
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Epoch 45503/50000
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Epoch 45504/50000
discriminator loss: 1.339316 - generator loss: 0.767208 - 1s
Epoch 45505/50000
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Epoch 45506/50000
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Epoch 45507/50000
discriminator loss: 1.342529 - generator loss: 0.767285 - 1s
Epoch 45508/50000
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Epoch 45509/50000
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Epoch 45510/50000
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Epoch 45511/50000
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Epoch 45512/50000
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Epoch 45513/50000
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Epoch 45514/50000
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Epoch 45515/50000
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Epoch 45516/50000
discriminator loss: 1.327617 - generator loss: 0.778135 - 1s
Epoch 45517/50000
discriminator loss: 1.338192 - generator loss: 0.769500 - 1s
Epoch 45518/50000
discriminator loss: 1.330380 - generator loss: 0.768234 - 1s
Epoch 45519/50000
discriminator loss: 1.342648 - generator loss: 0.767434 - 1s
Epoch 45520/50000
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Epoch 45521/50000
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Epoch 45522/50000
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Epoch 45523/50000
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Epoch 45524/50000
discriminator loss: 1.333379 - generator loss: 0.762751 - 1s
Epoch 45525/50000
discriminator loss: 1.329623 - generator loss: 0.770291 - 1s
Epoch 45526/50000
discriminator loss: 1.331385 - generator loss: 0.778771 - 1s
Epoch 45527/50000
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Epoch 45528/50000
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Epoch 45529/50000
discriminator loss: 1.341672 - generator loss: 0.767122 - 1s
Epoch 45530/50000
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Epoch 45531/50000
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Epoch 45532/50000
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Epoch 45533/50000
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Epoch 45534/50000
discriminator loss: 1.343513 - generator loss: 0.768384 - 1s
Epoch 45535/50000
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Epoch 45536/50000
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Epoch 45537/50000
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Epoch 45538/50000
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Epoch 45539/50000
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Epoch 45540/50000
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Epoch 45541/50000
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Epoch 45542/50000
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Epoch 45543/50000
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Epoch 45544/50000
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Epoch 45545/50000
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Epoch 45546/50000
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Epoch 45547/50000
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Epoch 45548/50000
discriminator loss: 1.339599 - generator loss: 0.769482 - 1s
Epoch 45549/50000
discriminator loss: 1.333572 - generator loss: 0.776302 - 1s
Epoch 45550/50000
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Epoch 45551/50000
discriminator loss: 1.343971 - generator loss: 0.774850 - 1s
Epoch 45552/50000
discriminator loss: 1.334944 - generator loss: 0.770298 - 1s
Epoch 45553/50000
discriminator loss: 1.340222 - generator loss: 0.772848 - 1s
Epoch 45554/50000
discriminator loss: 1.340227 - generator loss: 0.763768 - 1s
Epoch 45555/50000
discriminator loss: 1.332209 - generator loss: 0.772710 - 1s
Epoch 45556/50000
discriminator loss: 1.341366 - generator loss: 0.766275 - 1s
Epoch 45557/50000
discriminator loss: 1.331236 - generator loss: 0.788390 - 1s
Epoch 45558/50000
discriminator loss: 1.336703 - generator loss: 0.768917 - 1s
Epoch 45559/50000
discriminator loss: 1.339800 - generator loss: 0.774985 - 1s
Epoch 45560/50000
discriminator loss: 1.332512 - generator loss: 0.775281 - 1s
Epoch 45561/50000
discriminator loss: 1.343976 - generator loss: 0.765304 - 1s
Epoch 45562/50000
discriminator loss: 1.347307 - generator loss: 0.758243 - 1s
Epoch 45563/50000
discriminator loss: 1.341310 - generator loss: 0.771377 - 1s
Epoch 45564/50000
discriminator loss: 1.344118 - generator loss: 0.762904 - 1s
Epoch 45565/50000
discriminator loss: 1.343071 - generator loss: 0.767456 - 1s
Epoch 45566/50000
discriminator loss: 1.335322 - generator loss: 0.779854 - 1s
Epoch 45567/50000
discriminator loss: 1.331574 - generator loss: 0.776202 - 1s
Epoch 45568/50000
discriminator loss: 1.328750 - generator loss: 0.779193 - 1s
Epoch 45569/50000
discriminator loss: 1.326957 - generator loss: 0.771742 - 1s
Epoch 45570/50000
discriminator loss: 1.331062 - generator loss: 0.782085 - 1s
Epoch 45571/50000
discriminator loss: 1.339366 - generator loss: 0.767242 - 1s
Epoch 45572/50000
discriminator loss: 1.334787 - generator loss: 0.767457 - 1s
Epoch 45573/50000
discriminator loss: 1.339129 - generator loss: 0.768929 - 1s
Epoch 45574/50000
discriminator loss: 1.327313 - generator loss: 0.787941 - 1s
Epoch 45575/50000
discriminator loss: 1.311592 - generator loss: 0.792751 - 1s
Epoch 45576/50000
discriminator loss: 1.312704 - generator loss: 0.791711 - 1s
Epoch 45577/50000
discriminator loss: 1.320453 - generator loss: 0.783238 - 1s
Epoch 45578/50000
discriminator loss: 1.334586 - generator loss: 0.776078 - 1s
Epoch 45579/50000
discriminator loss: 1.326817 - generator loss: 0.779517 - 1s
Epoch 45580/50000
discriminator loss: 1.338107 - generator loss: 0.764875 - 1s
Epoch 45581/50000
discriminator loss: 1.344543 - generator loss: 0.770350 - 1s
Epoch 45582/50000
discriminator loss: 1.330263 - generator loss: 0.773281 - 1s
Epoch 45583/50000
discriminator loss: 1.345575 - generator loss: 0.773702 - 1s
Epoch 45584/50000
discriminator loss: 1.330630 - generator loss: 0.784621 - 1s
Epoch 45585/50000
discriminator loss: 1.342847 - generator loss: 0.763617 - 1s
Epoch 45586/50000
discriminator loss: 1.340574 - generator loss: 0.759632 - 1s
Epoch 45587/50000
discriminator loss: 1.332942 - generator loss: 0.780460 - 1s
Epoch 45588/50000
discriminator loss: 1.337856 - generator loss: 0.771765 - 1s
Epoch 45589/50000
discriminator loss: 1.327301 - generator loss: 0.782264 - 1s
Epoch 45590/50000
discriminator loss: 1.340179 - generator loss: 0.766996 - 1s
Epoch 45591/50000
discriminator loss: 1.328391 - generator loss: 0.780239 - 1s
Epoch 45592/50000
discriminator loss: 1.338665 - generator loss: 0.770618 - 1s
Epoch 45593/50000
discriminator loss: 1.342783 - generator loss: 0.778270 - 1s
Epoch 45594/50000
discriminator loss: 1.328417 - generator loss: 0.783893 - 1s
Epoch 45595/50000
discriminator loss: 1.341387 - generator loss: 0.771786 - 1s
Epoch 45596/50000
discriminator loss: 1.339264 - generator loss: 0.763916 - 1s
Epoch 45597/50000
discriminator loss: 1.332778 - generator loss: 0.780177 - 1s
Epoch 45598/50000
discriminator loss: 1.329595 - generator loss: 0.775806 - 1s
Epoch 45599/50000
discriminator loss: 1.327204 - generator loss: 0.778495 - 1s
Epoch 45600/50000
discriminator loss: 1.335698 - generator loss: 0.774157 - 1s
Epoch 45601/50000
discriminator loss: 1.313913 - generator loss: 0.783343 - 1s
Epoch 45602/50000
discriminator loss: 1.341303 - generator loss: 0.772135 - 1s
Epoch 45603/50000
discriminator loss: 1.325024 - generator loss: 0.786580 - 1s
Epoch 45604/50000
discriminator loss: 1.324662 - generator loss: 0.779765 - 1s
Epoch 45605/50000
discriminator loss: 1.330725 - generator loss: 0.780200 - 1s
Epoch 45606/50000
discriminator loss: 1.322865 - generator loss: 0.781197 - 1s
Epoch 45607/50000
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Epoch 45608/50000
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Epoch 45609/50000
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Epoch 45610/50000
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Epoch 45611/50000
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Epoch 45612/50000
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Epoch 45613/50000
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Epoch 45614/50000
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Epoch 45615/50000
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Epoch 45616/50000
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Epoch 45617/50000
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Epoch 45618/50000
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Epoch 45619/50000
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Epoch 45620/50000
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Epoch 45621/50000
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Epoch 45622/50000
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Epoch 45623/50000
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Epoch 45624/50000
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Epoch 45625/50000
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Epoch 45626/50000
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Epoch 45627/50000
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Epoch 45628/50000
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Epoch 45629/50000
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Epoch 45630/50000
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Epoch 45631/50000
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Epoch 45632/50000
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Epoch 45633/50000
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Epoch 45634/50000
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Epoch 45635/50000
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Epoch 45636/50000
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Epoch 45637/50000
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Epoch 45638/50000
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Epoch 45639/50000
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Epoch 45640/50000
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Epoch 45641/50000
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Epoch 45642/50000
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Epoch 45643/50000
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Epoch 45644/50000
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Epoch 45645/50000
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Epoch 45646/50000
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Epoch 45647/50000
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Epoch 45648/50000
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Epoch 45649/50000
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Epoch 45650/50000
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Epoch 45651/50000
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Epoch 45652/50000
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Epoch 45653/50000
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Epoch 45654/50000
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Epoch 45655/50000
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Epoch 45656/50000
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Epoch 45657/50000
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Epoch 45658/50000
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Epoch 45659/50000
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Epoch 45660/50000
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Epoch 45661/50000
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Epoch 45662/50000
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Epoch 45663/50000
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Epoch 45664/50000
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Epoch 45665/50000
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Epoch 45666/50000
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Epoch 45667/50000
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Epoch 45668/50000
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Epoch 45669/50000
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Epoch 45670/50000
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Epoch 45671/50000
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Epoch 45672/50000
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Epoch 45673/50000
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Epoch 45674/50000
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Epoch 45675/50000
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Epoch 45676/50000
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Epoch 45677/50000
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Epoch 45678/50000
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Epoch 45679/50000
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Epoch 45680/50000
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Epoch 45681/50000
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Epoch 45682/50000
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Epoch 45683/50000
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Epoch 45684/50000
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Epoch 45685/50000
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Epoch 45686/50000
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Epoch 45687/50000
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Epoch 45688/50000
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Epoch 45689/50000
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Epoch 45690/50000
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Epoch 45691/50000
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Epoch 45692/50000
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Epoch 45693/50000
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Epoch 45694/50000
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Epoch 45695/50000
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Epoch 45696/50000
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Epoch 45697/50000
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Epoch 45698/50000
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Epoch 45699/50000
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Epoch 45700/50000
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Epoch 45701/50000
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Epoch 45702/50000
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Epoch 45703/50000
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Epoch 45704/50000
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Epoch 45705/50000
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Epoch 45706/50000
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Epoch 45707/50000
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Epoch 45708/50000
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Epoch 45709/50000
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Epoch 45710/50000
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Epoch 45711/50000
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Epoch 45712/50000
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Epoch 45713/50000
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Epoch 45714/50000
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Epoch 45715/50000
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Epoch 45716/50000
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Epoch 45717/50000
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Epoch 45718/50000
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Epoch 45719/50000
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Epoch 45720/50000
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Epoch 45721/50000
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Epoch 45722/50000
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Epoch 45723/50000
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Epoch 45724/50000
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Epoch 45725/50000
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Epoch 45726/50000
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Epoch 45727/50000
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Epoch 45728/50000
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Epoch 45729/50000
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Epoch 45730/50000
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Epoch 45731/50000
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Epoch 45732/50000
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Epoch 45733/50000
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Epoch 45734/50000
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Epoch 45735/50000
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Epoch 45736/50000
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Epoch 45737/50000
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Epoch 45738/50000
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Epoch 45739/50000
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Epoch 45740/50000
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Epoch 45741/50000
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Epoch 45742/50000
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Epoch 45743/50000
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Epoch 45744/50000
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Epoch 45745/50000
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Epoch 45746/50000
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Epoch 45747/50000
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Epoch 45748/50000
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Epoch 45749/50000
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Epoch 45750/50000
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Epoch 45751/50000
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Epoch 45752/50000
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Epoch 45753/50000
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Epoch 45754/50000
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Epoch 45755/50000
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Epoch 45756/50000
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Epoch 45757/50000
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Epoch 45758/50000
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Epoch 45759/50000
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Epoch 45760/50000
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Epoch 45761/50000
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Epoch 45762/50000
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Epoch 45763/50000
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Epoch 45764/50000
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Epoch 45765/50000
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Epoch 45766/50000
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Epoch 45767/50000
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Epoch 45768/50000
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Epoch 45769/50000
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Epoch 45770/50000
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Epoch 45771/50000
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Epoch 45772/50000
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Epoch 45773/50000
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Epoch 45774/50000
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Epoch 45775/50000
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Epoch 45776/50000
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Epoch 45777/50000
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Epoch 45778/50000
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Epoch 45779/50000
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Epoch 45780/50000
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Epoch 45781/50000
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Epoch 45782/50000
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Epoch 45783/50000
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Epoch 45784/50000
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Epoch 45785/50000
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Epoch 45786/50000
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Epoch 45787/50000
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Epoch 45788/50000
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Epoch 45789/50000
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Epoch 45790/50000
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Epoch 45791/50000
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Epoch 45792/50000
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Epoch 45793/50000
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Epoch 45794/50000
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Epoch 45795/50000
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Epoch 45796/50000
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Epoch 45797/50000
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Epoch 45798/50000
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Epoch 45799/50000
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Epoch 45800/50000
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Epoch 45801/50000
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Epoch 45802/50000
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Epoch 45803/50000
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Epoch 45804/50000
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Epoch 45805/50000
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Epoch 45806/50000
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Epoch 45807/50000
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Epoch 45808/50000
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Epoch 45809/50000
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Epoch 45810/50000
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Epoch 45811/50000
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Epoch 45812/50000
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Epoch 45813/50000
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Epoch 45814/50000
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Epoch 45815/50000
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Epoch 45816/50000
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Epoch 45817/50000
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Epoch 45818/50000
discriminator loss: 1.330122 - generator loss: 0.770994 - 1s
Epoch 45819/50000
discriminator loss: 1.336431 - generator loss: 0.776926 - 1s
Epoch 45820/50000
discriminator loss: 1.324742 - generator loss: 0.775504 - 1s
Epoch 45821/50000
discriminator loss: 1.330894 - generator loss: 0.777297 - 1s
Epoch 45822/50000
discriminator loss: 1.329238 - generator loss: 0.778709 - 1s
Epoch 45823/50000
discriminator loss: 1.325956 - generator loss: 0.773929 - 1s
Epoch 45824/50000
discriminator loss: 1.340009 - generator loss: 0.769681 - 1s
Epoch 45825/50000
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Epoch 45826/50000
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Epoch 45827/50000
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Epoch 45828/50000
discriminator loss: 1.343696 - generator loss: 0.761845 - 1s
Epoch 45829/50000
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Epoch 45830/50000
discriminator loss: 1.334040 - generator loss: 0.777208 - 1s
Epoch 45831/50000
discriminator loss: 1.336666 - generator loss: 0.772956 - 1s
Epoch 45832/50000
discriminator loss: 1.346942 - generator loss: 0.766709 - 1s
Epoch 45833/50000
discriminator loss: 1.334459 - generator loss: 0.769629 - 1s
Epoch 45834/50000
discriminator loss: 1.331895 - generator loss: 0.774666 - 1s
Epoch 45835/50000
discriminator loss: 1.337435 - generator loss: 0.782173 - 1s
Epoch 45836/50000
discriminator loss: 1.325186 - generator loss: 0.776447 - 1s
Epoch 45837/50000
discriminator loss: 1.323270 - generator loss: 0.783083 - 1s
Epoch 45838/50000
discriminator loss: 1.316230 - generator loss: 0.790187 - 1s
Epoch 45839/50000
discriminator loss: 1.336315 - generator loss: 0.772683 - 1s
Epoch 45840/50000
discriminator loss: 1.330968 - generator loss: 0.777683 - 1s
Epoch 45841/50000
discriminator loss: 1.345029 - generator loss: 0.763687 - 1s
Epoch 45842/50000
discriminator loss: 1.339494 - generator loss: 0.775006 - 1s
Epoch 45843/50000
discriminator loss: 1.322254 - generator loss: 0.780552 - 1s
Epoch 45844/50000
discriminator loss: 1.337907 - generator loss: 0.773041 - 1s
Epoch 45845/50000
discriminator loss: 1.327104 - generator loss: 0.775352 - 1s
Epoch 45846/50000
discriminator loss: 1.340403 - generator loss: 0.779562 - 1s
Epoch 45847/50000
discriminator loss: 1.341925 - generator loss: 0.764560 - 1s
Epoch 45848/50000
discriminator loss: 1.344010 - generator loss: 0.764334 - 1s
Epoch 45849/50000
discriminator loss: 1.348922 - generator loss: 0.767762 - 1s
Epoch 45850/50000
discriminator loss: 1.341960 - generator loss: 0.779749 - 1s
Epoch 45851/50000
discriminator loss: 1.327044 - generator loss: 0.775189 - 1s
Epoch 45852/50000
discriminator loss: 1.332302 - generator loss: 0.776804 - 1s
Epoch 45853/50000
discriminator loss: 1.332298 - generator loss: 0.768499 - 1s
Epoch 45854/50000
discriminator loss: 1.336319 - generator loss: 0.777211 - 1s
Epoch 45855/50000
discriminator loss: 1.342543 - generator loss: 0.768869 - 1s
Epoch 45856/50000
discriminator loss: 1.327925 - generator loss: 0.785382 - 1s
Epoch 45857/50000
discriminator loss: 1.333087 - generator loss: 0.767348 - 1s
Epoch 45858/50000
discriminator loss: 1.343909 - generator loss: 0.770079 - 1s
Epoch 45859/50000
discriminator loss: 1.323264 - generator loss: 0.784155 - 1s
Epoch 45860/50000
discriminator loss: 1.322900 - generator loss: 0.780082 - 1s
Epoch 45861/50000
discriminator loss: 1.333147 - generator loss: 0.775002 - 1s
Epoch 45862/50000
discriminator loss: 1.337015 - generator loss: 0.775406 - 1s
Epoch 45863/50000
discriminator loss: 1.335691 - generator loss: 0.778054 - 1s
Epoch 45864/50000
discriminator loss: 1.339992 - generator loss: 0.768383 - 1s
Epoch 45865/50000
discriminator loss: 1.326785 - generator loss: 0.785335 - 1s
Epoch 45866/50000
discriminator loss: 1.324180 - generator loss: 0.775432 - 1s
Epoch 45867/50000
discriminator loss: 1.344561 - generator loss: 0.767422 - 1s
Epoch 45868/50000
discriminator loss: 1.345220 - generator loss: 0.767627 - 1s
Epoch 45869/50000
discriminator loss: 1.345586 - generator loss: 0.765163 - 1s
Epoch 45870/50000
discriminator loss: 1.337200 - generator loss: 0.772465 - 1s
Epoch 45871/50000
discriminator loss: 1.336350 - generator loss: 0.777403 - 1s
Epoch 45872/50000
discriminator loss: 1.336744 - generator loss: 0.770502 - 1s
Epoch 45873/50000
discriminator loss: 1.338387 - generator loss: 0.768856 - 1s
Epoch 45874/50000
discriminator loss: 1.336722 - generator loss: 0.767163 - 1s
Epoch 45875/50000
discriminator loss: 1.338953 - generator loss: 0.770926 - 1s
Epoch 45876/50000
discriminator loss: 1.332732 - generator loss: 0.775928 - 1s
Epoch 45877/50000
discriminator loss: 1.327004 - generator loss: 0.783471 - 1s
Epoch 45878/50000
discriminator loss: 1.336489 - generator loss: 0.775127 - 1s
Epoch 45879/50000
discriminator loss: 1.330664 - generator loss: 0.768200 - 1s
Epoch 45880/50000
discriminator loss: 1.314606 - generator loss: 0.792691 - 1s
Epoch 45881/50000
discriminator loss: 1.329845 - generator loss: 0.779858 - 1s
Epoch 45882/50000
discriminator loss: 1.329626 - generator loss: 0.787251 - 1s
Epoch 45883/50000
discriminator loss: 1.339710 - generator loss: 0.763832 - 1s
Epoch 45884/50000
discriminator loss: 1.339421 - generator loss: 0.765422 - 1s
Epoch 45885/50000
discriminator loss: 1.348257 - generator loss: 0.766357 - 1s
Epoch 45886/50000
discriminator loss: 1.341668 - generator loss: 0.774208 - 1s
Epoch 45887/50000
discriminator loss: 1.333428 - generator loss: 0.777153 - 1s
Epoch 45888/50000
discriminator loss: 1.346271 - generator loss: 0.769527 - 1s
Epoch 45889/50000
discriminator loss: 1.334237 - generator loss: 0.772579 - 1s
Epoch 45890/50000
discriminator loss: 1.340516 - generator loss: 0.766893 - 1s
Epoch 45891/50000
discriminator loss: 1.336917 - generator loss: 0.770364 - 1s
Epoch 45892/50000
discriminator loss: 1.332751 - generator loss: 0.779662 - 1s
Epoch 45893/50000
discriminator loss: 1.328798 - generator loss: 0.771360 - 1s
Epoch 45894/50000
discriminator loss: 1.335569 - generator loss: 0.774648 - 1s
Epoch 45895/50000
discriminator loss: 1.336018 - generator loss: 0.782323 - 1s
Epoch 45896/50000
discriminator loss: 1.330508 - generator loss: 0.779164 - 1s
Epoch 45897/50000
discriminator loss: 1.340419 - generator loss: 0.764932 - 1s
Epoch 45898/50000
discriminator loss: 1.346539 - generator loss: 0.763396 - 1s
Epoch 45899/50000
discriminator loss: 1.333742 - generator loss: 0.777979 - 1s
Epoch 45900/50000
discriminator loss: 1.320058 - generator loss: 0.782459 - 1s
Epoch 45901/50000
discriminator loss: 1.322424 - generator loss: 0.775137 - 1s
Epoch 45902/50000
discriminator loss: 1.342869 - generator loss: 0.772429 - 1s
Epoch 45903/50000
discriminator loss: 1.344651 - generator loss: 0.768747 - 1s
Epoch 45904/50000
discriminator loss: 1.346035 - generator loss: 0.775067 - 1s
Epoch 45905/50000
discriminator loss: 1.343721 - generator loss: 0.774627 - 1s
Epoch 45906/50000
discriminator loss: 1.328277 - generator loss: 0.774157 - 1s
Epoch 45907/50000
discriminator loss: 1.334897 - generator loss: 0.770143 - 1s
Epoch 45908/50000
discriminator loss: 1.338315 - generator loss: 0.761988 - 1s
Epoch 45909/50000
discriminator loss: 1.333797 - generator loss: 0.779628 - 1s
Epoch 45910/50000
discriminator loss: 1.332267 - generator loss: 0.776910 - 1s
Epoch 45911/50000
discriminator loss: 1.337339 - generator loss: 0.776545 - 1s
Epoch 45912/50000
discriminator loss: 1.340448 - generator loss: 0.759907 - 1s
Epoch 45913/50000
discriminator loss: 1.347422 - generator loss: 0.767815 - 1s
Epoch 45914/50000
discriminator loss: 1.337831 - generator loss: 0.772552 - 1s
Epoch 45915/50000
discriminator loss: 1.339302 - generator loss: 0.773679 - 1s
Epoch 45916/50000
discriminator loss: 1.344535 - generator loss: 0.762946 - 1s
Epoch 45917/50000
discriminator loss: 1.321579 - generator loss: 0.776726 - 1s
Epoch 45918/50000
discriminator loss: 1.326706 - generator loss: 0.779769 - 1s
Epoch 45919/50000
discriminator loss: 1.336041 - generator loss: 0.771961 - 1s
Epoch 45920/50000
discriminator loss: 1.322006 - generator loss: 0.786264 - 1s
Epoch 45921/50000
discriminator loss: 1.332565 - generator loss: 0.777287 - 1s
Epoch 45922/50000
discriminator loss: 1.347179 - generator loss: 0.762310 - 1s
Epoch 45923/50000
discriminator loss: 1.336016 - generator loss: 0.773053 - 1s
Epoch 45924/50000
discriminator loss: 1.342346 - generator loss: 0.765892 - 1s
Epoch 45925/50000
discriminator loss: 1.334935 - generator loss: 0.773118 - 1s
Epoch 45926/50000
discriminator loss: 1.339797 - generator loss: 0.769680 - 1s
Epoch 45927/50000
discriminator loss: 1.341517 - generator loss: 0.767491 - 1s
Epoch 45928/50000
discriminator loss: 1.335338 - generator loss: 0.773720 - 1s
Epoch 45929/50000
discriminator loss: 1.328119 - generator loss: 0.781247 - 1s
Epoch 45930/50000
discriminator loss: 1.340333 - generator loss: 0.767051 - 1s
Epoch 45931/50000
discriminator loss: 1.341279 - generator loss: 0.776385 - 1s
Epoch 45932/50000
discriminator loss: 1.352686 - generator loss: 0.759799 - 1s
Epoch 45933/50000
discriminator loss: 1.341607 - generator loss: 0.765842 - 1s
Epoch 45934/50000
discriminator loss: 1.338132 - generator loss: 0.771795 - 1s
Epoch 45935/50000
discriminator loss: 1.333192 - generator loss: 0.773198 - 1s
Epoch 45936/50000
discriminator loss: 1.327349 - generator loss: 0.780668 - 1s
Epoch 45937/50000
discriminator loss: 1.340278 - generator loss: 0.767450 - 1s
Epoch 45938/50000
discriminator loss: 1.337896 - generator loss: 0.770163 - 1s
Epoch 45939/50000
discriminator loss: 1.339493 - generator loss: 0.773286 - 1s
Epoch 45940/50000
discriminator loss: 1.330263 - generator loss: 0.776752 - 1s
Epoch 45941/50000
discriminator loss: 1.331531 - generator loss: 0.778189 - 1s
Epoch 45942/50000
discriminator loss: 1.334341 - generator loss: 0.776174 - 1s
Epoch 45943/50000
discriminator loss: 1.339121 - generator loss: 0.767854 - 1s
Epoch 45944/50000
discriminator loss: 1.321280 - generator loss: 0.785530 - 1s
Epoch 45945/50000
discriminator loss: 1.339143 - generator loss: 0.763051 - 1s
Epoch 45946/50000
discriminator loss: 1.340032 - generator loss: 0.771607 - 1s
Epoch 45947/50000
discriminator loss: 1.331281 - generator loss: 0.775109 - 1s
Epoch 45948/50000
discriminator loss: 1.352030 - generator loss: 0.760704 - 1s
Epoch 45949/50000
discriminator loss: 1.343733 - generator loss: 0.769199 - 1s
Epoch 45950/50000
discriminator loss: 1.342884 - generator loss: 0.777226 - 1s
Epoch 45951/50000
discriminator loss: 1.342973 - generator loss: 0.768479 - 1s
Epoch 45952/50000
discriminator loss: 1.344443 - generator loss: 0.765456 - 1s
Epoch 45953/50000
discriminator loss: 1.344880 - generator loss: 0.766159 - 1s
Epoch 45954/50000
discriminator loss: 1.340070 - generator loss: 0.760322 - 1s
Epoch 45955/50000
discriminator loss: 1.343549 - generator loss: 0.773129 - 1s
Epoch 45956/50000
discriminator loss: 1.339964 - generator loss: 0.774974 - 1s
Epoch 45957/50000
discriminator loss: 1.332507 - generator loss: 0.769140 - 1s
Epoch 45958/50000
discriminator loss: 1.343264 - generator loss: 0.771834 - 1s
Epoch 45959/50000
discriminator loss: 1.335022 - generator loss: 0.779835 - 1s
Epoch 45960/50000
discriminator loss: 1.332587 - generator loss: 0.773615 - 1s
Epoch 45961/50000
discriminator loss: 1.335130 - generator loss: 0.774635 - 1s
Epoch 45962/50000
discriminator loss: 1.344479 - generator loss: 0.768271 - 1s
Epoch 45963/50000
discriminator loss: 1.339649 - generator loss: 0.764356 - 1s
Epoch 45964/50000
discriminator loss: 1.335029 - generator loss: 0.772479 - 1s
Epoch 45965/50000
discriminator loss: 1.333329 - generator loss: 0.774900 - 1s
Epoch 45966/50000
discriminator loss: 1.326759 - generator loss: 0.771192 - 1s
Epoch 45967/50000
discriminator loss: 1.341371 - generator loss: 0.777136 - 1s
Epoch 45968/50000
discriminator loss: 1.333705 - generator loss: 0.773097 - 1s
Epoch 45969/50000
discriminator loss: 1.337312 - generator loss: 0.775443 - 1s
Epoch 45970/50000
discriminator loss: 1.328007 - generator loss: 0.773376 - 1s
Epoch 45971/50000
discriminator loss: 1.332464 - generator loss: 0.774329 - 1s
Epoch 45972/50000
discriminator loss: 1.328691 - generator loss: 0.777865 - 1s
Epoch 45973/50000
discriminator loss: 1.334020 - generator loss: 0.778674 - 1s
Epoch 45974/50000
discriminator loss: 1.340972 - generator loss: 0.767770 - 1s
Epoch 45975/50000
discriminator loss: 1.337741 - generator loss: 0.783388 - 1s
Epoch 45976/50000
discriminator loss: 1.334449 - generator loss: 0.760315 - 1s
Epoch 45977/50000
discriminator loss: 1.340066 - generator loss: 0.769733 - 1s
Epoch 45978/50000
discriminator loss: 1.333725 - generator loss: 0.774021 - 1s
Epoch 45979/50000
discriminator loss: 1.330580 - generator loss: 0.773392 - 1s
Epoch 45980/50000
discriminator loss: 1.336826 - generator loss: 0.770820 - 1s
Epoch 45981/50000
discriminator loss: 1.342365 - generator loss: 0.771506 - 1s
Epoch 45982/50000
discriminator loss: 1.331593 - generator loss: 0.778577 - 1s
Epoch 45983/50000
discriminator loss: 1.334581 - generator loss: 0.778692 - 1s
Epoch 45984/50000
discriminator loss: 1.324824 - generator loss: 0.776741 - 1s
Epoch 45985/50000
discriminator loss: 1.335880 - generator loss: 0.772388 - 1s
Epoch 45986/50000
discriminator loss: 1.339586 - generator loss: 0.767328 - 1s
Epoch 45987/50000
discriminator loss: 1.330062 - generator loss: 0.772661 - 1s
Epoch 45988/50000
discriminator loss: 1.345523 - generator loss: 0.770298 - 1s
Epoch 45989/50000
discriminator loss: 1.340720 - generator loss: 0.771318 - 1s
Epoch 45990/50000
discriminator loss: 1.341188 - generator loss: 0.768543 - 1s
Epoch 45991/50000
discriminator loss: 1.346239 - generator loss: 0.764016 - 1s
Epoch 45992/50000
discriminator loss: 1.324077 - generator loss: 0.780168 - 1s
Epoch 45993/50000
discriminator loss: 1.334635 - generator loss: 0.776557 - 1s
Epoch 45994/50000
discriminator loss: 1.335862 - generator loss: 0.772938 - 1s
Epoch 45995/50000
discriminator loss: 1.351361 - generator loss: 0.760102 - 1s
Epoch 45996/50000
discriminator loss: 1.332463 - generator loss: 0.768400 - 1s
Epoch 45997/50000
discriminator loss: 1.338574 - generator loss: 0.779985 - 1s
Epoch 45998/50000
discriminator loss: 1.325111 - generator loss: 0.786858 - 1s
Epoch 45999/50000
discriminator loss: 1.321253 - generator loss: 0.784884 - 1s
Epoch 46000/50000
discriminator loss: 1.329362 - generator loss: 0.776895 - 1s
Epoch 46001/50000
discriminator loss: 1.328302 - generator loss: 0.773864 - 1s

Loss: 

Epoch 46002/50000
discriminator loss: 1.298443 - generator loss: 0.789793 - 1s
Epoch 46003/50000
discriminator loss: 1.322232 - generator loss: 0.786484 - 1s
Epoch 46004/50000
discriminator loss: 1.328303 - generator loss: 0.782060 - 1s
Epoch 46005/50000
discriminator loss: 1.341226 - generator loss: 0.767222 - 1s
Epoch 46006/50000
discriminator loss: 1.328860 - generator loss: 0.776763 - 1s
Epoch 46007/50000
discriminator loss: 1.338739 - generator loss: 0.774187 - 1s
Epoch 46008/50000
discriminator loss: 1.337535 - generator loss: 0.771057 - 1s
Epoch 46009/50000
discriminator loss: 1.330097 - generator loss: 0.774362 - 1s
Epoch 46010/50000
discriminator loss: 1.336645 - generator loss: 0.765685 - 1s
Epoch 46011/50000
discriminator loss: 1.332919 - generator loss: 0.768861 - 1s
Epoch 46012/50000
discriminator loss: 1.334594 - generator loss: 0.773579 - 1s
Epoch 46013/50000
discriminator loss: 1.337249 - generator loss: 0.772780 - 1s
Epoch 46014/50000
discriminator loss: 1.342193 - generator loss: 0.775804 - 1s
Epoch 46015/50000
discriminator loss: 1.337411 - generator loss: 0.773086 - 1s
Epoch 46016/50000
discriminator loss: 1.337698 - generator loss: 0.771250 - 1s
Epoch 46017/50000
discriminator loss: 1.335973 - generator loss: 0.770453 - 1s
Epoch 46018/50000
discriminator loss: 1.322420 - generator loss: 0.783488 - 1s
Epoch 46019/50000
discriminator loss: 1.329948 - generator loss: 0.770835 - 1s
Epoch 46020/50000
discriminator loss: 1.339746 - generator loss: 0.768644 - 1s
Epoch 46021/50000
discriminator loss: 1.348413 - generator loss: 0.771326 - 1s
Epoch 46022/50000
discriminator loss: 1.335915 - generator loss: 0.774162 - 1s
Epoch 46023/50000
discriminator loss: 1.335616 - generator loss: 0.770704 - 1s
Epoch 46024/50000
discriminator loss: 1.332545 - generator loss: 0.766516 - 1s
Epoch 46025/50000
discriminator loss: 1.331136 - generator loss: 0.777735 - 1s
Epoch 46026/50000
discriminator loss: 1.342688 - generator loss: 0.768624 - 1s
Epoch 46027/50000
discriminator loss: 1.329732 - generator loss: 0.777592 - 1s
Epoch 46028/50000
discriminator loss: 1.337481 - generator loss: 0.770901 - 1s
Epoch 46029/50000
discriminator loss: 1.325937 - generator loss: 0.797362 - 1s
Epoch 46030/50000
discriminator loss: 1.329418 - generator loss: 0.771994 - 1s
Epoch 46031/50000
discriminator loss: 1.343185 - generator loss: 0.773951 - 1s
Epoch 46032/50000
discriminator loss: 1.332495 - generator loss: 0.774915 - 1s
Epoch 46033/50000
discriminator loss: 1.329719 - generator loss: 0.776698 - 1s
Epoch 46034/50000
discriminator loss: 1.322348 - generator loss: 0.786175 - 1s
Epoch 46035/50000
discriminator loss: 1.327042 - generator loss: 0.782280 - 1s
Epoch 46036/50000
discriminator loss: 1.316818 - generator loss: 0.793268 - 1s
Epoch 46037/50000
discriminator loss: 1.331970 - generator loss: 0.779953 - 1s
Epoch 46038/50000
discriminator loss: 1.341309 - generator loss: 0.764040 - 1s
Epoch 46039/50000
discriminator loss: 1.328982 - generator loss: 0.778586 - 1s
Epoch 46040/50000
discriminator loss: 1.340679 - generator loss: 0.770049 - 1s
Epoch 46041/50000
discriminator loss: 1.323899 - generator loss: 0.779210 - 1s
Epoch 46042/50000
discriminator loss: 1.330961 - generator loss: 0.772359 - 1s
Epoch 46043/50000
discriminator loss: 1.333083 - generator loss: 0.768914 - 1s
Epoch 46044/50000
discriminator loss: 1.336000 - generator loss: 0.770681 - 1s
Epoch 46045/50000
discriminator loss: 1.338123 - generator loss: 0.780138 - 1s
Epoch 46046/50000
discriminator loss: 1.338668 - generator loss: 0.775345 - 1s
Epoch 46047/50000
discriminator loss: 1.342656 - generator loss: 0.770314 - 1s
Epoch 46048/50000
discriminator loss: 1.341748 - generator loss: 0.766142 - 1s
Epoch 46049/50000
discriminator loss: 1.340873 - generator loss: 0.769975 - 1s
Epoch 46050/50000
discriminator loss: 1.335597 - generator loss: 0.782333 - 1s
Epoch 46051/50000
discriminator loss: 1.327572 - generator loss: 0.775461 - 1s
Epoch 46052/50000
discriminator loss: 1.335510 - generator loss: 0.779102 - 1s
Epoch 46053/50000
discriminator loss: 1.342735 - generator loss: 0.774389 - 1s
Epoch 46054/50000
discriminator loss: 1.329766 - generator loss: 0.775760 - 1s
Epoch 46055/50000
discriminator loss: 1.321700 - generator loss: 0.785745 - 1s
Epoch 46056/50000
discriminator loss: 1.324597 - generator loss: 0.780840 - 1s
Epoch 46057/50000
discriminator loss: 1.330956 - generator loss: 0.768713 - 1s
Epoch 46058/50000
discriminator loss: 1.333223 - generator loss: 0.772369 - 1s
Epoch 46059/50000
discriminator loss: 1.339256 - generator loss: 0.770221 - 1s
Epoch 46060/50000
discriminator loss: 1.342516 - generator loss: 0.773148 - 1s
Epoch 46061/50000
discriminator loss: 1.345821 - generator loss: 0.763388 - 1s
Epoch 46062/50000
discriminator loss: 1.333924 - generator loss: 0.762675 - 1s
Epoch 46063/50000
discriminator loss: 1.337285 - generator loss: 0.778529 - 1s
Epoch 46064/50000
discriminator loss: 1.331663 - generator loss: 0.776303 - 1s
Epoch 46065/50000
discriminator loss: 1.319934 - generator loss: 0.777073 - 1s
Epoch 46066/50000
discriminator loss: 1.321663 - generator loss: 0.780279 - 1s
Epoch 46067/50000
discriminator loss: 1.337229 - generator loss: 0.771740 - 1s
Epoch 46068/50000
discriminator loss: 1.331115 - generator loss: 0.780856 - 1s
Epoch 46069/50000
discriminator loss: 1.338356 - generator loss: 0.777579 - 1s
Epoch 46070/50000
discriminator loss: 1.327013 - generator loss: 0.775943 - 1s
Epoch 46071/50000
discriminator loss: 1.334010 - generator loss: 0.763642 - 1s
Epoch 46072/50000
discriminator loss: 1.331782 - generator loss: 0.772453 - 1s
Epoch 46073/50000
discriminator loss: 1.334147 - generator loss: 0.781887 - 1s
Epoch 46074/50000
discriminator loss: 1.321784 - generator loss: 0.784510 - 1s
Epoch 46075/50000
discriminator loss: 1.338590 - generator loss: 0.765543 - 1s
Epoch 46076/50000
discriminator loss: 1.335648 - generator loss: 0.772955 - 1s
Epoch 46077/50000
discriminator loss: 1.336501 - generator loss: 0.774573 - 1s
Epoch 46078/50000
discriminator loss: 1.346911 - generator loss: 0.768439 - 1s
Epoch 46079/50000
discriminator loss: 1.333056 - generator loss: 0.782231 - 1s
Epoch 46080/50000
discriminator loss: 1.334912 - generator loss: 0.770904 - 1s
Epoch 46081/50000
discriminator loss: 1.342833 - generator loss: 0.765779 - 1s
Epoch 46082/50000
discriminator loss: 1.331457 - generator loss: 0.780398 - 1s
Epoch 46083/50000
discriminator loss: 1.329137 - generator loss: 0.776661 - 1s
Epoch 46084/50000
discriminator loss: 1.330754 - generator loss: 0.778415 - 1s
Epoch 46085/50000
discriminator loss: 1.341698 - generator loss: 0.766070 - 1s
Epoch 46086/50000
discriminator loss: 1.332697 - generator loss: 0.770748 - 1s
Epoch 46087/50000
discriminator loss: 1.339442 - generator loss: 0.772780 - 1s
Epoch 46088/50000
discriminator loss: 1.327790 - generator loss: 0.785110 - 1s
Epoch 46089/50000
discriminator loss: 1.320287 - generator loss: 0.779319 - 1s
Epoch 46090/50000
discriminator loss: 1.334872 - generator loss: 0.776191 - 1s
Epoch 46091/50000
discriminator loss: 1.340331 - generator loss: 0.767707 - 1s
Epoch 46092/50000
discriminator loss: 1.340809 - generator loss: 0.771077 - 1s
Epoch 46093/50000
discriminator loss: 1.338322 - generator loss: 0.774373 - 1s
Epoch 46094/50000
discriminator loss: 1.335304 - generator loss: 0.770770 - 1s
Epoch 46095/50000
discriminator loss: 1.339091 - generator loss: 0.774159 - 1s
Epoch 46096/50000
discriminator loss: 1.332522 - generator loss: 0.779002 - 1s
Epoch 46097/50000
discriminator loss: 1.328399 - generator loss: 0.778829 - 1s
Epoch 46098/50000
discriminator loss: 1.328022 - generator loss: 0.770806 - 1s
Epoch 46099/50000
discriminator loss: 1.330633 - generator loss: 0.785249 - 1s
Epoch 46100/50000
discriminator loss: 1.329221 - generator loss: 0.773018 - 1s
Epoch 46101/50000
discriminator loss: 1.328267 - generator loss: 0.777274 - 1s
Epoch 46102/50000
discriminator loss: 1.338120 - generator loss: 0.769677 - 1s
Epoch 46103/50000
discriminator loss: 1.341470 - generator loss: 0.769774 - 1s
Epoch 46104/50000
discriminator loss: 1.346794 - generator loss: 0.768336 - 1s
Epoch 46105/50000
discriminator loss: 1.338314 - generator loss: 0.766986 - 1s
Epoch 46106/50000
discriminator loss: 1.343259 - generator loss: 0.770907 - 1s
Epoch 46107/50000
discriminator loss: 1.331829 - generator loss: 0.775516 - 1s
Epoch 46108/50000
discriminator loss: 1.344312 - generator loss: 0.764790 - 1s
Epoch 46109/50000
discriminator loss: 1.321097 - generator loss: 0.786454 - 1s
Epoch 46110/50000
discriminator loss: 1.337004 - generator loss: 0.764131 - 1s
Epoch 46111/50000
discriminator loss: 1.338562 - generator loss: 0.774218 - 1s
Epoch 46112/50000
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Epoch 46113/50000
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Epoch 46114/50000
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Epoch 46115/50000
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Epoch 46116/50000
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Epoch 46117/50000
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Epoch 46118/50000
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Epoch 46119/50000
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Epoch 46120/50000
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Epoch 46121/50000
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Epoch 46122/50000
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Epoch 46123/50000
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Epoch 46124/50000
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Epoch 46125/50000
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Epoch 46126/50000
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Epoch 46127/50000
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Epoch 46128/50000
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Epoch 46129/50000
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Epoch 46130/50000
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Epoch 46131/50000
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Epoch 46132/50000
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Epoch 46133/50000
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Epoch 46134/50000
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Epoch 46135/50000
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Epoch 46136/50000
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Epoch 46137/50000
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Epoch 46138/50000
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Epoch 46139/50000
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Epoch 46140/50000
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Epoch 46141/50000
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Epoch 46142/50000
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Epoch 46143/50000
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Epoch 46144/50000
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Epoch 46145/50000
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Epoch 46146/50000
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Epoch 46147/50000
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Epoch 46148/50000
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Epoch 46149/50000
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Epoch 46150/50000
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Epoch 46151/50000
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Epoch 46152/50000
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Epoch 46153/50000
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Epoch 46154/50000
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Epoch 46155/50000
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Epoch 46156/50000
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Epoch 46157/50000
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Epoch 46158/50000
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Epoch 46159/50000
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Epoch 46160/50000
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Epoch 46161/50000
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Epoch 46162/50000
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Epoch 46163/50000
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Epoch 46164/50000
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Epoch 46165/50000
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Epoch 46166/50000
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Epoch 46167/50000
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Epoch 46168/50000
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Epoch 46169/50000
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Epoch 46170/50000
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Epoch 46171/50000
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Epoch 46172/50000
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Epoch 46173/50000
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Epoch 46174/50000
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Epoch 46175/50000
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Epoch 46176/50000
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Epoch 46177/50000
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Epoch 46178/50000
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Epoch 46179/50000
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Epoch 46180/50000
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Epoch 46181/50000
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Epoch 46182/50000
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Epoch 46183/50000
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Epoch 46184/50000
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Epoch 46185/50000
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Epoch 46186/50000
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Epoch 46187/50000
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Epoch 46188/50000
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Epoch 46189/50000
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Epoch 46190/50000
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Epoch 46191/50000
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Epoch 46192/50000
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Epoch 46193/50000
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Epoch 46194/50000
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Epoch 46195/50000
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Epoch 46196/50000
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Epoch 46197/50000
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Epoch 46198/50000
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Epoch 46199/50000
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Epoch 46200/50000
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Epoch 46201/50000
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Epoch 46202/50000
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Epoch 46203/50000
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Epoch 46204/50000
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Epoch 46205/50000
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Epoch 46206/50000
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Epoch 46207/50000
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Epoch 46208/50000
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Epoch 46209/50000
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Epoch 46210/50000
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Epoch 46211/50000
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Epoch 46212/50000
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Epoch 46213/50000
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Epoch 46214/50000
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Epoch 46215/50000
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Epoch 46216/50000
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Epoch 46217/50000
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Epoch 46218/50000
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Epoch 46219/50000
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Epoch 46220/50000
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Epoch 46221/50000
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Epoch 46222/50000
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Epoch 46223/50000
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Epoch 46224/50000
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Epoch 46225/50000
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Epoch 46226/50000
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Epoch 46227/50000
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Epoch 46228/50000
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Epoch 46229/50000
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Epoch 46230/50000
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Epoch 46231/50000
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Epoch 46232/50000
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Epoch 46233/50000
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Epoch 46234/50000
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Epoch 46235/50000
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Epoch 46236/50000
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Epoch 46237/50000
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Epoch 46238/50000
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Epoch 46239/50000
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Epoch 46240/50000
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Epoch 46241/50000
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Epoch 46242/50000
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Epoch 46243/50000
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Epoch 46244/50000
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Epoch 46245/50000
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Epoch 46246/50000
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Epoch 46247/50000
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Epoch 46248/50000
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Epoch 46249/50000
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Epoch 46250/50000
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Epoch 46251/50000
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Epoch 46252/50000
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Epoch 46253/50000
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Epoch 46254/50000
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Epoch 46255/50000
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Epoch 46256/50000
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Epoch 46257/50000
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Epoch 46258/50000
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Epoch 46259/50000
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Epoch 46260/50000
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Epoch 46261/50000
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Epoch 46262/50000
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Epoch 46263/50000
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Epoch 46264/50000
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Epoch 46265/50000
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Epoch 46266/50000
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Epoch 46267/50000
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Epoch 46268/50000
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Epoch 46269/50000
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Epoch 46270/50000
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Epoch 46271/50000
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Epoch 46272/50000
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Epoch 46273/50000
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Epoch 46274/50000
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Epoch 46275/50000
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Epoch 46276/50000
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Epoch 46277/50000
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Epoch 46278/50000
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Epoch 46279/50000
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Epoch 46280/50000
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Epoch 46281/50000
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Epoch 46282/50000
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Epoch 46283/50000
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Epoch 46284/50000
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Epoch 46285/50000
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Epoch 46286/50000
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Epoch 46287/50000
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Epoch 46288/50000
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Epoch 46289/50000
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Epoch 46290/50000
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Epoch 46291/50000
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Epoch 46292/50000
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Epoch 46293/50000
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Epoch 46294/50000
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Epoch 46295/50000
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Epoch 46296/50000
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Epoch 46297/50000
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Epoch 46298/50000
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Epoch 46299/50000
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Epoch 46300/50000
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Epoch 46301/50000
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Epoch 46302/50000
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Epoch 46303/50000
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Epoch 46304/50000
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Epoch 46305/50000
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Epoch 46306/50000
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Epoch 46307/50000
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Epoch 46308/50000
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Epoch 46309/50000
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Epoch 46310/50000
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Epoch 46311/50000
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Epoch 46312/50000
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Epoch 46313/50000
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Epoch 46314/50000
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Epoch 46315/50000
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Epoch 46316/50000
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Epoch 46317/50000
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Epoch 46318/50000
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Epoch 46319/50000
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Epoch 46320/50000
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Epoch 46321/50000
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Epoch 46322/50000
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Epoch 46323/50000
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Epoch 46324/50000
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Epoch 46325/50000
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Epoch 46326/50000
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Epoch 46327/50000
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Epoch 46328/50000
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Epoch 46329/50000
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Epoch 46330/50000
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Epoch 46331/50000
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Epoch 46332/50000
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Epoch 46333/50000
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Epoch 46334/50000
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Epoch 46335/50000
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Epoch 46336/50000
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Epoch 46337/50000
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Epoch 46338/50000
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Epoch 46339/50000
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Epoch 46340/50000
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Epoch 46341/50000
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Epoch 46342/50000
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Epoch 46343/50000
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Epoch 46344/50000
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Epoch 46345/50000
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Epoch 46346/50000
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Epoch 46347/50000
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Epoch 46348/50000
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Epoch 46349/50000
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Epoch 46350/50000
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Epoch 46351/50000
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Epoch 46352/50000
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Epoch 46353/50000
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Epoch 46354/50000
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Epoch 46355/50000
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Epoch 46356/50000
discriminator loss: 1.338422 - generator loss: 0.762262 - 1s
Epoch 46357/50000
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Epoch 46358/50000
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Epoch 46359/50000
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Epoch 46360/50000
discriminator loss: 1.333307 - generator loss: 0.779201 - 1s
Epoch 46361/50000
discriminator loss: 1.336017 - generator loss: 0.776205 - 1s
Epoch 46362/50000
discriminator loss: 1.331820 - generator loss: 0.768982 - 1s
Epoch 46363/50000
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Epoch 46364/50000
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Epoch 46365/50000
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Epoch 46366/50000
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Epoch 46367/50000
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Epoch 46368/50000
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Epoch 46369/50000
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Epoch 46370/50000
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Epoch 46371/50000
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Epoch 46372/50000
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Epoch 46373/50000
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Epoch 46374/50000
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Epoch 46375/50000
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Epoch 46376/50000
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Epoch 46377/50000
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Epoch 46378/50000
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Epoch 46379/50000
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Epoch 46380/50000
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Epoch 46381/50000
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Epoch 46382/50000
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Epoch 46383/50000
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Epoch 46384/50000
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Epoch 46385/50000
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Epoch 46386/50000
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Epoch 46387/50000
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Epoch 46388/50000
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Epoch 46389/50000
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Epoch 46390/50000
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Epoch 46391/50000
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Epoch 46392/50000
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Epoch 46393/50000
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Epoch 46394/50000
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Epoch 46395/50000
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Epoch 46396/50000
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Epoch 46397/50000
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Epoch 46398/50000
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Epoch 46399/50000
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Epoch 46400/50000
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Epoch 46401/50000
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Epoch 46402/50000
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Epoch 46403/50000
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Epoch 46404/50000
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Epoch 46405/50000
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Epoch 46406/50000
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Epoch 46407/50000
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Epoch 46408/50000
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Epoch 46409/50000
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Epoch 46410/50000
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Epoch 46411/50000
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Epoch 46412/50000
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Epoch 46413/50000
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Epoch 46414/50000
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Epoch 46415/50000
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Epoch 46416/50000
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Epoch 46417/50000
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Epoch 46418/50000
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Epoch 46419/50000
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Epoch 46420/50000
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Epoch 46421/50000
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Epoch 46422/50000
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Epoch 46423/50000
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Epoch 46424/50000
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Epoch 46425/50000
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Epoch 46426/50000
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Epoch 46427/50000
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Epoch 46428/50000
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Epoch 46429/50000
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Epoch 46430/50000
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Epoch 46431/50000
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Epoch 46432/50000
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Epoch 46433/50000
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Epoch 46434/50000
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Epoch 46435/50000
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Epoch 46436/50000
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Epoch 46437/50000
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Epoch 46438/50000
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Epoch 46439/50000
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Epoch 46440/50000
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Epoch 46441/50000
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Epoch 46442/50000
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Epoch 46443/50000
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Epoch 46444/50000
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Epoch 46445/50000
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Epoch 46446/50000
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Epoch 46447/50000
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Epoch 46448/50000
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Epoch 46449/50000
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Epoch 46450/50000
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Epoch 46451/50000
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Epoch 46452/50000
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Epoch 46453/50000
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Epoch 46454/50000
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Epoch 46455/50000
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Epoch 46456/50000
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Epoch 46457/50000
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Epoch 46458/50000
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Epoch 46459/50000
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Epoch 46460/50000
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Epoch 46461/50000
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Epoch 46462/50000
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Epoch 46463/50000
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Epoch 46464/50000
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Epoch 46465/50000
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Epoch 46466/50000
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Epoch 46467/50000
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Epoch 46468/50000
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Epoch 46469/50000
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Epoch 46470/50000
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Epoch 46471/50000
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Epoch 46472/50000
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Epoch 46473/50000
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Epoch 46474/50000
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Epoch 46475/50000
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Epoch 46476/50000
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Epoch 46477/50000
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Epoch 46478/50000
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Epoch 46479/50000
discriminator loss: 1.345567 - generator loss: 0.762489 - 1s
Epoch 46480/50000
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Epoch 46481/50000
discriminator loss: 1.330175 - generator loss: 0.772245 - 1s
Epoch 46482/50000
discriminator loss: 1.326224 - generator loss: 0.770735 - 1s
Epoch 46483/50000
discriminator loss: 1.340329 - generator loss: 0.775552 - 1s
Epoch 46484/50000
discriminator loss: 1.326271 - generator loss: 0.773979 - 1s
Epoch 46485/50000
discriminator loss: 1.325455 - generator loss: 0.785394 - 1s
Epoch 46486/50000
discriminator loss: 1.329956 - generator loss: 0.771501 - 1s
Epoch 46487/50000
discriminator loss: 1.330800 - generator loss: 0.781217 - 1s
Epoch 46488/50000
discriminator loss: 1.337996 - generator loss: 0.772148 - 1s
Epoch 46489/50000
discriminator loss: 1.330698 - generator loss: 0.776786 - 1s
Epoch 46490/50000
discriminator loss: 1.325249 - generator loss: 0.777257 - 1s
Epoch 46491/50000
discriminator loss: 1.331155 - generator loss: 0.781324 - 1s
Epoch 46492/50000
discriminator loss: 1.330445 - generator loss: 0.777405 - 1s
Epoch 46493/50000
discriminator loss: 1.323568 - generator loss: 0.780349 - 1s
Epoch 46494/50000
discriminator loss: 1.338771 - generator loss: 0.765686 - 1s
Epoch 46495/50000
discriminator loss: 1.335491 - generator loss: 0.775046 - 1s
Epoch 46496/50000
discriminator loss: 1.344541 - generator loss: 0.762322 - 1s
Epoch 46497/50000
discriminator loss: 1.342364 - generator loss: 0.770209 - 1s
Epoch 46498/50000
discriminator loss: 1.324790 - generator loss: 0.776005 - 1s
Epoch 46499/50000
discriminator loss: 1.337933 - generator loss: 0.779192 - 1s
Epoch 46500/50000
discriminator loss: 1.334031 - generator loss: 0.774897 - 1s
Epoch 46501/50000
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Epoch 46502/50000
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Epoch 46503/50000
discriminator loss: 1.338549 - generator loss: 0.769231 - 1s
Epoch 46504/50000
discriminator loss: 1.338432 - generator loss: 0.768842 - 1s
Epoch 46505/50000
discriminator loss: 1.325720 - generator loss: 0.783480 - 1s
Epoch 46506/50000
discriminator loss: 1.336209 - generator loss: 0.770648 - 1s
Epoch 46507/50000
discriminator loss: 1.336667 - generator loss: 0.769188 - 1s
Epoch 46508/50000
discriminator loss: 1.333951 - generator loss: 0.773078 - 1s
Epoch 46509/50000
discriminator loss: 1.324651 - generator loss: 0.785514 - 1s
Epoch 46510/50000
discriminator loss: 1.322296 - generator loss: 0.779514 - 1s
Epoch 46511/50000
discriminator loss: 1.327289 - generator loss: 0.776496 - 1s
Epoch 46512/50000
discriminator loss: 1.330521 - generator loss: 0.775958 - 1s
Epoch 46513/50000
discriminator loss: 1.324673 - generator loss: 0.783177 - 1s
Epoch 46514/50000
discriminator loss: 1.315787 - generator loss: 0.787708 - 1s
Epoch 46515/50000
discriminator loss: 1.330627 - generator loss: 0.778084 - 1s
Epoch 46516/50000
discriminator loss: 1.338789 - generator loss: 0.770754 - 1s
Epoch 46517/50000
discriminator loss: 1.330402 - generator loss: 0.775296 - 1s
Epoch 46518/50000
discriminator loss: 1.332816 - generator loss: 0.768174 - 1s
Epoch 46519/50000
discriminator loss: 1.333247 - generator loss: 0.778673 - 1s
Epoch 46520/50000
discriminator loss: 1.326910 - generator loss: 0.781017 - 1s
Epoch 46521/50000
discriminator loss: 1.320248 - generator loss: 0.782153 - 1s
Epoch 46522/50000
discriminator loss: 1.335744 - generator loss: 0.771989 - 1s
Epoch 46523/50000
discriminator loss: 1.340330 - generator loss: 0.776777 - 1s
Epoch 46524/50000
discriminator loss: 1.338776 - generator loss: 0.773647 - 1s
Epoch 46525/50000
discriminator loss: 1.337935 - generator loss: 0.766207 - 1s
Epoch 46526/50000
discriminator loss: 1.331218 - generator loss: 0.782312 - 1s
Epoch 46527/50000
discriminator loss: 1.343888 - generator loss: 0.769436 - 1s
Epoch 46528/50000
discriminator loss: 1.339043 - generator loss: 0.771861 - 1s
Epoch 46529/50000
discriminator loss: 1.333788 - generator loss: 0.779083 - 1s
Epoch 46530/50000
discriminator loss: 1.340403 - generator loss: 0.764213 - 1s
Epoch 46531/50000
discriminator loss: 1.337611 - generator loss: 0.777469 - 1s
Epoch 46532/50000
discriminator loss: 1.348108 - generator loss: 0.765744 - 1s
Epoch 46533/50000
discriminator loss: 1.346356 - generator loss: 0.762731 - 1s
Epoch 46534/50000
discriminator loss: 1.338894 - generator loss: 0.768618 - 1s
Epoch 46535/50000
discriminator loss: 1.330383 - generator loss: 0.778925 - 1s
Epoch 46536/50000
discriminator loss: 1.332420 - generator loss: 0.780710 - 1s
Epoch 46537/50000
discriminator loss: 1.334018 - generator loss: 0.770828 - 1s
Epoch 46538/50000
discriminator loss: 1.343048 - generator loss: 0.770394 - 1s
Epoch 46539/50000
discriminator loss: 1.338772 - generator loss: 0.772546 - 1s
Epoch 46540/50000
discriminator loss: 1.325035 - generator loss: 0.781443 - 1s
Epoch 46541/50000
discriminator loss: 1.326552 - generator loss: 0.776810 - 1s
Epoch 46542/50000
discriminator loss: 1.322405 - generator loss: 0.775793 - 1s
Epoch 46543/50000
discriminator loss: 1.329952 - generator loss: 0.786490 - 1s
Epoch 46544/50000
discriminator loss: 1.329750 - generator loss: 0.769677 - 1s
Epoch 46545/50000
discriminator loss: 1.337113 - generator loss: 0.778570 - 1s
Epoch 46546/50000
discriminator loss: 1.326938 - generator loss: 0.779923 - 1s
Epoch 46547/50000
discriminator loss: 1.324164 - generator loss: 0.780989 - 1s
Epoch 46548/50000
discriminator loss: 1.332449 - generator loss: 0.767213 - 1s
Epoch 46549/50000
discriminator loss: 1.340032 - generator loss: 0.769660 - 1s
Epoch 46550/50000
discriminator loss: 1.334506 - generator loss: 0.776951 - 1s
Epoch 46551/50000
discriminator loss: 1.325455 - generator loss: 0.773152 - 1s
Epoch 46552/50000
discriminator loss: 1.335016 - generator loss: 0.771294 - 1s
Epoch 46553/50000
discriminator loss: 1.342535 - generator loss: 0.772159 - 1s
Epoch 46554/50000
discriminator loss: 1.336770 - generator loss: 0.773714 - 1s
Epoch 46555/50000
discriminator loss: 1.330597 - generator loss: 0.776270 - 1s
Epoch 46556/50000
discriminator loss: 1.329333 - generator loss: 0.774450 - 1s
Epoch 46557/50000
discriminator loss: 1.329816 - generator loss: 0.773334 - 1s
Epoch 46558/50000
discriminator loss: 1.341551 - generator loss: 0.768606 - 1s
Epoch 46559/50000
discriminator loss: 1.340943 - generator loss: 0.768374 - 1s
Epoch 46560/50000
discriminator loss: 1.326410 - generator loss: 0.785992 - 1s
Epoch 46561/50000
discriminator loss: 1.337897 - generator loss: 0.771037 - 1s
Epoch 46562/50000
discriminator loss: 1.325624 - generator loss: 0.785675 - 1s
Epoch 46563/50000
discriminator loss: 1.321765 - generator loss: 0.777085 - 1s
Epoch 46564/50000
discriminator loss: 1.326238 - generator loss: 0.775766 - 1s
Epoch 46565/50000
discriminator loss: 1.320537 - generator loss: 0.782528 - 1s
Epoch 46566/50000
discriminator loss: 1.334900 - generator loss: 0.776169 - 1s
Epoch 46567/50000
discriminator loss: 1.343048 - generator loss: 0.768088 - 1s
Epoch 46568/50000
discriminator loss: 1.332222 - generator loss: 0.775167 - 1s
Epoch 46569/50000
discriminator loss: 1.329269 - generator loss: 0.776596 - 1s
Epoch 46570/50000
discriminator loss: 1.327957 - generator loss: 0.777188 - 1s
Epoch 46571/50000
discriminator loss: 1.328829 - generator loss: 0.778022 - 1s
Epoch 46572/50000
discriminator loss: 1.338155 - generator loss: 0.773471 - 1s
Epoch 46573/50000
discriminator loss: 1.327538 - generator loss: 0.780693 - 1s
Epoch 46574/50000
discriminator loss: 1.325874 - generator loss: 0.776623 - 1s
Epoch 46575/50000
discriminator loss: 1.325965 - generator loss: 0.780796 - 1s
Epoch 46576/50000
discriminator loss: 1.343335 - generator loss: 0.770358 - 1s
Epoch 46577/50000
discriminator loss: 1.339946 - generator loss: 0.773453 - 1s
Epoch 46578/50000
discriminator loss: 1.334952 - generator loss: 0.772885 - 1s
Epoch 46579/50000
discriminator loss: 1.339888 - generator loss: 0.765409 - 1s
Epoch 46580/50000
discriminator loss: 1.329383 - generator loss: 0.770206 - 1s
Epoch 46581/50000
discriminator loss: 1.328405 - generator loss: 0.781733 - 1s
Epoch 46582/50000
discriminator loss: 1.338269 - generator loss: 0.772840 - 1s
Epoch 46583/50000
discriminator loss: 1.331974 - generator loss: 0.777976 - 1s
Epoch 46584/50000
discriminator loss: 1.340565 - generator loss: 0.768304 - 1s
Epoch 46585/50000
discriminator loss: 1.335991 - generator loss: 0.772360 - 1s
Epoch 46586/50000
discriminator loss: 1.329491 - generator loss: 0.773144 - 1s
Epoch 46587/50000
discriminator loss: 1.336476 - generator loss: 0.775990 - 1s
Epoch 46588/50000
discriminator loss: 1.326267 - generator loss: 0.784875 - 1s
Epoch 46589/50000
discriminator loss: 1.325565 - generator loss: 0.772866 - 1s
Epoch 46590/50000
discriminator loss: 1.339771 - generator loss: 0.775462 - 1s
Epoch 46591/50000
discriminator loss: 1.331235 - generator loss: 0.776629 - 1s
Epoch 46592/50000
discriminator loss: 1.336563 - generator loss: 0.765779 - 1s
Epoch 46593/50000
discriminator loss: 1.336788 - generator loss: 0.767232 - 1s
Epoch 46594/50000
discriminator loss: 1.343351 - generator loss: 0.769891 - 1s
Epoch 46595/50000
discriminator loss: 1.331638 - generator loss: 0.782697 - 1s
Epoch 46596/50000
discriminator loss: 1.335878 - generator loss: 0.774685 - 1s
Epoch 46597/50000
discriminator loss: 1.323197 - generator loss: 0.779287 - 1s
Epoch 46598/50000
discriminator loss: 1.330297 - generator loss: 0.776086 - 1s
Epoch 46599/50000
discriminator loss: 1.338642 - generator loss: 0.772164 - 1s
Epoch 46600/50000
discriminator loss: 1.321098 - generator loss: 0.784299 - 1s
Epoch 46601/50000
discriminator loss: 1.338262 - generator loss: 0.772697 - 1s
Epoch 46602/50000
discriminator loss: 1.332885 - generator loss: 0.771537 - 1s
Epoch 46603/50000
discriminator loss: 1.328858 - generator loss: 0.782613 - 1s
Epoch 46604/50000
discriminator loss: 1.345024 - generator loss: 0.768476 - 1s
Epoch 46605/50000
discriminator loss: 1.329491 - generator loss: 0.784411 - 1s
Epoch 46606/50000
discriminator loss: 1.336809 - generator loss: 0.769418 - 1s
Epoch 46607/50000
discriminator loss: 1.333005 - generator loss: 0.774941 - 1s
Epoch 46608/50000
discriminator loss: 1.324711 - generator loss: 0.778472 - 1s
Epoch 46609/50000
discriminator loss: 1.342524 - generator loss: 0.759529 - 1s
Epoch 46610/50000
discriminator loss: 1.341494 - generator loss: 0.769918 - 1s
Epoch 46611/50000
discriminator loss: 1.339625 - generator loss: 0.776247 - 1s
Epoch 46612/50000
discriminator loss: 1.327689 - generator loss: 0.783688 - 1s
Epoch 46613/50000
discriminator loss: 1.327714 - generator loss: 0.786811 - 1s
Epoch 46614/50000
discriminator loss: 1.340673 - generator loss: 0.772838 - 1s
Epoch 46615/50000
discriminator loss: 1.326795 - generator loss: 0.776731 - 1s
Epoch 46616/50000
discriminator loss: 1.344823 - generator loss: 0.765490 - 1s
Epoch 46617/50000
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Epoch 46618/50000
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Epoch 46619/50000
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Epoch 46620/50000
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Epoch 46621/50000
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Epoch 46622/50000
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Epoch 46623/50000
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Epoch 46624/50000
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Epoch 46625/50000
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Epoch 46626/50000
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Epoch 46627/50000
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Epoch 46628/50000
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Epoch 46629/50000
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Epoch 46630/50000
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Epoch 46631/50000
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Epoch 46632/50000
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Epoch 46633/50000
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Epoch 46634/50000
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Epoch 46635/50000
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Epoch 46636/50000
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Epoch 46637/50000
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Epoch 46638/50000
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Epoch 46639/50000
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Epoch 46640/50000
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Epoch 46641/50000
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Epoch 46642/50000
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Epoch 46643/50000
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Epoch 46644/50000
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Epoch 46645/50000
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Epoch 46646/50000
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Epoch 46647/50000
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Epoch 46648/50000
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Epoch 46649/50000
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Epoch 46650/50000
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Epoch 46651/50000
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Epoch 46652/50000
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Epoch 46653/50000
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Epoch 46654/50000
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Epoch 46655/50000
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Epoch 46656/50000
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Epoch 46657/50000
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Epoch 46658/50000
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Epoch 46659/50000
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Epoch 46660/50000
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Epoch 46661/50000
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Epoch 46662/50000
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Epoch 46663/50000
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Epoch 46664/50000
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Epoch 46665/50000
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Epoch 46666/50000
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Epoch 46667/50000
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Epoch 46668/50000
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Epoch 46669/50000
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Epoch 46670/50000
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Epoch 46671/50000
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Epoch 46672/50000
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Epoch 46673/50000
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Epoch 46674/50000
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Epoch 46675/50000
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Epoch 46676/50000
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Epoch 46677/50000
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Epoch 46678/50000
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Epoch 46679/50000
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Epoch 46680/50000
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Epoch 46681/50000
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Epoch 46682/50000
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Epoch 46683/50000
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Epoch 46684/50000
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Epoch 46685/50000
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Epoch 46686/50000
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Epoch 46687/50000
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Epoch 46688/50000
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Epoch 46689/50000
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Epoch 46690/50000
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Epoch 46691/50000
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Epoch 46692/50000
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Epoch 46693/50000
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Epoch 46694/50000
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Epoch 46695/50000
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Epoch 46696/50000
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Epoch 46697/50000
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Epoch 46698/50000
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Epoch 46699/50000
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Epoch 46700/50000
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Epoch 46701/50000
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Epoch 46702/50000
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Epoch 46703/50000
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Epoch 46704/50000
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Epoch 46705/50000
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Epoch 46706/50000
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Epoch 46707/50000
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Epoch 46708/50000
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Epoch 46709/50000
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Epoch 46710/50000
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Epoch 46711/50000
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Epoch 46712/50000
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Epoch 46713/50000
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Epoch 46714/50000
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Epoch 46715/50000
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Epoch 46716/50000
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Epoch 46717/50000
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Epoch 46718/50000
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Epoch 46719/50000
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Epoch 46720/50000
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Epoch 46721/50000
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Epoch 46722/50000
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Epoch 46723/50000
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Epoch 46724/50000
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Epoch 46725/50000
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Epoch 46726/50000
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Epoch 46727/50000
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Epoch 46728/50000
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Epoch 46729/50000
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Epoch 46730/50000
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Epoch 46731/50000
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Epoch 46732/50000
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Epoch 46733/50000
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Epoch 46734/50000
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Epoch 46735/50000
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Epoch 46736/50000
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Epoch 46737/50000
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Epoch 46738/50000
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Epoch 46739/50000
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Epoch 46740/50000
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Epoch 46741/50000
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Epoch 46742/50000
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Epoch 46743/50000
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Epoch 46744/50000
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Epoch 46745/50000
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Epoch 46746/50000
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Epoch 46747/50000
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Epoch 46748/50000
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Epoch 46749/50000
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Epoch 46750/50000
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Epoch 46751/50000
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Epoch 46752/50000
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Epoch 46753/50000
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Epoch 46754/50000
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Epoch 46755/50000
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Epoch 46756/50000
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Epoch 46757/50000
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Epoch 46758/50000
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Epoch 46759/50000
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Epoch 46760/50000
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Epoch 46761/50000
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Epoch 46762/50000
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Epoch 46763/50000
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Epoch 46764/50000
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Epoch 46765/50000
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Epoch 46766/50000
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Epoch 46767/50000
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Epoch 46768/50000
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Epoch 46769/50000
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Epoch 46770/50000
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Epoch 46771/50000
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Epoch 46772/50000
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Epoch 46773/50000
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Epoch 46774/50000
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Epoch 46775/50000
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Epoch 46776/50000
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Epoch 46777/50000
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Epoch 46778/50000
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Epoch 46779/50000
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Epoch 46780/50000
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Epoch 46781/50000
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Epoch 46782/50000
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Epoch 46783/50000
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Epoch 46784/50000
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Epoch 46785/50000
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Epoch 46786/50000
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Epoch 46787/50000
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Epoch 46788/50000
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Epoch 46789/50000
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Epoch 46790/50000
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Epoch 46791/50000
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Epoch 46792/50000
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Epoch 46793/50000
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Epoch 46794/50000
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Epoch 46795/50000
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Epoch 46796/50000
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Epoch 46797/50000
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Epoch 46798/50000
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Epoch 46799/50000
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Epoch 46800/50000
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Epoch 46801/50000
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Epoch 46802/50000
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Epoch 46803/50000
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Epoch 46804/50000
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Epoch 46805/50000
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Epoch 46806/50000
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Epoch 46807/50000
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Epoch 46808/50000
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Epoch 46809/50000
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Epoch 46810/50000
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Epoch 46811/50000
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Epoch 46812/50000
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Epoch 46813/50000
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Epoch 46814/50000
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Epoch 46815/50000
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Epoch 46816/50000
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Epoch 46817/50000
discriminator loss: 1.323614 - generator loss: 0.783588 - 1s
Epoch 46818/50000
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Epoch 46819/50000
discriminator loss: 1.345179 - generator loss: 0.770496 - 1s
Epoch 46820/50000
discriminator loss: 1.341642 - generator loss: 0.770246 - 1s
Epoch 46821/50000
discriminator loss: 1.340695 - generator loss: 0.774552 - 1s
Epoch 46822/50000
discriminator loss: 1.337501 - generator loss: 0.773073 - 1s
Epoch 46823/50000
discriminator loss: 1.330720 - generator loss: 0.776251 - 1s
Epoch 46824/50000
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Epoch 46825/50000
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Epoch 46826/50000
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Epoch 46827/50000
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Epoch 46828/50000
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Epoch 46829/50000
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Epoch 46830/50000
discriminator loss: 1.330654 - generator loss: 0.770671 - 1s
Epoch 46831/50000
discriminator loss: 1.336848 - generator loss: 0.777988 - 1s
Epoch 46832/50000
discriminator loss: 1.339483 - generator loss: 0.770939 - 1s
Epoch 46833/50000
discriminator loss: 1.333277 - generator loss: 0.780408 - 1s
Epoch 46834/50000
discriminator loss: 1.337785 - generator loss: 0.772676 - 1s
Epoch 46835/50000
discriminator loss: 1.331192 - generator loss: 0.776706 - 1s
Epoch 46836/50000
discriminator loss: 1.335168 - generator loss: 0.770647 - 1s
Epoch 46837/50000
discriminator loss: 1.338991 - generator loss: 0.771320 - 1s
Epoch 46838/50000
discriminator loss: 1.330930 - generator loss: 0.779580 - 1s
Epoch 46839/50000
discriminator loss: 1.333601 - generator loss: 0.776049 - 1s
Epoch 46840/50000
discriminator loss: 1.336331 - generator loss: 0.766524 - 1s
Epoch 46841/50000
discriminator loss: 1.336099 - generator loss: 0.775758 - 1s
Epoch 46842/50000
discriminator loss: 1.333701 - generator loss: 0.772277 - 1s
Epoch 46843/50000
discriminator loss: 1.336100 - generator loss: 0.772244 - 1s
Epoch 46844/50000
discriminator loss: 1.340203 - generator loss: 0.766410 - 1s
Epoch 46845/50000
discriminator loss: 1.326871 - generator loss: 0.781129 - 1s
Epoch 46846/50000
discriminator loss: 1.336151 - generator loss: 0.773288 - 1s
Epoch 46847/50000
discriminator loss: 1.332731 - generator loss: 0.775471 - 1s
Epoch 46848/50000
discriminator loss: 1.337177 - generator loss: 0.766958 - 1s
Epoch 46849/50000
discriminator loss: 1.349238 - generator loss: 0.762347 - 1s
Epoch 46850/50000
discriminator loss: 1.341633 - generator loss: 0.767847 - 1s
Epoch 46851/50000
discriminator loss: 1.328654 - generator loss: 0.778809 - 1s
Epoch 46852/50000
discriminator loss: 1.330995 - generator loss: 0.775486 - 1s
Epoch 46853/50000
discriminator loss: 1.345122 - generator loss: 0.778385 - 1s
Epoch 46854/50000
discriminator loss: 1.339125 - generator loss: 0.764313 - 1s
Epoch 46855/50000
discriminator loss: 1.334319 - generator loss: 0.779063 - 1s
Epoch 46856/50000
discriminator loss: 1.332769 - generator loss: 0.772776 - 1s
Epoch 46857/50000
discriminator loss: 1.333404 - generator loss: 0.776796 - 1s
Epoch 46858/50000
discriminator loss: 1.339398 - generator loss: 0.769490 - 1s
Epoch 46859/50000
discriminator loss: 1.338767 - generator loss: 0.768543 - 1s
Epoch 46860/50000
discriminator loss: 1.338325 - generator loss: 0.770065 - 1s
Epoch 46861/50000
discriminator loss: 1.335725 - generator loss: 0.770541 - 1s
Epoch 46862/50000
discriminator loss: 1.339082 - generator loss: 0.776216 - 1s
Epoch 46863/50000
discriminator loss: 1.348263 - generator loss: 0.773437 - 1s
Epoch 46864/50000
discriminator loss: 1.330210 - generator loss: 0.771867 - 1s
Epoch 46865/50000
discriminator loss: 1.316571 - generator loss: 0.786997 - 1s
Epoch 46866/50000
discriminator loss: 1.333704 - generator loss: 0.775971 - 1s
Epoch 46867/50000
discriminator loss: 1.327619 - generator loss: 0.776846 - 1s
Epoch 46868/50000
discriminator loss: 1.337936 - generator loss: 0.772057 - 1s
Epoch 46869/50000
discriminator loss: 1.333150 - generator loss: 0.777726 - 1s
Epoch 46870/50000
discriminator loss: 1.321387 - generator loss: 0.775729 - 1s
Epoch 46871/50000
discriminator loss: 1.336195 - generator loss: 0.775463 - 1s
Epoch 46872/50000
discriminator loss: 1.334346 - generator loss: 0.772035 - 1s
Epoch 46873/50000
discriminator loss: 1.334272 - generator loss: 0.776536 - 1s
Epoch 46874/50000
discriminator loss: 1.332247 - generator loss: 0.779590 - 1s
Epoch 46875/50000
discriminator loss: 1.328249 - generator loss: 0.773658 - 1s
Epoch 46876/50000
discriminator loss: 1.335230 - generator loss: 0.774460 - 1s
Epoch 46877/50000
discriminator loss: 1.327726 - generator loss: 0.784470 - 1s
Epoch 46878/50000
discriminator loss: 1.334089 - generator loss: 0.777674 - 1s
Epoch 46879/50000
discriminator loss: 1.319615 - generator loss: 0.785411 - 1s
Epoch 46880/50000
discriminator loss: 1.337987 - generator loss: 0.771542 - 1s
Epoch 46881/50000
discriminator loss: 1.337597 - generator loss: 0.773145 - 1s
Epoch 46882/50000
discriminator loss: 1.331983 - generator loss: 0.777312 - 1s
Epoch 46883/50000
discriminator loss: 1.343125 - generator loss: 0.769161 - 1s
Epoch 46884/50000
discriminator loss: 1.331882 - generator loss: 0.778550 - 1s
Epoch 46885/50000
discriminator loss: 1.350622 - generator loss: 0.757304 - 1s
Epoch 46886/50000
discriminator loss: 1.331481 - generator loss: 0.774784 - 1s
Epoch 46887/50000
discriminator loss: 1.336863 - generator loss: 0.773957 - 1s
Epoch 46888/50000
discriminator loss: 1.329196 - generator loss: 0.784549 - 1s
Epoch 46889/50000
discriminator loss: 1.331643 - generator loss: 0.774864 - 1s
Epoch 46890/50000
discriminator loss: 1.334101 - generator loss: 0.775573 - 1s
Epoch 46891/50000
discriminator loss: 1.333861 - generator loss: 0.776896 - 1s
Epoch 46892/50000
discriminator loss: 1.328387 - generator loss: 0.786132 - 1s
Epoch 46893/50000
discriminator loss: 1.328360 - generator loss: 0.776969 - 1s
Epoch 46894/50000
discriminator loss: 1.335898 - generator loss: 0.774785 - 1s
Epoch 46895/50000
discriminator loss: 1.332112 - generator loss: 0.774925 - 1s
Epoch 46896/50000
discriminator loss: 1.334685 - generator loss: 0.771131 - 1s
Epoch 46897/50000
discriminator loss: 1.333082 - generator loss: 0.775435 - 1s
Epoch 46898/50000
discriminator loss: 1.341656 - generator loss: 0.781072 - 1s
Epoch 46899/50000
discriminator loss: 1.341259 - generator loss: 0.765595 - 1s
Epoch 46900/50000
discriminator loss: 1.333624 - generator loss: 0.778996 - 1s
Epoch 46901/50000
discriminator loss: 1.338127 - generator loss: 0.769488 - 1s
Epoch 46902/50000
discriminator loss: 1.329901 - generator loss: 0.783195 - 1s
Epoch 46903/50000
discriminator loss: 1.324768 - generator loss: 0.783203 - 1s
Epoch 46904/50000
discriminator loss: 1.336579 - generator loss: 0.777219 - 1s
Epoch 46905/50000
discriminator loss: 1.325553 - generator loss: 0.781341 - 1s
Epoch 46906/50000
discriminator loss: 1.331358 - generator loss: 0.778247 - 1s
Epoch 46907/50000
discriminator loss: 1.331748 - generator loss: 0.783329 - 1s
Epoch 46908/50000
discriminator loss: 1.340106 - generator loss: 0.763023 - 1s
Epoch 46909/50000
discriminator loss: 1.333733 - generator loss: 0.788357 - 1s
Epoch 46910/50000
discriminator loss: 1.319535 - generator loss: 0.788979 - 1s
Epoch 46911/50000
discriminator loss: 1.341515 - generator loss: 0.771305 - 1s
Epoch 46912/50000
discriminator loss: 1.325669 - generator loss: 0.786711 - 1s
Epoch 46913/50000
discriminator loss: 1.323553 - generator loss: 0.782193 - 1s
Epoch 46914/50000
discriminator loss: 1.337959 - generator loss: 0.769011 - 1s
Epoch 46915/50000
discriminator loss: 1.340822 - generator loss: 0.775295 - 1s
Epoch 46916/50000
discriminator loss: 1.332648 - generator loss: 0.790377 - 1s
Epoch 46917/50000
discriminator loss: 1.331767 - generator loss: 0.770288 - 1s
Epoch 46918/50000
discriminator loss: 1.330142 - generator loss: 0.782907 - 1s
Epoch 46919/50000
discriminator loss: 1.324852 - generator loss: 0.775951 - 1s
Epoch 46920/50000
discriminator loss: 1.335053 - generator loss: 0.784913 - 1s
Epoch 46921/50000
discriminator loss: 1.334725 - generator loss: 0.783543 - 1s
Epoch 46922/50000
discriminator loss: 1.334678 - generator loss: 0.774154 - 1s
Epoch 46923/50000
discriminator loss: 1.337174 - generator loss: 0.767220 - 1s
Epoch 46924/50000
discriminator loss: 1.321568 - generator loss: 0.778070 - 1s
Epoch 46925/50000
discriminator loss: 1.345659 - generator loss: 0.771800 - 1s
Epoch 46926/50000
discriminator loss: 1.333372 - generator loss: 0.794719 - 1s
Epoch 46927/50000
discriminator loss: 1.334144 - generator loss: 0.768981 - 1s
Epoch 46928/50000
discriminator loss: 1.330558 - generator loss: 0.769299 - 1s
Epoch 46929/50000
discriminator loss: 1.331331 - generator loss: 0.777725 - 1s
Epoch 46930/50000
discriminator loss: 1.343896 - generator loss: 0.773106 - 1s
Epoch 46931/50000
discriminator loss: 1.331337 - generator loss: 0.783090 - 1s
Epoch 46932/50000
discriminator loss: 1.343178 - generator loss: 0.767367 - 1s
Epoch 46933/50000
discriminator loss: 1.339645 - generator loss: 0.763414 - 1s
Epoch 46934/50000
discriminator loss: 1.331137 - generator loss: 0.774010 - 1s
Epoch 46935/50000
discriminator loss: 1.343321 - generator loss: 0.776874 - 1s
Epoch 46936/50000
discriminator loss: 1.327086 - generator loss: 0.782261 - 1s
Epoch 46937/50000
discriminator loss: 1.340195 - generator loss: 0.767156 - 1s
Epoch 46938/50000
discriminator loss: 1.318999 - generator loss: 0.779417 - 1s
Epoch 46939/50000
discriminator loss: 1.338179 - generator loss: 0.776498 - 1s
Epoch 46940/50000
discriminator loss: 1.330235 - generator loss: 0.786711 - 1s
Epoch 46941/50000
discriminator loss: 1.346393 - generator loss: 0.769047 - 1s
Epoch 46942/50000
discriminator loss: 1.337632 - generator loss: 0.777450 - 1s
Epoch 46943/50000
discriminator loss: 1.336654 - generator loss: 0.763583 - 1s
Epoch 46944/50000
discriminator loss: 1.339125 - generator loss: 0.779688 - 1s
Epoch 46945/50000
discriminator loss: 1.325129 - generator loss: 0.779776 - 1s
Epoch 46946/50000
discriminator loss: 1.333885 - generator loss: 0.774872 - 1s
Epoch 46947/50000
discriminator loss: 1.336662 - generator loss: 0.777058 - 1s
Epoch 46948/50000
discriminator loss: 1.329176 - generator loss: 0.770584 - 1s
Epoch 46949/50000
discriminator loss: 1.336678 - generator loss: 0.781533 - 1s
Epoch 46950/50000
discriminator loss: 1.334296 - generator loss: 0.774311 - 1s
Epoch 46951/50000
discriminator loss: 1.343974 - generator loss: 0.769681 - 1s
Epoch 46952/50000
discriminator loss: 1.338716 - generator loss: 0.765049 - 1s
Epoch 46953/50000
discriminator loss: 1.328207 - generator loss: 0.781440 - 1s
Epoch 46954/50000
discriminator loss: 1.328175 - generator loss: 0.781199 - 1s
Epoch 46955/50000
discriminator loss: 1.340191 - generator loss: 0.771770 - 1s
Epoch 46956/50000
discriminator loss: 1.341423 - generator loss: 0.761075 - 1s
Epoch 46957/50000
discriminator loss: 1.331928 - generator loss: 0.784514 - 1s
Epoch 46958/50000
discriminator loss: 1.332338 - generator loss: 0.769288 - 1s
Epoch 46959/50000
discriminator loss: 1.325810 - generator loss: 0.782477 - 1s
Epoch 46960/50000
discriminator loss: 1.326991 - generator loss: 0.779760 - 1s
Epoch 46961/50000
discriminator loss: 1.323224 - generator loss: 0.779929 - 1s
Epoch 46962/50000
discriminator loss: 1.332516 - generator loss: 0.765949 - 1s
Epoch 46963/50000
discriminator loss: 1.334879 - generator loss: 0.779611 - 1s
Epoch 46964/50000
discriminator loss: 1.332963 - generator loss: 0.771214 - 1s
Epoch 46965/50000
discriminator loss: 1.340349 - generator loss: 0.773121 - 1s
Epoch 46966/50000
discriminator loss: 1.333877 - generator loss: 0.777782 - 1s
Epoch 46967/50000
discriminator loss: 1.335823 - generator loss: 0.771944 - 1s
Epoch 46968/50000
discriminator loss: 1.339916 - generator loss: 0.782156 - 1s
Epoch 46969/50000
discriminator loss: 1.336986 - generator loss: 0.763764 - 1s
Epoch 46970/50000
discriminator loss: 1.340582 - generator loss: 0.775236 - 1s
Epoch 46971/50000
discriminator loss: 1.344682 - generator loss: 0.771674 - 1s
Epoch 46972/50000
discriminator loss: 1.348447 - generator loss: 0.763343 - 1s
Epoch 46973/50000
discriminator loss: 1.330178 - generator loss: 0.774702 - 1s
Epoch 46974/50000
discriminator loss: 1.328834 - generator loss: 0.783962 - 1s
Epoch 46975/50000
discriminator loss: 1.323300 - generator loss: 0.778979 - 1s
Epoch 46976/50000
discriminator loss: 1.332234 - generator loss: 0.775556 - 1s
Epoch 46977/50000
discriminator loss: 1.336020 - generator loss: 0.775332 - 1s
Epoch 46978/50000
discriminator loss: 1.337081 - generator loss: 0.773281 - 1s
Epoch 46979/50000
discriminator loss: 1.343901 - generator loss: 0.764068 - 1s
Epoch 46980/50000
discriminator loss: 1.327816 - generator loss: 0.779116 - 1s
Epoch 46981/50000
discriminator loss: 1.334724 - generator loss: 0.776999 - 1s
Epoch 46982/50000
discriminator loss: 1.338075 - generator loss: 0.773883 - 1s
Epoch 46983/50000
discriminator loss: 1.333820 - generator loss: 0.769492 - 1s
Epoch 46984/50000
discriminator loss: 1.328005 - generator loss: 0.783886 - 1s
Epoch 46985/50000
discriminator loss: 1.309376 - generator loss: 0.789893 - 1s
Epoch 46986/50000
discriminator loss: 1.319567 - generator loss: 0.789144 - 1s
Epoch 46987/50000
discriminator loss: 1.331232 - generator loss: 0.779497 - 1s
Epoch 46988/50000
discriminator loss: 1.336903 - generator loss: 0.766074 - 1s
Epoch 46989/50000
discriminator loss: 1.329178 - generator loss: 0.774011 - 1s
Epoch 46990/50000
discriminator loss: 1.335676 - generator loss: 0.774513 - 1s
Epoch 46991/50000
discriminator loss: 1.329220 - generator loss: 0.775273 - 1s
Epoch 46992/50000
discriminator loss: 1.335124 - generator loss: 0.768386 - 1s
Epoch 46993/50000
discriminator loss: 1.330357 - generator loss: 0.783276 - 1s
Epoch 46994/50000
discriminator loss: 1.341955 - generator loss: 0.762746 - 1s
Epoch 46995/50000
discriminator loss: 1.332931 - generator loss: 0.775274 - 1s
Epoch 46996/50000
discriminator loss: 1.326770 - generator loss: 0.774977 - 1s
Epoch 46997/50000
discriminator loss: 1.336632 - generator loss: 0.777092 - 1s
Epoch 46998/50000
discriminator loss: 1.338928 - generator loss: 0.773863 - 1s
Epoch 46999/50000
discriminator loss: 1.333180 - generator loss: 0.771997 - 1s
Epoch 47000/50000
discriminator loss: 1.342469 - generator loss: 0.772137 - 1s
Epoch 47001/50000
discriminator loss: 1.336509 - generator loss: 0.776016 - 1s

Loss: 

Epoch 47002/50000
discriminator loss: 1.337532 - generator loss: 0.769584 - 1s
Epoch 47003/50000
discriminator loss: 1.336799 - generator loss: 0.773778 - 1s
Epoch 47004/50000
discriminator loss: 1.334851 - generator loss: 0.777915 - 1s
Epoch 47005/50000
discriminator loss: 1.343418 - generator loss: 0.764060 - 1s
Epoch 47006/50000
discriminator loss: 1.336295 - generator loss: 0.776972 - 1s
Epoch 47007/50000
discriminator loss: 1.336692 - generator loss: 0.777190 - 1s
Epoch 47008/50000
discriminator loss: 1.330410 - generator loss: 0.772413 - 1s
Epoch 47009/50000
discriminator loss: 1.330233 - generator loss: 0.790633 - 1s
Epoch 47010/50000
discriminator loss: 1.334808 - generator loss: 0.769726 - 1s
Epoch 47011/50000
discriminator loss: 1.330116 - generator loss: 0.778756 - 1s
Epoch 47012/50000
discriminator loss: 1.337329 - generator loss: 0.770655 - 1s
Epoch 47013/50000
discriminator loss: 1.345441 - generator loss: 0.771721 - 1s
Epoch 47014/50000
discriminator loss: 1.333682 - generator loss: 0.766651 - 1s
Epoch 47015/50000
discriminator loss: 1.340195 - generator loss: 0.766898 - 1s
Epoch 47016/50000
discriminator loss: 1.336746 - generator loss: 0.772174 - 1s
Epoch 47017/50000
discriminator loss: 1.330857 - generator loss: 0.768975 - 1s
Epoch 47018/50000
discriminator loss: 1.336168 - generator loss: 0.780262 - 1s
Epoch 47019/50000
discriminator loss: 1.332494 - generator loss: 0.783153 - 1s
Epoch 47020/50000
discriminator loss: 1.337414 - generator loss: 0.769525 - 1s
Epoch 47021/50000
discriminator loss: 1.341352 - generator loss: 0.768715 - 1s
Epoch 47022/50000
discriminator loss: 1.334918 - generator loss: 0.781216 - 1s
Epoch 47023/50000
discriminator loss: 1.339749 - generator loss: 0.767751 - 1s
Epoch 47024/50000
discriminator loss: 1.331052 - generator loss: 0.773280 - 1s
Epoch 47025/50000
discriminator loss: 1.326019 - generator loss: 0.780105 - 1s
Epoch 47026/50000
discriminator loss: 1.324710 - generator loss: 0.782779 - 1s
Epoch 47027/50000
discriminator loss: 1.338610 - generator loss: 0.769254 - 1s
Epoch 47028/50000
discriminator loss: 1.334045 - generator loss: 0.774668 - 1s
Epoch 47029/50000
discriminator loss: 1.333608 - generator loss: 0.781536 - 1s
Epoch 47030/50000
discriminator loss: 1.319900 - generator loss: 0.784043 - 1s
Epoch 47031/50000
discriminator loss: 1.335803 - generator loss: 0.762577 - 1s
Epoch 47032/50000
discriminator loss: 1.333791 - generator loss: 0.774779 - 1s
Epoch 47033/50000
discriminator loss: 1.331607 - generator loss: 0.780661 - 1s
Epoch 47034/50000
discriminator loss: 1.339169 - generator loss: 0.777954 - 1s
Epoch 47035/50000
discriminator loss: 1.337008 - generator loss: 0.770846 - 1s
Epoch 47036/50000
discriminator loss: 1.326507 - generator loss: 0.786297 - 1s
Epoch 47037/50000
discriminator loss: 1.329388 - generator loss: 0.772182 - 1s
Epoch 47038/50000
discriminator loss: 1.337020 - generator loss: 0.770037 - 1s
Epoch 47039/50000
discriminator loss: 1.325979 - generator loss: 0.777850 - 1s
Epoch 47040/50000
discriminator loss: 1.325533 - generator loss: 0.784621 - 1s
Epoch 47041/50000
discriminator loss: 1.344690 - generator loss: 0.765590 - 1s
Epoch 47042/50000
discriminator loss: 1.326113 - generator loss: 0.782086 - 1s
Epoch 47043/50000
discriminator loss: 1.336896 - generator loss: 0.782566 - 1s
Epoch 47044/50000
discriminator loss: 1.337002 - generator loss: 0.769080 - 1s
Epoch 47045/50000
discriminator loss: 1.342135 - generator loss: 0.766555 - 1s
Epoch 47046/50000
discriminator loss: 1.327264 - generator loss: 0.776804 - 1s
Epoch 47047/50000
discriminator loss: 1.341522 - generator loss: 0.772382 - 1s
Epoch 47048/50000
discriminator loss: 1.312529 - generator loss: 0.792252 - 1s
Epoch 47049/50000
discriminator loss: 1.321454 - generator loss: 0.783108 - 1s
Epoch 47050/50000
discriminator loss: 1.338608 - generator loss: 0.775793 - 1s
Epoch 47051/50000
discriminator loss: 1.330148 - generator loss: 0.772545 - 1s
Epoch 47052/50000
discriminator loss: 1.343859 - generator loss: 0.774812 - 1s
Epoch 47053/50000
discriminator loss: 1.337493 - generator loss: 0.776977 - 1s
Epoch 47054/50000
discriminator loss: 1.342836 - generator loss: 0.769099 - 1s
Epoch 47055/50000
discriminator loss: 1.329868 - generator loss: 0.771765 - 1s
Epoch 47056/50000
discriminator loss: 1.333572 - generator loss: 0.770960 - 1s
Epoch 47057/50000
discriminator loss: 1.323452 - generator loss: 0.787349 - 1s
Epoch 47058/50000
discriminator loss: 1.334794 - generator loss: 0.776891 - 1s
Epoch 47059/50000
discriminator loss: 1.346696 - generator loss: 0.767612 - 1s
Epoch 47060/50000
discriminator loss: 1.340003 - generator loss: 0.774740 - 1s
Epoch 47061/50000
discriminator loss: 1.351197 - generator loss: 0.757479 - 1s
Epoch 47062/50000
discriminator loss: 1.339426 - generator loss: 0.770761 - 1s
Epoch 47063/50000
discriminator loss: 1.329711 - generator loss: 0.783064 - 1s
Epoch 47064/50000
discriminator loss: 1.338780 - generator loss: 0.772246 - 1s
Epoch 47065/50000
discriminator loss: 1.330069 - generator loss: 0.772653 - 1s
Epoch 47066/50000
discriminator loss: 1.337695 - generator loss: 0.775591 - 1s
Epoch 47067/50000
discriminator loss: 1.330054 - generator loss: 0.783405 - 1s
Epoch 47068/50000
discriminator loss: 1.326651 - generator loss: 0.778125 - 1s
Epoch 47069/50000
discriminator loss: 1.329955 - generator loss: 0.775382 - 1s
Epoch 47070/50000
discriminator loss: 1.341503 - generator loss: 0.775753 - 1s
Epoch 47071/50000
discriminator loss: 1.340118 - generator loss: 0.762477 - 1s
Epoch 47072/50000
discriminator loss: 1.333833 - generator loss: 0.776875 - 1s
Epoch 47073/50000
discriminator loss: 1.339872 - generator loss: 0.779067 - 1s
Epoch 47074/50000
discriminator loss: 1.334846 - generator loss: 0.769548 - 1s
Epoch 47075/50000
discriminator loss: 1.339461 - generator loss: 0.772026 - 1s
Epoch 47076/50000
discriminator loss: 1.337103 - generator loss: 0.773650 - 1s
Epoch 47077/50000
discriminator loss: 1.331864 - generator loss: 0.774320 - 1s
Epoch 47078/50000
discriminator loss: 1.339416 - generator loss: 0.770704 - 1s
Epoch 47079/50000
discriminator loss: 1.337019 - generator loss: 0.771549 - 1s
Epoch 47080/50000
discriminator loss: 1.325325 - generator loss: 0.775169 - 1s
Epoch 47081/50000
discriminator loss: 1.339300 - generator loss: 0.779546 - 1s
Epoch 47082/50000
discriminator loss: 1.330915 - generator loss: 0.773944 - 1s
Epoch 47083/50000
discriminator loss: 1.336894 - generator loss: 0.774258 - 1s
Epoch 47084/50000
discriminator loss: 1.346980 - generator loss: 0.766772 - 1s
Epoch 47085/50000
discriminator loss: 1.335996 - generator loss: 0.766706 - 1s
Epoch 47086/50000
discriminator loss: 1.334504 - generator loss: 0.781812 - 1s
Epoch 47087/50000
discriminator loss: 1.332071 - generator loss: 0.782220 - 1s
Epoch 47088/50000
discriminator loss: 1.327628 - generator loss: 0.778384 - 1s
Epoch 47089/50000
discriminator loss: 1.329437 - generator loss: 0.774396 - 1s
Epoch 47090/50000
discriminator loss: 1.332780 - generator loss: 0.777113 - 1s
Epoch 47091/50000
discriminator loss: 1.335603 - generator loss: 0.773188 - 1s
Epoch 47092/50000
discriminator loss: 1.334549 - generator loss: 0.773519 - 1s
Epoch 47093/50000
discriminator loss: 1.331331 - generator loss: 0.766106 - 1s
Epoch 47094/50000
discriminator loss: 1.333880 - generator loss: 0.780380 - 1s
Epoch 47095/50000
discriminator loss: 1.339137 - generator loss: 0.775743 - 1s
Epoch 47096/50000
discriminator loss: 1.337397 - generator loss: 0.777121 - 1s
Epoch 47097/50000
discriminator loss: 1.329444 - generator loss: 0.784253 - 1s
Epoch 47098/50000
discriminator loss: 1.339509 - generator loss: 0.772645 - 1s
Epoch 47099/50000
discriminator loss: 1.337937 - generator loss: 0.767531 - 1s
Epoch 47100/50000
discriminator loss: 1.337796 - generator loss: 0.776131 - 1s
Epoch 47101/50000
discriminator loss: 1.333875 - generator loss: 0.776773 - 1s
Epoch 47102/50000
discriminator loss: 1.334413 - generator loss: 0.773784 - 1s
Epoch 47103/50000
discriminator loss: 1.336036 - generator loss: 0.770551 - 1s
Epoch 47104/50000
discriminator loss: 1.329844 - generator loss: 0.783923 - 1s
Epoch 47105/50000
discriminator loss: 1.342065 - generator loss: 0.774051 - 1s
Epoch 47106/50000
discriminator loss: 1.332371 - generator loss: 0.783156 - 1s
Epoch 47107/50000
discriminator loss: 1.338065 - generator loss: 0.772623 - 1s
Epoch 47108/50000
discriminator loss: 1.331258 - generator loss: 0.769556 - 1s
Epoch 47109/50000
discriminator loss: 1.344423 - generator loss: 0.766079 - 1s
Epoch 47110/50000
discriminator loss: 1.345288 - generator loss: 0.771520 - 1s
Epoch 47111/50000
discriminator loss: 1.322444 - generator loss: 0.789684 - 1s
Epoch 47112/50000
discriminator loss: 1.329599 - generator loss: 0.771229 - 1s
Epoch 47113/50000
discriminator loss: 1.330980 - generator loss: 0.769625 - 1s
Epoch 47114/50000
discriminator loss: 1.346794 - generator loss: 0.772514 - 1s
Epoch 47115/50000
discriminator loss: 1.333239 - generator loss: 0.781463 - 1s
Epoch 47116/50000
discriminator loss: 1.334800 - generator loss: 0.770238 - 1s
Epoch 47117/50000
discriminator loss: 1.326933 - generator loss: 0.779396 - 1s
Epoch 47118/50000
discriminator loss: 1.326251 - generator loss: 0.780538 - 1s
Epoch 47119/50000
discriminator loss: 1.330968 - generator loss: 0.780318 - 1s
Epoch 47120/50000
discriminator loss: 1.316827 - generator loss: 0.790966 - 1s
Epoch 47121/50000
discriminator loss: 1.342956 - generator loss: 0.773898 - 1s
Epoch 47122/50000
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Epoch 47123/50000
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Epoch 47124/50000
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Epoch 47125/50000
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Epoch 47126/50000
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Epoch 47127/50000
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Epoch 47128/50000
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Epoch 47129/50000
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Epoch 47130/50000
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Epoch 47131/50000
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Epoch 47132/50000
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Epoch 47133/50000
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Epoch 47134/50000
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Epoch 47135/50000
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Epoch 47136/50000
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Epoch 47137/50000
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Epoch 47138/50000
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Epoch 47139/50000
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Epoch 47140/50000
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Epoch 47141/50000
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Epoch 47142/50000
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Epoch 47143/50000
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Epoch 47144/50000
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Epoch 47145/50000
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Epoch 47146/50000
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Epoch 47147/50000
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Epoch 47148/50000
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Epoch 47149/50000
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Epoch 47150/50000
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Epoch 47151/50000
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Epoch 47152/50000
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Epoch 47153/50000
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Epoch 47154/50000
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Epoch 47155/50000
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Epoch 47156/50000
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Epoch 47157/50000
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Epoch 47158/50000
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Epoch 47159/50000
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Epoch 47160/50000
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Epoch 47161/50000
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Epoch 47162/50000
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Epoch 47163/50000
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Epoch 47164/50000
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Epoch 47165/50000
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Epoch 47166/50000
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Epoch 47167/50000
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Epoch 47168/50000
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Epoch 47169/50000
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Epoch 47170/50000
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Epoch 47171/50000
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Epoch 47172/50000
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Epoch 47173/50000
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Epoch 47174/50000
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Epoch 47175/50000
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Epoch 47176/50000
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Epoch 47177/50000
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Epoch 47178/50000
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Epoch 47179/50000
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Epoch 47180/50000
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Epoch 47181/50000
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Epoch 47182/50000
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Epoch 47183/50000
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Epoch 47184/50000
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Epoch 47185/50000
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Epoch 47186/50000
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Epoch 47187/50000
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Epoch 47188/50000
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Epoch 47189/50000
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Epoch 47190/50000
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Epoch 47191/50000
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Epoch 47192/50000
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Epoch 47193/50000
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Epoch 47194/50000
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Epoch 47195/50000
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Epoch 47196/50000
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Epoch 47197/50000
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Epoch 47198/50000
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Epoch 47199/50000
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Epoch 47200/50000
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Epoch 47201/50000
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Epoch 47202/50000
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Epoch 47203/50000
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Epoch 47204/50000
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Epoch 47205/50000
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Epoch 47206/50000
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Epoch 47207/50000
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Epoch 47208/50000
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Epoch 47209/50000
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Epoch 47210/50000
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Epoch 47211/50000
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Epoch 47212/50000
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Epoch 47213/50000
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Epoch 47214/50000
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Epoch 47215/50000
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Epoch 47216/50000
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Epoch 47217/50000
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Epoch 47218/50000
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Epoch 47219/50000
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Epoch 47220/50000
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Epoch 47221/50000
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Epoch 47222/50000
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Epoch 47223/50000
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Epoch 47224/50000
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Epoch 47225/50000
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Epoch 47226/50000
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Epoch 47227/50000
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Epoch 47228/50000
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Epoch 47229/50000
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Epoch 47230/50000
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Epoch 47231/50000
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Epoch 47232/50000
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Epoch 47233/50000
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Epoch 47234/50000
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Epoch 47235/50000
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Epoch 47236/50000
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Epoch 47237/50000
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Epoch 47238/50000
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Epoch 47239/50000
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Epoch 47240/50000
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Epoch 47241/50000
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Epoch 47242/50000
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Epoch 47243/50000
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Epoch 47244/50000
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Epoch 47245/50000
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Epoch 47246/50000
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Epoch 47247/50000
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Epoch 47248/50000
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Epoch 47249/50000
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Epoch 47250/50000
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Epoch 47251/50000
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Epoch 47252/50000
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Epoch 47253/50000
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Epoch 47254/50000
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Epoch 47255/50000
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Epoch 47256/50000
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Epoch 47257/50000
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Epoch 47258/50000
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Epoch 47259/50000
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Epoch 47260/50000
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Epoch 47261/50000
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Epoch 47262/50000
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Epoch 47263/50000
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Epoch 47264/50000
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Epoch 47265/50000
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Epoch 47266/50000
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Epoch 47267/50000
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Epoch 47268/50000
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Epoch 47269/50000
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Epoch 47270/50000
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Epoch 47271/50000
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Epoch 47272/50000
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Epoch 47273/50000
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Epoch 47274/50000
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Epoch 47275/50000
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Epoch 47276/50000
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Epoch 47277/50000
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Epoch 47278/50000
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Epoch 47279/50000
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Epoch 47280/50000
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Epoch 47281/50000
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Epoch 47282/50000
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Epoch 47283/50000
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Epoch 47284/50000
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Epoch 47285/50000
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Epoch 47286/50000
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Epoch 47287/50000
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Epoch 47288/50000
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Epoch 47289/50000
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Epoch 47290/50000
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Epoch 47291/50000
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Epoch 47292/50000
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Epoch 47293/50000
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Epoch 47294/50000
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Epoch 47295/50000
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Epoch 47296/50000
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Epoch 47297/50000
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Epoch 47298/50000
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Epoch 47299/50000
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Epoch 47300/50000
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Epoch 47301/50000
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Epoch 47302/50000
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Epoch 47303/50000
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Epoch 47304/50000
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Epoch 47305/50000
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Epoch 47306/50000
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Epoch 47307/50000
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Epoch 47308/50000
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Epoch 47309/50000
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Epoch 47310/50000
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Epoch 47311/50000
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Epoch 47312/50000
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Epoch 47313/50000
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Epoch 47314/50000
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Epoch 47315/50000
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Epoch 47316/50000
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Epoch 47317/50000
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Epoch 47318/50000
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Epoch 47319/50000
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Epoch 47320/50000
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Epoch 47321/50000
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Epoch 47322/50000
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Epoch 47323/50000
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Epoch 47324/50000
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Epoch 47325/50000
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Epoch 47326/50000
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Epoch 47327/50000
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Epoch 47328/50000
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Epoch 47329/50000
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Epoch 47330/50000
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Epoch 47331/50000
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Epoch 47332/50000
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Epoch 47333/50000
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Epoch 47334/50000
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Epoch 47335/50000
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Epoch 47336/50000
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Epoch 47337/50000
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Epoch 47338/50000
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Epoch 47339/50000
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Epoch 47340/50000
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Epoch 47341/50000
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Epoch 47342/50000
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Epoch 47343/50000
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Epoch 47344/50000
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Epoch 47345/50000
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Epoch 47346/50000
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Epoch 47347/50000
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Epoch 47348/50000
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Epoch 47349/50000
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Epoch 47350/50000
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Epoch 47351/50000
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Epoch 47352/50000
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Epoch 47353/50000
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Epoch 47354/50000
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Epoch 47355/50000
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Epoch 47356/50000
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Epoch 47357/50000
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Epoch 47358/50000
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Epoch 47359/50000
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Epoch 47360/50000
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Epoch 47361/50000
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Epoch 47362/50000
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Epoch 47363/50000
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Epoch 47364/50000
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Epoch 47365/50000
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Epoch 47366/50000
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Epoch 47367/50000
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Epoch 47368/50000
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Epoch 47369/50000
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Epoch 47370/50000
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Epoch 47371/50000
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Epoch 47372/50000
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Epoch 47373/50000
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Epoch 47374/50000
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Epoch 47375/50000
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Epoch 47376/50000
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Epoch 47377/50000
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Epoch 47378/50000
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Epoch 47379/50000
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Epoch 47380/50000
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Epoch 47381/50000
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Epoch 47382/50000
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Epoch 47383/50000
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Epoch 47384/50000
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Epoch 47385/50000
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Epoch 47386/50000
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Epoch 47387/50000
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Epoch 47388/50000
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Epoch 47389/50000
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Epoch 47390/50000
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Epoch 47391/50000
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Epoch 47392/50000
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Epoch 47393/50000
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Epoch 47394/50000
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Epoch 47395/50000
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Epoch 47396/50000
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Epoch 47397/50000
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Epoch 47398/50000
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Epoch 47399/50000
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Epoch 47400/50000
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Epoch 47401/50000
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Epoch 47402/50000
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Epoch 47403/50000
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Epoch 47404/50000
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Epoch 47405/50000
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Epoch 47406/50000
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Epoch 47407/50000
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Epoch 47408/50000
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Epoch 47409/50000
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Epoch 47410/50000
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Epoch 47411/50000
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Epoch 47412/50000
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Epoch 47413/50000
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Epoch 47414/50000
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Epoch 47415/50000
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Epoch 47416/50000
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Epoch 47417/50000
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Epoch 47418/50000
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Epoch 47419/50000
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Epoch 47420/50000
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Epoch 47421/50000
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Epoch 47422/50000
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Epoch 47423/50000
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Epoch 47424/50000
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Epoch 47425/50000
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Epoch 47426/50000
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Epoch 47427/50000
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Epoch 47428/50000
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Epoch 47429/50000
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Epoch 47430/50000
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Epoch 47431/50000
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Epoch 47432/50000
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Epoch 47433/50000
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Epoch 47434/50000
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Epoch 47435/50000
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Epoch 47436/50000
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Epoch 47437/50000
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Epoch 47438/50000
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Epoch 47439/50000
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Epoch 47440/50000
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Epoch 47441/50000
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Epoch 47442/50000
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Epoch 47443/50000
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Epoch 47444/50000
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Epoch 47445/50000
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Epoch 47446/50000
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Epoch 47447/50000
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Epoch 47448/50000
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Epoch 47449/50000
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Epoch 47450/50000
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Epoch 47451/50000
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Epoch 47452/50000
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Epoch 47453/50000
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Epoch 47454/50000
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Epoch 47455/50000
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Epoch 47456/50000
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Epoch 47457/50000
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Epoch 47458/50000
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Epoch 47459/50000
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Epoch 47460/50000
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Epoch 47461/50000
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Epoch 47462/50000
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Epoch 47463/50000
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Epoch 47464/50000
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Epoch 47465/50000
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Epoch 47466/50000
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Epoch 47467/50000
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Epoch 47468/50000
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Epoch 47469/50000
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Epoch 47470/50000
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Epoch 47471/50000
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Epoch 47472/50000
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Epoch 47473/50000
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Epoch 47474/50000
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Epoch 47475/50000
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Epoch 47476/50000
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Epoch 47477/50000
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Epoch 47478/50000
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Epoch 47479/50000
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Epoch 47480/50000
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Epoch 47481/50000
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Epoch 47482/50000
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Epoch 47483/50000
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Epoch 47484/50000
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Epoch 47485/50000
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Epoch 47486/50000
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Epoch 47487/50000
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Epoch 47488/50000
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Epoch 47489/50000
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Epoch 47490/50000
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Epoch 47491/50000
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Epoch 47492/50000
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Epoch 47493/50000
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Epoch 47494/50000
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Epoch 47495/50000
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Epoch 47496/50000
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Epoch 47497/50000
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Epoch 47498/50000
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Epoch 47499/50000
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Epoch 47500/50000
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Epoch 47501/50000
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Epoch 47502/50000
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Epoch 47503/50000
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Epoch 47504/50000
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Epoch 47505/50000
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Epoch 47506/50000
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Epoch 47507/50000
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Epoch 47508/50000
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Epoch 47509/50000
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Epoch 47510/50000
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Epoch 47511/50000
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Epoch 47512/50000
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Epoch 47513/50000
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Epoch 47514/50000
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Epoch 47515/50000
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Epoch 47516/50000
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Epoch 47517/50000
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Epoch 47518/50000
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Epoch 47519/50000
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Epoch 47520/50000
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Epoch 47521/50000
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Epoch 47522/50000
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Epoch 47523/50000
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Epoch 47524/50000
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Epoch 47525/50000
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Epoch 47526/50000
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Epoch 47527/50000
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Epoch 47528/50000
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Epoch 47529/50000
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Epoch 47530/50000
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Epoch 47531/50000
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Epoch 47532/50000
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Epoch 47533/50000
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Epoch 47534/50000
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Epoch 47535/50000
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Epoch 47536/50000
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Epoch 47537/50000
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Epoch 47538/50000
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Epoch 47539/50000
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Epoch 47540/50000
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Epoch 47541/50000
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Epoch 47542/50000
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Epoch 47543/50000
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Epoch 47544/50000
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Epoch 47545/50000
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Epoch 47546/50000
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Epoch 47547/50000
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Epoch 47548/50000
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Epoch 47549/50000
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Epoch 47550/50000
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Epoch 47551/50000
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Epoch 47552/50000
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Epoch 47553/50000
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Epoch 47554/50000
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Epoch 47555/50000
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Epoch 47556/50000
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Epoch 47557/50000
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Epoch 47558/50000
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Epoch 47559/50000
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Epoch 47560/50000
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Epoch 47561/50000
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Epoch 47562/50000
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Epoch 47563/50000
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Epoch 47564/50000
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Epoch 47565/50000
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Epoch 47566/50000
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Epoch 47567/50000
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Epoch 47568/50000
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Epoch 47569/50000
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Epoch 47570/50000
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Epoch 47571/50000
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Epoch 47572/50000
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Epoch 47573/50000
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Epoch 47574/50000
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Epoch 47575/50000
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Epoch 47576/50000
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Epoch 47577/50000
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Epoch 47578/50000
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Epoch 47579/50000
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Epoch 47580/50000
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Epoch 47581/50000
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Epoch 47582/50000
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Epoch 47583/50000
discriminator loss: 1.327457 - generator loss: 0.774513 - 1s
Epoch 47584/50000
discriminator loss: 1.339535 - generator loss: 0.768802 - 1s
Epoch 47585/50000
discriminator loss: 1.341736 - generator loss: 0.767759 - 1s
Epoch 47586/50000
discriminator loss: 1.331736 - generator loss: 0.775734 - 1s
Epoch 47587/50000
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Epoch 47588/50000
discriminator loss: 1.335599 - generator loss: 0.779319 - 1s
Epoch 47589/50000
discriminator loss: 1.328535 - generator loss: 0.782907 - 1s
Epoch 47590/50000
discriminator loss: 1.331495 - generator loss: 0.774980 - 1s
Epoch 47591/50000
discriminator loss: 1.328413 - generator loss: 0.775715 - 1s
Epoch 47592/50000
discriminator loss: 1.315206 - generator loss: 0.794642 - 1s
Epoch 47593/50000
discriminator loss: 1.323911 - generator loss: 0.775334 - 1s
Epoch 47594/50000
discriminator loss: 1.328936 - generator loss: 0.779580 - 1s
Epoch 47595/50000
discriminator loss: 1.338263 - generator loss: 0.779267 - 1s
Epoch 47596/50000
discriminator loss: 1.335985 - generator loss: 0.765786 - 1s
Epoch 47597/50000
discriminator loss: 1.338122 - generator loss: 0.771422 - 1s
Epoch 47598/50000
discriminator loss: 1.335555 - generator loss: 0.778459 - 1s
Epoch 47599/50000
discriminator loss: 1.328999 - generator loss: 0.782848 - 1s
Epoch 47600/50000
discriminator loss: 1.332332 - generator loss: 0.776319 - 1s
Epoch 47601/50000
discriminator loss: 1.333761 - generator loss: 0.774136 - 1s
Epoch 47602/50000
discriminator loss: 1.338956 - generator loss: 0.775541 - 1s
Epoch 47603/50000
discriminator loss: 1.333489 - generator loss: 0.775632 - 1s
Epoch 47604/50000
discriminator loss: 1.338229 - generator loss: 0.778016 - 1s
Epoch 47605/50000
discriminator loss: 1.333951 - generator loss: 0.779381 - 1s
Epoch 47606/50000
discriminator loss: 1.340888 - generator loss: 0.762597 - 1s
Epoch 47607/50000
discriminator loss: 1.345392 - generator loss: 0.773732 - 1s
Epoch 47608/50000
discriminator loss: 1.320332 - generator loss: 0.780316 - 1s
Epoch 47609/50000
discriminator loss: 1.334576 - generator loss: 0.773984 - 1s
Epoch 47610/50000
discriminator loss: 1.326869 - generator loss: 0.781500 - 1s
Epoch 47611/50000
discriminator loss: 1.316244 - generator loss: 0.788760 - 1s
Epoch 47612/50000
discriminator loss: 1.332368 - generator loss: 0.784396 - 1s
Epoch 47613/50000
discriminator loss: 1.328384 - generator loss: 0.778104 - 1s
Epoch 47614/50000
discriminator loss: 1.331424 - generator loss: 0.774158 - 1s
Epoch 47615/50000
discriminator loss: 1.323828 - generator loss: 0.787934 - 1s
Epoch 47616/50000
discriminator loss: 1.335058 - generator loss: 0.779256 - 1s
Epoch 47617/50000
discriminator loss: 1.346935 - generator loss: 0.769525 - 1s
Epoch 47618/50000
discriminator loss: 1.323044 - generator loss: 0.781829 - 1s
Epoch 47619/50000
discriminator loss: 1.330701 - generator loss: 0.773457 - 1s
Epoch 47620/50000
discriminator loss: 1.338755 - generator loss: 0.773125 - 1s
Epoch 47621/50000
discriminator loss: 1.333204 - generator loss: 0.783710 - 1s
Epoch 47622/50000
discriminator loss: 1.327621 - generator loss: 0.781665 - 1s
Epoch 47623/50000
discriminator loss: 1.329765 - generator loss: 0.779078 - 1s
Epoch 47624/50000
discriminator loss: 1.340526 - generator loss: 0.772873 - 1s
Epoch 47625/50000
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Epoch 47626/50000
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Epoch 47627/50000
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Epoch 47628/50000
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Epoch 47629/50000
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Epoch 47630/50000
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Epoch 47631/50000
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Epoch 47632/50000
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Epoch 47633/50000
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Epoch 47634/50000
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Epoch 47635/50000
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Epoch 47636/50000
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Epoch 47637/50000
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Epoch 47638/50000
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Epoch 47639/50000
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Epoch 47640/50000
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Epoch 47641/50000
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Epoch 47642/50000
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Epoch 47643/50000
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Epoch 47644/50000
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Epoch 47645/50000
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Epoch 47646/50000
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Epoch 47647/50000
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Epoch 47648/50000
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Epoch 47649/50000
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Epoch 47650/50000
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Epoch 47651/50000
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Epoch 47652/50000
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Epoch 47653/50000
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Epoch 47654/50000
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Epoch 47655/50000
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Epoch 47656/50000
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Epoch 47657/50000
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Epoch 47658/50000
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Epoch 47659/50000
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Epoch 47660/50000
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Epoch 47661/50000
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Epoch 47662/50000
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Epoch 47663/50000
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Epoch 47664/50000
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Epoch 47665/50000
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Epoch 47666/50000
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Epoch 47667/50000
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Epoch 47668/50000
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Epoch 47669/50000
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Epoch 47670/50000
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Epoch 47671/50000
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Epoch 47672/50000
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Epoch 47673/50000
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Epoch 47674/50000
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Epoch 47675/50000
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Epoch 47676/50000
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Epoch 47677/50000
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Epoch 47678/50000
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Epoch 47679/50000
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Epoch 47680/50000
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Epoch 47681/50000
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Epoch 47682/50000
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Epoch 47683/50000
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Epoch 47684/50000
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Epoch 47685/50000
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Epoch 47686/50000
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Epoch 47687/50000
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Epoch 47688/50000
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Epoch 47689/50000
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Epoch 47690/50000
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Epoch 47691/50000
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Epoch 47692/50000
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Epoch 47693/50000
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Epoch 47694/50000
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Epoch 47695/50000
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Epoch 47696/50000
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Epoch 47697/50000
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Epoch 47698/50000
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Epoch 47699/50000
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Epoch 47700/50000
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Epoch 47701/50000
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Epoch 47702/50000
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Epoch 47703/50000
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Epoch 47704/50000
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Epoch 47705/50000
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Epoch 47706/50000
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Epoch 47707/50000
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Epoch 47708/50000
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Epoch 47709/50000
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Epoch 47710/50000
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Epoch 47711/50000
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Epoch 47712/50000
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Epoch 47713/50000
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Epoch 47714/50000
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Epoch 47715/50000
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Epoch 47716/50000
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Epoch 47717/50000
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Epoch 47718/50000
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Epoch 47719/50000
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Epoch 47720/50000
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Epoch 47721/50000
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Epoch 47722/50000
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Epoch 47723/50000
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Epoch 47724/50000
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Epoch 47725/50000
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Epoch 47726/50000
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Epoch 47727/50000
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Epoch 47728/50000
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Epoch 47729/50000
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Epoch 47730/50000
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Epoch 47731/50000
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Epoch 47732/50000
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Epoch 47733/50000
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Epoch 47734/50000
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Epoch 47735/50000
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Epoch 47736/50000
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Epoch 47737/50000
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Epoch 47738/50000
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Epoch 47739/50000
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Epoch 47740/50000
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Epoch 47741/50000
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Epoch 47742/50000
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Epoch 47743/50000
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Epoch 47744/50000
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Epoch 47745/50000
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Epoch 47746/50000
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Epoch 47747/50000
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Epoch 47748/50000
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Epoch 47749/50000
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Epoch 47750/50000
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Epoch 47751/50000
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Epoch 47752/50000
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Epoch 47753/50000
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Epoch 47754/50000
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Epoch 47755/50000
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Epoch 47756/50000
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Epoch 47757/50000
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Epoch 47758/50000
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Epoch 47759/50000
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Epoch 47760/50000
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Epoch 47761/50000
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Epoch 47762/50000
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Epoch 47763/50000
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Epoch 47764/50000
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Epoch 47765/50000
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Epoch 47766/50000
discriminator loss: 1.333385 - generator loss: 0.780348 - 1s
Epoch 47767/50000
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Epoch 47768/50000
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Epoch 47769/50000
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Epoch 47770/50000
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Epoch 47771/50000
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Epoch 47772/50000
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Epoch 47773/50000
discriminator loss: 1.333172 - generator loss: 0.779079 - 1s
Epoch 47774/50000
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Epoch 47775/50000
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Epoch 47776/50000
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Epoch 47777/50000
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Epoch 47778/50000
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Epoch 47779/50000
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Epoch 47780/50000
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Epoch 47781/50000
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Epoch 47782/50000
discriminator loss: 1.317464 - generator loss: 0.780479 - 1s
Epoch 47783/50000
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Epoch 47784/50000
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Epoch 47785/50000
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Epoch 47786/50000
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Epoch 47787/50000
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Epoch 47788/50000
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Epoch 47789/50000
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Epoch 47790/50000
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Epoch 47791/50000
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Epoch 47792/50000
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Epoch 47793/50000
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Epoch 47794/50000
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Epoch 47795/50000
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Epoch 47796/50000
discriminator loss: 1.341147 - generator loss: 0.761989 - 1s
Epoch 47797/50000
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Epoch 47798/50000
discriminator loss: 1.327478 - generator loss: 0.782792 - 1s
Epoch 47799/50000
discriminator loss: 1.342055 - generator loss: 0.760752 - 1s
Epoch 47800/50000
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Epoch 47801/50000
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Epoch 47802/50000
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Epoch 47803/50000
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Epoch 47804/50000
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Epoch 47805/50000
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Epoch 47806/50000
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Epoch 47807/50000
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Epoch 47808/50000
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Epoch 47809/50000
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Epoch 47810/50000
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Epoch 47811/50000
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Epoch 47812/50000
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Epoch 47813/50000
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Epoch 47814/50000
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Epoch 47815/50000
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Epoch 47816/50000
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Epoch 47817/50000
discriminator loss: 1.334603 - generator loss: 0.772889 - 1s
Epoch 47818/50000
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Epoch 47819/50000
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Epoch 47820/50000
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Epoch 47821/50000
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Epoch 47822/50000
discriminator loss: 1.339594 - generator loss: 0.779336 - 1s
Epoch 47823/50000
discriminator loss: 1.327050 - generator loss: 0.776027 - 1s
Epoch 47824/50000
discriminator loss: 1.336485 - generator loss: 0.776323 - 1s
Epoch 47825/50000
discriminator loss: 1.335312 - generator loss: 0.772772 - 1s
Epoch 47826/50000
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Epoch 47827/50000
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Epoch 47828/50000
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Epoch 47829/50000
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Epoch 47830/50000
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Epoch 47831/50000
discriminator loss: 1.341974 - generator loss: 0.782774 - 1s
Epoch 47832/50000
discriminator loss: 1.329370 - generator loss: 0.784427 - 1s
Epoch 47833/50000
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Epoch 47834/50000
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Epoch 47835/50000
discriminator loss: 1.342229 - generator loss: 0.768800 - 1s
Epoch 47836/50000
discriminator loss: 1.337005 - generator loss: 0.771782 - 1s
Epoch 47837/50000
discriminator loss: 1.331175 - generator loss: 0.771694 - 1s
Epoch 47838/50000
discriminator loss: 1.341204 - generator loss: 0.770899 - 1s
Epoch 47839/50000
discriminator loss: 1.334101 - generator loss: 0.773324 - 1s
Epoch 47840/50000
discriminator loss: 1.340088 - generator loss: 0.789806 - 1s
Epoch 47841/50000
discriminator loss: 1.332055 - generator loss: 0.779588 - 1s
Epoch 47842/50000
discriminator loss: 1.342795 - generator loss: 0.768416 - 1s
Epoch 47843/50000
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Epoch 47844/50000
discriminator loss: 1.324891 - generator loss: 0.771548 - 1s
Epoch 47845/50000
discriminator loss: 1.337253 - generator loss: 0.778637 - 1s
Epoch 47846/50000
discriminator loss: 1.324950 - generator loss: 0.777942 - 1s
Epoch 47847/50000
discriminator loss: 1.324285 - generator loss: 0.788387 - 1s
Epoch 47848/50000
discriminator loss: 1.327083 - generator loss: 0.785001 - 1s
Epoch 47849/50000
discriminator loss: 1.332034 - generator loss: 0.775282 - 1s
Epoch 47850/50000
discriminator loss: 1.351533 - generator loss: 0.773253 - 1s
Epoch 47851/50000
discriminator loss: 1.317475 - generator loss: 0.785448 - 1s
Epoch 47852/50000
discriminator loss: 1.329234 - generator loss: 0.777095 - 1s
Epoch 47853/50000
discriminator loss: 1.330810 - generator loss: 0.772698 - 1s
Epoch 47854/50000
discriminator loss: 1.322474 - generator loss: 0.784199 - 1s
Epoch 47855/50000
discriminator loss: 1.326127 - generator loss: 0.783194 - 1s
Epoch 47856/50000
discriminator loss: 1.336831 - generator loss: 0.772887 - 1s
Epoch 47857/50000
discriminator loss: 1.334228 - generator loss: 0.779506 - 1s
Epoch 47858/50000
discriminator loss: 1.327604 - generator loss: 0.782715 - 1s
Epoch 47859/50000
discriminator loss: 1.340518 - generator loss: 0.776743 - 1s
Epoch 47860/50000
discriminator loss: 1.329004 - generator loss: 0.772826 - 1s
Epoch 47861/50000
discriminator loss: 1.325324 - generator loss: 0.786159 - 1s
Epoch 47862/50000
discriminator loss: 1.338218 - generator loss: 0.770022 - 1s
Epoch 47863/50000
discriminator loss: 1.328121 - generator loss: 0.779660 - 1s
Epoch 47864/50000
discriminator loss: 1.323885 - generator loss: 0.785479 - 1s
Epoch 47865/50000
discriminator loss: 1.320976 - generator loss: 0.790937 - 1s
Epoch 47866/50000
discriminator loss: 1.315547 - generator loss: 0.787027 - 1s
Epoch 47867/50000
discriminator loss: 1.331330 - generator loss: 0.774358 - 1s
Epoch 47868/50000
discriminator loss: 1.336579 - generator loss: 0.773179 - 1s
Epoch 47869/50000
discriminator loss: 1.336034 - generator loss: 0.768739 - 1s
Epoch 47870/50000
discriminator loss: 1.332134 - generator loss: 0.780197 - 1s
Epoch 47871/50000
discriminator loss: 1.331204 - generator loss: 0.780363 - 1s
Epoch 47872/50000
discriminator loss: 1.331375 - generator loss: 0.778448 - 1s
Epoch 47873/50000
discriminator loss: 1.341169 - generator loss: 0.774159 - 1s
Epoch 47874/50000
discriminator loss: 1.321393 - generator loss: 0.782068 - 1s
Epoch 47875/50000
discriminator loss: 1.330402 - generator loss: 0.780354 - 1s
Epoch 47876/50000
discriminator loss: 1.333915 - generator loss: 0.776593 - 1s
Epoch 47877/50000
discriminator loss: 1.334221 - generator loss: 0.775663 - 1s
Epoch 47878/50000
discriminator loss: 1.323709 - generator loss: 0.784010 - 1s
Epoch 47879/50000
discriminator loss: 1.333464 - generator loss: 0.779546 - 1s
Epoch 47880/50000
discriminator loss: 1.323909 - generator loss: 0.781748 - 1s
Epoch 47881/50000
discriminator loss: 1.332369 - generator loss: 0.772437 - 1s
Epoch 47882/50000
discriminator loss: 1.343226 - generator loss: 0.761817 - 1s
Epoch 47883/50000
discriminator loss: 1.332415 - generator loss: 0.777196 - 1s
Epoch 47884/50000
discriminator loss: 1.323784 - generator loss: 0.790446 - 1s
Epoch 47885/50000
discriminator loss: 1.330977 - generator loss: 0.783177 - 1s
Epoch 47886/50000
discriminator loss: 1.325745 - generator loss: 0.777989 - 1s
Epoch 47887/50000
discriminator loss: 1.338006 - generator loss: 0.781083 - 1s
Epoch 47888/50000
discriminator loss: 1.331057 - generator loss: 0.773570 - 1s
Epoch 47889/50000
discriminator loss: 1.333857 - generator loss: 0.776992 - 1s
Epoch 47890/50000
discriminator loss: 1.339810 - generator loss: 0.773390 - 1s
Epoch 47891/50000
discriminator loss: 1.324273 - generator loss: 0.777912 - 1s
Epoch 47892/50000
discriminator loss: 1.325820 - generator loss: 0.770482 - 1s
Epoch 47893/50000
discriminator loss: 1.337232 - generator loss: 0.776329 - 1s
Epoch 47894/50000
discriminator loss: 1.331059 - generator loss: 0.780647 - 1s
Epoch 47895/50000
discriminator loss: 1.323168 - generator loss: 0.791376 - 1s
Epoch 47896/50000
discriminator loss: 1.325424 - generator loss: 0.778814 - 1s
Epoch 47897/50000
discriminator loss: 1.328632 - generator loss: 0.770893 - 1s
Epoch 47898/50000
discriminator loss: 1.341092 - generator loss: 0.768213 - 1s
Epoch 47899/50000
discriminator loss: 1.345043 - generator loss: 0.760290 - 1s
Epoch 47900/50000
discriminator loss: 1.339680 - generator loss: 0.775563 - 1s
Epoch 47901/50000
discriminator loss: 1.336831 - generator loss: 0.776209 - 1s
Epoch 47902/50000
discriminator loss: 1.344686 - generator loss: 0.771474 - 1s
Epoch 47903/50000
discriminator loss: 1.328630 - generator loss: 0.778799 - 1s
Epoch 47904/50000
discriminator loss: 1.338687 - generator loss: 0.782903 - 1s
Epoch 47905/50000
discriminator loss: 1.315139 - generator loss: 0.781968 - 1s
Epoch 47906/50000
discriminator loss: 1.335777 - generator loss: 0.776060 - 1s
Epoch 47907/50000
discriminator loss: 1.330941 - generator loss: 0.773819 - 1s
Epoch 47908/50000
discriminator loss: 1.330788 - generator loss: 0.778973 - 1s
Epoch 47909/50000
discriminator loss: 1.337478 - generator loss: 0.775938 - 1s
Epoch 47910/50000
discriminator loss: 1.348806 - generator loss: 0.767819 - 1s
Epoch 47911/50000
discriminator loss: 1.337953 - generator loss: 0.774894 - 1s
Epoch 47912/50000
discriminator loss: 1.332534 - generator loss: 0.777105 - 1s
Epoch 47913/50000
discriminator loss: 1.338601 - generator loss: 0.777706 - 1s
Epoch 47914/50000
discriminator loss: 1.332733 - generator loss: 0.777428 - 1s
Epoch 47915/50000
discriminator loss: 1.333088 - generator loss: 0.770528 - 1s
Epoch 47916/50000
discriminator loss: 1.327007 - generator loss: 0.783492 - 1s
Epoch 47917/50000
discriminator loss: 1.341117 - generator loss: 0.777982 - 1s
Epoch 47918/50000
discriminator loss: 1.332446 - generator loss: 0.777329 - 1s
Epoch 47919/50000
discriminator loss: 1.336813 - generator loss: 0.776688 - 1s
Epoch 47920/50000
discriminator loss: 1.343564 - generator loss: 0.759359 - 1s
Epoch 47921/50000
discriminator loss: 1.332231 - generator loss: 0.775224 - 1s
Epoch 47922/50000
discriminator loss: 1.336926 - generator loss: 0.784333 - 1s
Epoch 47923/50000
discriminator loss: 1.322293 - generator loss: 0.775874 - 1s
Epoch 47924/50000
discriminator loss: 1.332590 - generator loss: 0.777542 - 1s
Epoch 47925/50000
discriminator loss: 1.334521 - generator loss: 0.774238 - 1s
Epoch 47926/50000
discriminator loss: 1.333882 - generator loss: 0.772045 - 1s
Epoch 47927/50000
discriminator loss: 1.344885 - generator loss: 0.773481 - 1s
Epoch 47928/50000
discriminator loss: 1.334637 - generator loss: 0.775296 - 1s
Epoch 47929/50000
discriminator loss: 1.333318 - generator loss: 0.779327 - 1s
Epoch 47930/50000
discriminator loss: 1.334668 - generator loss: 0.771951 - 1s
Epoch 47931/50000
discriminator loss: 1.340882 - generator loss: 0.771919 - 1s
Epoch 47932/50000
discriminator loss: 1.332209 - generator loss: 0.785245 - 1s
Epoch 47933/50000
discriminator loss: 1.336279 - generator loss: 0.763836 - 1s
Epoch 47934/50000
discriminator loss: 1.337175 - generator loss: 0.774398 - 1s
Epoch 47935/50000
discriminator loss: 1.343853 - generator loss: 0.769316 - 1s
Epoch 47936/50000
discriminator loss: 1.332988 - generator loss: 0.775906 - 1s
Epoch 47937/50000
discriminator loss: 1.330171 - generator loss: 0.782218 - 1s
Epoch 47938/50000
discriminator loss: 1.334592 - generator loss: 0.775781 - 1s
Epoch 47939/50000
discriminator loss: 1.339775 - generator loss: 0.768997 - 1s
Epoch 47940/50000
discriminator loss: 1.332463 - generator loss: 0.775886 - 1s
Epoch 47941/50000
discriminator loss: 1.332601 - generator loss: 0.782314 - 1s
Epoch 47942/50000
discriminator loss: 1.346432 - generator loss: 0.763271 - 1s
Epoch 47943/50000
discriminator loss: 1.335793 - generator loss: 0.767759 - 1s
Epoch 47944/50000
discriminator loss: 1.343560 - generator loss: 0.771694 - 1s
Epoch 47945/50000
discriminator loss: 1.341243 - generator loss: 0.780204 - 1s
Epoch 47946/50000
discriminator loss: 1.339311 - generator loss: 0.779026 - 1s
Epoch 47947/50000
discriminator loss: 1.334710 - generator loss: 0.765317 - 1s
Epoch 47948/50000
discriminator loss: 1.328644 - generator loss: 0.779983 - 1s
Epoch 47949/50000
discriminator loss: 1.339239 - generator loss: 0.768219 - 1s
Epoch 47950/50000
discriminator loss: 1.336304 - generator loss: 0.785882 - 1s
Epoch 47951/50000
discriminator loss: 1.329256 - generator loss: 0.775507 - 1s
Epoch 47952/50000
discriminator loss: 1.332047 - generator loss: 0.774567 - 1s
Epoch 47953/50000
discriminator loss: 1.327742 - generator loss: 0.778562 - 1s
Epoch 47954/50000
discriminator loss: 1.338700 - generator loss: 0.765151 - 1s
Epoch 47955/50000
discriminator loss: 1.327106 - generator loss: 0.785979 - 1s
Epoch 47956/50000
discriminator loss: 1.333443 - generator loss: 0.779157 - 1s
Epoch 47957/50000
discriminator loss: 1.330047 - generator loss: 0.783683 - 1s
Epoch 47958/50000
discriminator loss: 1.324133 - generator loss: 0.774659 - 1s
Epoch 47959/50000
discriminator loss: 1.333943 - generator loss: 0.779521 - 1s
Epoch 47960/50000
discriminator loss: 1.337475 - generator loss: 0.777694 - 1s
Epoch 47961/50000
discriminator loss: 1.343058 - generator loss: 0.766354 - 1s
Epoch 47962/50000
discriminator loss: 1.335659 - generator loss: 0.778974 - 1s
Epoch 47963/50000
discriminator loss: 1.341471 - generator loss: 0.764924 - 1s
Epoch 47964/50000
discriminator loss: 1.321823 - generator loss: 0.789275 - 1s
Epoch 47965/50000
discriminator loss: 1.334392 - generator loss: 0.778544 - 1s
Epoch 47966/50000
discriminator loss: 1.334071 - generator loss: 0.775723 - 1s
Epoch 47967/50000
discriminator loss: 1.335713 - generator loss: 0.772171 - 1s
Epoch 47968/50000
discriminator loss: 1.336309 - generator loss: 0.776282 - 1s
Epoch 47969/50000
discriminator loss: 1.345110 - generator loss: 0.767724 - 1s
Epoch 47970/50000
discriminator loss: 1.321118 - generator loss: 0.785701 - 1s
Epoch 47971/50000
discriminator loss: 1.338198 - generator loss: 0.777464 - 1s
Epoch 47972/50000
discriminator loss: 1.325031 - generator loss: 0.781512 - 1s
Epoch 47973/50000
discriminator loss: 1.327850 - generator loss: 0.784487 - 1s
Epoch 47974/50000
discriminator loss: 1.347486 - generator loss: 0.764524 - 1s
Epoch 47975/50000
discriminator loss: 1.342631 - generator loss: 0.765709 - 1s
Epoch 47976/50000
discriminator loss: 1.329745 - generator loss: 0.773908 - 1s
Epoch 47977/50000
discriminator loss: 1.344340 - generator loss: 0.768595 - 1s
Epoch 47978/50000
discriminator loss: 1.342968 - generator loss: 0.773241 - 1s
Epoch 47979/50000
discriminator loss: 1.337207 - generator loss: 0.782433 - 1s
Epoch 47980/50000
discriminator loss: 1.338486 - generator loss: 0.778998 - 1s
Epoch 47981/50000
discriminator loss: 1.342813 - generator loss: 0.762783 - 1s
Epoch 47982/50000
discriminator loss: 1.342607 - generator loss: 0.770419 - 1s
Epoch 47983/50000
discriminator loss: 1.327684 - generator loss: 0.778603 - 1s
Epoch 47984/50000
discriminator loss: 1.341047 - generator loss: 0.775316 - 1s
Epoch 47985/50000
discriminator loss: 1.336226 - generator loss: 0.772080 - 1s
Epoch 47986/50000
discriminator loss: 1.330371 - generator loss: 0.774219 - 1s
Epoch 47987/50000
discriminator loss: 1.332249 - generator loss: 0.781686 - 1s
Epoch 47988/50000
discriminator loss: 1.326205 - generator loss: 0.788366 - 1s
Epoch 47989/50000
discriminator loss: 1.328075 - generator loss: 0.788648 - 1s
Epoch 47990/50000
discriminator loss: 1.336108 - generator loss: 0.771865 - 1s
Epoch 47991/50000
discriminator loss: 1.333028 - generator loss: 0.774530 - 1s
Epoch 47992/50000
discriminator loss: 1.329221 - generator loss: 0.773401 - 1s
Epoch 47993/50000
discriminator loss: 1.337798 - generator loss: 0.781475 - 1s
Epoch 47994/50000
discriminator loss: 1.338388 - generator loss: 0.770813 - 1s
Epoch 47995/50000
discriminator loss: 1.336527 - generator loss: 0.781044 - 1s
Epoch 47996/50000
discriminator loss: 1.338003 - generator loss: 0.762739 - 1s
Epoch 47997/50000
discriminator loss: 1.332720 - generator loss: 0.775852 - 1s
Epoch 47998/50000
discriminator loss: 1.325273 - generator loss: 0.777365 - 1s
Epoch 47999/50000
discriminator loss: 1.324375 - generator loss: 0.787210 - 1s
Epoch 48000/50000
discriminator loss: 1.331227 - generator loss: 0.775025 - 1s
Epoch 48001/50000
discriminator loss: 1.332350 - generator loss: 0.773715 - 1s

Loss: 

Epoch 48002/50000
discriminator loss: 1.336301 - generator loss: 0.783147 - 1s
Epoch 48003/50000
discriminator loss: 1.337166 - generator loss: 0.776194 - 1s
Epoch 48004/50000
discriminator loss: 1.342148 - generator loss: 0.767852 - 1s
Epoch 48005/50000
discriminator loss: 1.337524 - generator loss: 0.775380 - 1s
Epoch 48006/50000
discriminator loss: 1.316580 - generator loss: 0.785584 - 1s
Epoch 48007/50000
discriminator loss: 1.335137 - generator loss: 0.774201 - 1s
Epoch 48008/50000
discriminator loss: 1.319018 - generator loss: 0.791683 - 1s
Epoch 48009/50000
discriminator loss: 1.332941 - generator loss: 0.769000 - 1s
Epoch 48010/50000
discriminator loss: 1.348286 - generator loss: 0.772290 - 1s
Epoch 48011/50000
discriminator loss: 1.335038 - generator loss: 0.781984 - 1s
Epoch 48012/50000
discriminator loss: 1.330553 - generator loss: 0.778446 - 1s
Epoch 48013/50000
discriminator loss: 1.330777 - generator loss: 0.779863 - 1s
Epoch 48014/50000
discriminator loss: 1.331946 - generator loss: 0.775339 - 1s
Epoch 48015/50000
discriminator loss: 1.326854 - generator loss: 0.784536 - 1s
Epoch 48016/50000
discriminator loss: 1.327856 - generator loss: 0.772130 - 1s
Epoch 48017/50000
discriminator loss: 1.328164 - generator loss: 0.782818 - 1s
Epoch 48018/50000
discriminator loss: 1.328788 - generator loss: 0.784042 - 1s
Epoch 48019/50000
discriminator loss: 1.331025 - generator loss: 0.770468 - 1s
Epoch 48020/50000
discriminator loss: 1.339084 - generator loss: 0.772753 - 1s
Epoch 48021/50000
discriminator loss: 1.331328 - generator loss: 0.782167 - 1s
Epoch 48022/50000
discriminator loss: 1.327987 - generator loss: 0.776873 - 1s
Epoch 48023/50000
discriminator loss: 1.335265 - generator loss: 0.773371 - 1s
Epoch 48024/50000
discriminator loss: 1.331061 - generator loss: 0.775974 - 1s
Epoch 48025/50000
discriminator loss: 1.313292 - generator loss: 0.789229 - 1s
Epoch 48026/50000
discriminator loss: 1.325997 - generator loss: 0.783515 - 1s
Epoch 48027/50000
discriminator loss: 1.326882 - generator loss: 0.787432 - 1s
Epoch 48028/50000
discriminator loss: 1.343239 - generator loss: 0.768010 - 1s
Epoch 48029/50000
discriminator loss: 1.332061 - generator loss: 0.775367 - 1s
Epoch 48030/50000
discriminator loss: 1.329703 - generator loss: 0.780363 - 1s
Epoch 48031/50000
discriminator loss: 1.337151 - generator loss: 0.773915 - 1s
Epoch 48032/50000
discriminator loss: 1.341713 - generator loss: 0.774560 - 1s
Epoch 48033/50000
discriminator loss: 1.338267 - generator loss: 0.774882 - 1s
Epoch 48034/50000
discriminator loss: 1.339440 - generator loss: 0.771417 - 1s
Epoch 48035/50000
discriminator loss: 1.325741 - generator loss: 0.777366 - 1s
Epoch 48036/50000
discriminator loss: 1.329886 - generator loss: 0.779726 - 1s
Epoch 48037/50000
discriminator loss: 1.340359 - generator loss: 0.765629 - 1s
Epoch 48038/50000
discriminator loss: 1.337792 - generator loss: 0.773602 - 1s
Epoch 48039/50000
discriminator loss: 1.332538 - generator loss: 0.776204 - 1s
Epoch 48040/50000
discriminator loss: 1.324099 - generator loss: 0.783115 - 1s
Epoch 48041/50000
discriminator loss: 1.338798 - generator loss: 0.768317 - 1s
Epoch 48042/50000
discriminator loss: 1.338936 - generator loss: 0.775550 - 1s
Epoch 48043/50000
discriminator loss: 1.331125 - generator loss: 0.773918 - 1s
Epoch 48044/50000
discriminator loss: 1.321847 - generator loss: 0.784240 - 1s
Epoch 48045/50000
discriminator loss: 1.336894 - generator loss: 0.775408 - 1s
Epoch 48046/50000
discriminator loss: 1.325352 - generator loss: 0.779586 - 1s
Epoch 48047/50000
discriminator loss: 1.320142 - generator loss: 0.781989 - 1s
Epoch 48048/50000
discriminator loss: 1.336327 - generator loss: 0.775170 - 1s
Epoch 48049/50000
discriminator loss: 1.338356 - generator loss: 0.776453 - 1s
Epoch 48050/50000
discriminator loss: 1.331577 - generator loss: 0.779556 - 1s
Epoch 48051/50000
discriminator loss: 1.317147 - generator loss: 0.792509 - 1s
Epoch 48052/50000
discriminator loss: 1.328121 - generator loss: 0.772031 - 1s
Epoch 48053/50000
discriminator loss: 1.324083 - generator loss: 0.783011 - 1s
Epoch 48054/50000
discriminator loss: 1.330296 - generator loss: 0.774920 - 1s
Epoch 48055/50000
discriminator loss: 1.321086 - generator loss: 0.781772 - 1s
Epoch 48056/50000
discriminator loss: 1.335149 - generator loss: 0.773298 - 1s
Epoch 48057/50000
discriminator loss: 1.336520 - generator loss: 0.771101 - 1s
Epoch 48058/50000
discriminator loss: 1.332461 - generator loss: 0.777472 - 1s
Epoch 48059/50000
discriminator loss: 1.333703 - generator loss: 0.782786 - 1s
Epoch 48060/50000
discriminator loss: 1.337424 - generator loss: 0.773761 - 1s
Epoch 48061/50000
discriminator loss: 1.337158 - generator loss: 0.774632 - 1s
Epoch 48062/50000
discriminator loss: 1.345181 - generator loss: 0.768169 - 1s
Epoch 48063/50000
discriminator loss: 1.341536 - generator loss: 0.767625 - 1s
Epoch 48064/50000
discriminator loss: 1.333062 - generator loss: 0.777313 - 1s
Epoch 48065/50000
discriminator loss: 1.335390 - generator loss: 0.769840 - 1s
Epoch 48066/50000
discriminator loss: 1.335206 - generator loss: 0.785305 - 1s
Epoch 48067/50000
discriminator loss: 1.323527 - generator loss: 0.773868 - 1s
Epoch 48068/50000
discriminator loss: 1.326065 - generator loss: 0.775528 - 1s
Epoch 48069/50000
discriminator loss: 1.330497 - generator loss: 0.782725 - 1s
Epoch 48070/50000
discriminator loss: 1.333038 - generator loss: 0.780554 - 1s
Epoch 48071/50000
discriminator loss: 1.327101 - generator loss: 0.773894 - 1s
Epoch 48072/50000
discriminator loss: 1.329091 - generator loss: 0.778088 - 1s
Epoch 48073/50000
discriminator loss: 1.338682 - generator loss: 0.773577 - 1s
Epoch 48074/50000
discriminator loss: 1.338909 - generator loss: 0.771639 - 1s
Epoch 48075/50000
discriminator loss: 1.345863 - generator loss: 0.770831 - 1s
Epoch 48076/50000
discriminator loss: 1.350027 - generator loss: 0.770510 - 1s
Epoch 48077/50000
discriminator loss: 1.330969 - generator loss: 0.775160 - 1s
Epoch 48078/50000
discriminator loss: 1.325511 - generator loss: 0.771803 - 1s
Epoch 48079/50000
discriminator loss: 1.345150 - generator loss: 0.768242 - 1s
Epoch 48080/50000
discriminator loss: 1.347099 - generator loss: 0.765454 - 1s
Epoch 48081/50000
discriminator loss: 1.330947 - generator loss: 0.778331 - 1s
Epoch 48082/50000
discriminator loss: 1.333294 - generator loss: 0.776725 - 1s
Epoch 48083/50000
discriminator loss: 1.332030 - generator loss: 0.776552 - 1s
Epoch 48084/50000
discriminator loss: 1.327394 - generator loss: 0.782664 - 1s
Epoch 48085/50000
discriminator loss: 1.324688 - generator loss: 0.787972 - 1s
Epoch 48086/50000
discriminator loss: 1.329953 - generator loss: 0.774663 - 1s
Epoch 48087/50000
discriminator loss: 1.330343 - generator loss: 0.773665 - 1s
Epoch 48088/50000
discriminator loss: 1.343202 - generator loss: 0.770523 - 1s
Epoch 48089/50000
discriminator loss: 1.341841 - generator loss: 0.775091 - 1s
Epoch 48090/50000
discriminator loss: 1.337261 - generator loss: 0.771630 - 1s
Epoch 48091/50000
discriminator loss: 1.346327 - generator loss: 0.766194 - 1s
Epoch 48092/50000
discriminator loss: 1.345070 - generator loss: 0.772147 - 1s
Epoch 48093/50000
discriminator loss: 1.340994 - generator loss: 0.778168 - 1s
Epoch 48094/50000
discriminator loss: 1.331619 - generator loss: 0.776151 - 1s
Epoch 48095/50000
discriminator loss: 1.331806 - generator loss: 0.777727 - 1s
Epoch 48096/50000
discriminator loss: 1.333432 - generator loss: 0.772794 - 1s
Epoch 48097/50000
discriminator loss: 1.323098 - generator loss: 0.783486 - 1s
Epoch 48098/50000
discriminator loss: 1.321522 - generator loss: 0.788287 - 1s
Epoch 48099/50000
discriminator loss: 1.322482 - generator loss: 0.785084 - 1s
Epoch 48100/50000
discriminator loss: 1.328161 - generator loss: 0.780211 - 1s
Epoch 48101/50000
discriminator loss: 1.323763 - generator loss: 0.784181 - 1s
Epoch 48102/50000
discriminator loss: 1.333490 - generator loss: 0.779125 - 1s
Epoch 48103/50000
discriminator loss: 1.347594 - generator loss: 0.773813 - 1s
Epoch 48104/50000
discriminator loss: 1.332482 - generator loss: 0.768720 - 1s
Epoch 48105/50000
discriminator loss: 1.336483 - generator loss: 0.768107 - 1s
Epoch 48106/50000
discriminator loss: 1.336227 - generator loss: 0.770488 - 1s
Epoch 48107/50000
discriminator loss: 1.334621 - generator loss: 0.775446 - 1s
Epoch 48108/50000
discriminator loss: 1.334727 - generator loss: 0.787317 - 1s
Epoch 48109/50000
discriminator loss: 1.328653 - generator loss: 0.775517 - 1s
Epoch 48110/50000
discriminator loss: 1.328560 - generator loss: 0.782796 - 1s
Epoch 48111/50000
discriminator loss: 1.332793 - generator loss: 0.780802 - 1s
Epoch 48112/50000
discriminator loss: 1.334871 - generator loss: 0.764759 - 1s
Epoch 48113/50000
discriminator loss: 1.333544 - generator loss: 0.778412 - 1s
Epoch 48114/50000
discriminator loss: 1.341557 - generator loss: 0.770897 - 1s
Epoch 48115/50000
discriminator loss: 1.340382 - generator loss: 0.776008 - 1s
Epoch 48116/50000
discriminator loss: 1.328831 - generator loss: 0.770658 - 1s
Epoch 48117/50000
discriminator loss: 1.349593 - generator loss: 0.772392 - 1s
Epoch 48118/50000
discriminator loss: 1.322542 - generator loss: 0.790643 - 1s
Epoch 48119/50000
discriminator loss: 1.331476 - generator loss: 0.784599 - 1s
Epoch 48120/50000
discriminator loss: 1.327095 - generator loss: 0.782660 - 1s
Epoch 48121/50000
discriminator loss: 1.332394 - generator loss: 0.770052 - 1s
Epoch 48122/50000
discriminator loss: 1.339641 - generator loss: 0.770849 - 1s
Epoch 48123/50000
discriminator loss: 1.334656 - generator loss: 0.773583 - 1s
Epoch 48124/50000
discriminator loss: 1.333931 - generator loss: 0.766240 - 1s
Epoch 48125/50000
discriminator loss: 1.333743 - generator loss: 0.782961 - 1s
Epoch 48126/50000
discriminator loss: 1.328532 - generator loss: 0.782394 - 1s
Epoch 48127/50000
discriminator loss: 1.328482 - generator loss: 0.792033 - 1s
Epoch 48128/50000
discriminator loss: 1.331348 - generator loss: 0.769710 - 1s
Epoch 48129/50000
discriminator loss: 1.332215 - generator loss: 0.778103 - 1s
Epoch 48130/50000
discriminator loss: 1.333574 - generator loss: 0.770753 - 1s
Epoch 48131/50000
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Epoch 48132/50000
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Epoch 48133/50000
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Epoch 48134/50000
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Epoch 48135/50000
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Epoch 48136/50000
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Epoch 48137/50000
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Epoch 48138/50000
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Epoch 48139/50000
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Epoch 48140/50000
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Epoch 48141/50000
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Epoch 48142/50000
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Epoch 48143/50000
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Epoch 48144/50000
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Epoch 48145/50000
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Epoch 48146/50000
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Epoch 48147/50000
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Epoch 48148/50000
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Epoch 48149/50000
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Epoch 48150/50000
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Epoch 48151/50000
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Epoch 48152/50000
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Epoch 48153/50000
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Epoch 48154/50000
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Epoch 48155/50000
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Epoch 48156/50000
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Epoch 48157/50000
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Epoch 48158/50000
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Epoch 48159/50000
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Epoch 48160/50000
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Epoch 48161/50000
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Epoch 48162/50000
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Epoch 48163/50000
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Epoch 48164/50000
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Epoch 48165/50000
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Epoch 48166/50000
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Epoch 48167/50000
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Epoch 48168/50000
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Epoch 48169/50000
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Epoch 48170/50000
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Epoch 48171/50000
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Epoch 48172/50000
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Epoch 48173/50000
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Epoch 48174/50000
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Epoch 48175/50000
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Epoch 48176/50000
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Epoch 48177/50000
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Epoch 48178/50000
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Epoch 48179/50000
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Epoch 48180/50000
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Epoch 48181/50000
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Epoch 48182/50000
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Epoch 48183/50000
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Epoch 48184/50000
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Epoch 48185/50000
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Epoch 48186/50000
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Epoch 48187/50000
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Epoch 48188/50000
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Epoch 48189/50000
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Epoch 48190/50000
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Epoch 48191/50000
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Epoch 48192/50000
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Epoch 48193/50000
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Epoch 48194/50000
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Epoch 48195/50000
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Epoch 48196/50000
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Epoch 48197/50000
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Epoch 48198/50000
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Epoch 48199/50000
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Epoch 48200/50000
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Epoch 48201/50000
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Epoch 48202/50000
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Epoch 48203/50000
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Epoch 48204/50000
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Epoch 48205/50000
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Epoch 48206/50000
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Epoch 48207/50000
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Epoch 48208/50000
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Epoch 48209/50000
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Epoch 48210/50000
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Epoch 48211/50000
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Epoch 48212/50000
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Epoch 48213/50000
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Epoch 48214/50000
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Epoch 48215/50000
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Epoch 48216/50000
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Epoch 48217/50000
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Epoch 48218/50000
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Epoch 48219/50000
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Epoch 48220/50000
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Epoch 48221/50000
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Epoch 48222/50000
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Epoch 48223/50000
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Epoch 48224/50000
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Epoch 48225/50000
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Epoch 48226/50000
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Epoch 48227/50000
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Epoch 48228/50000
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Epoch 48229/50000
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Epoch 48230/50000
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Epoch 48231/50000
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Epoch 48232/50000
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Epoch 48233/50000
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Epoch 48234/50000
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Epoch 48235/50000
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Epoch 48236/50000
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Epoch 48237/50000
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Epoch 48238/50000
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Epoch 48239/50000
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Epoch 48240/50000
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Epoch 48241/50000
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Epoch 48242/50000
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Epoch 48243/50000
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Epoch 48244/50000
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Epoch 48245/50000
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Epoch 48246/50000
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Epoch 48247/50000
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Epoch 48248/50000
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Epoch 48249/50000
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Epoch 48250/50000
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Epoch 48251/50000
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Epoch 48252/50000
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Epoch 48253/50000
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Epoch 48254/50000
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Epoch 48255/50000
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Epoch 48256/50000
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Epoch 48257/50000
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Epoch 48258/50000
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Epoch 48259/50000
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Epoch 48260/50000
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Epoch 48261/50000
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Epoch 48262/50000
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Epoch 48263/50000
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Epoch 48264/50000
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Epoch 48265/50000
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Epoch 48266/50000
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Epoch 48267/50000
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Epoch 48268/50000
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Epoch 48269/50000
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Epoch 48270/50000
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Epoch 48271/50000
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Epoch 48272/50000
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Epoch 48273/50000
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Epoch 48274/50000
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Epoch 48275/50000
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Epoch 48276/50000
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Epoch 48277/50000
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Epoch 48278/50000
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Epoch 48279/50000
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Epoch 48280/50000
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Epoch 48281/50000
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Epoch 48282/50000
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Epoch 48283/50000
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Epoch 48284/50000
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Epoch 48285/50000
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Epoch 48286/50000
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Epoch 48287/50000
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Epoch 48288/50000
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Epoch 48289/50000
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Epoch 48290/50000
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Epoch 48291/50000
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Epoch 48292/50000
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Epoch 48293/50000
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Epoch 48294/50000
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Epoch 48295/50000
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Epoch 48296/50000
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Epoch 48297/50000
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Epoch 48298/50000
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Epoch 48299/50000
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Epoch 48300/50000
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Epoch 48301/50000
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Epoch 48302/50000
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Epoch 48303/50000
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Epoch 48304/50000
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Epoch 48305/50000
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Epoch 48306/50000
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Epoch 48307/50000
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Epoch 48308/50000
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Epoch 48309/50000
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Epoch 48310/50000
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Epoch 48311/50000
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Epoch 48312/50000
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Epoch 48313/50000
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Epoch 48314/50000
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Epoch 48315/50000
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Epoch 48316/50000
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Epoch 48317/50000
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Epoch 48318/50000
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Epoch 48319/50000
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Epoch 48320/50000
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Epoch 48321/50000
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Epoch 48322/50000
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Epoch 48323/50000
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Epoch 48324/50000
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Epoch 48325/50000
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Epoch 48326/50000
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Epoch 48327/50000
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Epoch 48328/50000
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Epoch 48329/50000
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Epoch 48330/50000
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Epoch 48331/50000
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Epoch 48332/50000
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Epoch 48333/50000
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Epoch 48334/50000
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Epoch 48335/50000
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Epoch 48336/50000
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Epoch 48337/50000
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Epoch 48338/50000
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Epoch 48339/50000
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Epoch 48340/50000
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Epoch 48341/50000
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Epoch 48342/50000
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Epoch 48343/50000
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Epoch 48344/50000
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Epoch 48345/50000
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Epoch 48346/50000
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Epoch 48347/50000
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Epoch 48348/50000
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Epoch 48349/50000
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Epoch 48350/50000
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Epoch 48351/50000
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Epoch 48352/50000
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Epoch 48353/50000
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Epoch 48354/50000
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Epoch 48355/50000
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Epoch 48356/50000
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Epoch 48357/50000
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Epoch 48358/50000
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Epoch 48359/50000
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Epoch 48360/50000
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Epoch 48361/50000
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Epoch 48362/50000
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Epoch 48363/50000
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Epoch 48364/50000
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Epoch 48365/50000
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Epoch 48366/50000
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Epoch 48367/50000
discriminator loss: 1.333525 - generator loss: 0.775613 - 1s
Epoch 48368/50000
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Epoch 48369/50000
discriminator loss: 1.321127 - generator loss: 0.785910 - 1s
Epoch 48370/50000
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Epoch 48371/50000
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Epoch 48372/50000
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Epoch 48373/50000
discriminator loss: 1.334839 - generator loss: 0.778496 - 1s
Epoch 48374/50000
discriminator loss: 1.329027 - generator loss: 0.787724 - 1s
Epoch 48375/50000
discriminator loss: 1.333355 - generator loss: 0.769702 - 1s
Epoch 48376/50000
discriminator loss: 1.328833 - generator loss: 0.784282 - 1s
Epoch 48377/50000
discriminator loss: 1.332985 - generator loss: 0.770300 - 1s
Epoch 48378/50000
discriminator loss: 1.343011 - generator loss: 0.766006 - 1s
Epoch 48379/50000
discriminator loss: 1.332255 - generator loss: 0.773758 - 1s
Epoch 48380/50000
discriminator loss: 1.333070 - generator loss: 0.776501 - 1s
Epoch 48381/50000
discriminator loss: 1.337898 - generator loss: 0.778763 - 1s
Epoch 48382/50000
discriminator loss: 1.337816 - generator loss: 0.776748 - 1s
Epoch 48383/50000
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Epoch 48384/50000
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Epoch 48385/50000
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Epoch 48386/50000
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Epoch 48387/50000
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Epoch 48388/50000
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Epoch 48389/50000
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Epoch 48390/50000
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Epoch 48391/50000
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Epoch 48392/50000
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Epoch 48393/50000
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Epoch 48394/50000
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Epoch 48395/50000
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Epoch 48396/50000
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Epoch 48397/50000
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Epoch 48398/50000
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Epoch 48399/50000
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Epoch 48400/50000
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Epoch 48401/50000
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Epoch 48402/50000
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Epoch 48403/50000
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Epoch 48404/50000
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Epoch 48405/50000
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Epoch 48406/50000
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Epoch 48407/50000
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Epoch 48408/50000
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Epoch 48409/50000
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Epoch 48410/50000
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Epoch 48411/50000
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Epoch 48412/50000
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Epoch 48413/50000
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Epoch 48414/50000
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Epoch 48415/50000
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Epoch 48416/50000
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Epoch 48417/50000
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Epoch 48418/50000
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Epoch 48419/50000
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Epoch 48420/50000
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Epoch 48421/50000
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Epoch 48422/50000
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Epoch 48423/50000
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Epoch 48424/50000
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Epoch 48425/50000
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Epoch 48426/50000
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Epoch 48427/50000
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Epoch 48428/50000
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Epoch 48429/50000
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Epoch 48430/50000
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Epoch 48431/50000
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Epoch 48432/50000
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Epoch 48433/50000
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Epoch 48434/50000
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Epoch 48435/50000
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Epoch 48436/50000
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Epoch 48437/50000
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Epoch 48438/50000
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Epoch 48439/50000
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Epoch 48440/50000
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Epoch 48441/50000
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Epoch 48442/50000
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Epoch 48443/50000
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Epoch 48444/50000
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Epoch 48445/50000
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Epoch 48446/50000
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Epoch 48447/50000
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Epoch 48448/50000
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Epoch 48449/50000
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Epoch 48450/50000
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Epoch 48451/50000
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Epoch 48452/50000
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Epoch 48453/50000
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Epoch 48454/50000
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Epoch 48455/50000
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Epoch 48456/50000
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Epoch 48457/50000
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Epoch 48458/50000
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Epoch 48459/50000
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Epoch 48460/50000
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Epoch 48461/50000
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Epoch 48462/50000
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Epoch 48463/50000
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Epoch 48464/50000
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Epoch 48465/50000
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Epoch 48466/50000
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Epoch 48467/50000
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Epoch 48468/50000
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Epoch 48469/50000
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Epoch 48470/50000
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Epoch 48471/50000
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Epoch 48472/50000
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Epoch 48473/50000
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Epoch 48474/50000
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Epoch 48475/50000
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Epoch 48476/50000
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Epoch 48477/50000
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Epoch 48478/50000
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Epoch 48479/50000
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Epoch 48480/50000
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Epoch 48481/50000
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Epoch 48482/50000
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Epoch 48483/50000
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Epoch 48484/50000
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Epoch 48485/50000
discriminator loss: 1.317452 - generator loss: 0.788177 - 1s
Epoch 48486/50000
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Epoch 48487/50000
discriminator loss: 1.329249 - generator loss: 0.788074 - 1s
Epoch 48488/50000
discriminator loss: 1.342040 - generator loss: 0.775571 - 1s
Epoch 48489/50000
discriminator loss: 1.333395 - generator loss: 0.776008 - 1s
Epoch 48490/50000
discriminator loss: 1.330864 - generator loss: 0.768472 - 1s
Epoch 48491/50000
discriminator loss: 1.332579 - generator loss: 0.778132 - 1s
Epoch 48492/50000
discriminator loss: 1.332086 - generator loss: 0.789800 - 1s
Epoch 48493/50000
discriminator loss: 1.326891 - generator loss: 0.783050 - 1s
Epoch 48494/50000
discriminator loss: 1.337095 - generator loss: 0.771936 - 1s
Epoch 48495/50000
discriminator loss: 1.342448 - generator loss: 0.770315 - 1s
Epoch 48496/50000
discriminator loss: 1.342754 - generator loss: 0.770155 - 1s
Epoch 48497/50000
discriminator loss: 1.337611 - generator loss: 0.768999 - 1s
Epoch 48498/50000
discriminator loss: 1.327910 - generator loss: 0.783293 - 1s
Epoch 48499/50000
discriminator loss: 1.334081 - generator loss: 0.780032 - 1s
Epoch 48500/50000
discriminator loss: 1.329802 - generator loss: 0.773307 - 1s
Epoch 48501/50000
discriminator loss: 1.324687 - generator loss: 0.780046 - 1s
Epoch 48502/50000
discriminator loss: 1.343042 - generator loss: 0.773321 - 1s
Epoch 48503/50000
discriminator loss: 1.331127 - generator loss: 0.784950 - 1s
Epoch 48504/50000
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Epoch 48505/50000
discriminator loss: 1.335914 - generator loss: 0.771058 - 1s
Epoch 48506/50000
discriminator loss: 1.325758 - generator loss: 0.776970 - 1s
Epoch 48507/50000
discriminator loss: 1.329724 - generator loss: 0.785873 - 1s
Epoch 48508/50000
discriminator loss: 1.316500 - generator loss: 0.788440 - 1s
Epoch 48509/50000
discriminator loss: 1.330184 - generator loss: 0.779519 - 1s
Epoch 48510/50000
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Epoch 48511/50000
discriminator loss: 1.337321 - generator loss: 0.773990 - 1s
Epoch 48512/50000
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Epoch 48513/50000
discriminator loss: 1.334795 - generator loss: 0.777852 - 1s
Epoch 48514/50000
discriminator loss: 1.334910 - generator loss: 0.769841 - 1s
Epoch 48515/50000
discriminator loss: 1.327929 - generator loss: 0.771211 - 1s
Epoch 48516/50000
discriminator loss: 1.341000 - generator loss: 0.781521 - 1s
Epoch 48517/50000
discriminator loss: 1.343165 - generator loss: 0.770580 - 1s
Epoch 48518/50000
discriminator loss: 1.328432 - generator loss: 0.784938 - 1s
Epoch 48519/50000
discriminator loss: 1.337215 - generator loss: 0.768298 - 1s
Epoch 48520/50000
discriminator loss: 1.335114 - generator loss: 0.780636 - 1s
Epoch 48521/50000
discriminator loss: 1.341609 - generator loss: 0.768136 - 1s
Epoch 48522/50000
discriminator loss: 1.334671 - generator loss: 0.773446 - 1s
Epoch 48523/50000
discriminator loss: 1.332388 - generator loss: 0.774178 - 1s
Epoch 48524/50000
discriminator loss: 1.325138 - generator loss: 0.771281 - 1s
Epoch 48525/50000
discriminator loss: 1.341451 - generator loss: 0.776696 - 1s
Epoch 48526/50000
discriminator loss: 1.350088 - generator loss: 0.764984 - 1s
Epoch 48527/50000
discriminator loss: 1.335312 - generator loss: 0.779731 - 1s
Epoch 48528/50000
discriminator loss: 1.318518 - generator loss: 0.787954 - 1s
Epoch 48529/50000
discriminator loss: 1.327005 - generator loss: 0.784705 - 1s
Epoch 48530/50000
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Epoch 48531/50000
discriminator loss: 1.329951 - generator loss: 0.778810 - 1s
Epoch 48532/50000
discriminator loss: 1.327875 - generator loss: 0.777969 - 1s
Epoch 48533/50000
discriminator loss: 1.334738 - generator loss: 0.786247 - 1s
Epoch 48534/50000
discriminator loss: 1.340905 - generator loss: 0.762631 - 1s
Epoch 48535/50000
discriminator loss: 1.339054 - generator loss: 0.773315 - 1s
Epoch 48536/50000
discriminator loss: 1.340635 - generator loss: 0.768681 - 1s
Epoch 48537/50000
discriminator loss: 1.338299 - generator loss: 0.765688 - 1s
Epoch 48538/50000
discriminator loss: 1.337706 - generator loss: 0.777196 - 1s
Epoch 48539/50000
discriminator loss: 1.330303 - generator loss: 0.773665 - 1s
Epoch 48540/50000
discriminator loss: 1.337872 - generator loss: 0.778167 - 1s
Epoch 48541/50000
discriminator loss: 1.324518 - generator loss: 0.778448 - 1s
Epoch 48542/50000
discriminator loss: 1.335733 - generator loss: 0.782104 - 1s
Epoch 48543/50000
discriminator loss: 1.333714 - generator loss: 0.769052 - 1s
Epoch 48544/50000
discriminator loss: 1.330286 - generator loss: 0.773581 - 1s
Epoch 48545/50000
discriminator loss: 1.335859 - generator loss: 0.780145 - 1s
Epoch 48546/50000
discriminator loss: 1.333048 - generator loss: 0.780097 - 1s
Epoch 48547/50000
discriminator loss: 1.336657 - generator loss: 0.769526 - 1s
Epoch 48548/50000
discriminator loss: 1.339497 - generator loss: 0.771403 - 1s
Epoch 48549/50000
discriminator loss: 1.341084 - generator loss: 0.768439 - 1s
Epoch 48550/50000
discriminator loss: 1.327088 - generator loss: 0.779654 - 1s
Epoch 48551/50000
discriminator loss: 1.332953 - generator loss: 0.779306 - 1s
Epoch 48552/50000
discriminator loss: 1.347185 - generator loss: 0.767871 - 1s
Epoch 48553/50000
discriminator loss: 1.342753 - generator loss: 0.765570 - 1s
Epoch 48554/50000
discriminator loss: 1.335673 - generator loss: 0.766980 - 1s
Epoch 48555/50000
discriminator loss: 1.325443 - generator loss: 0.782916 - 1s
Epoch 48556/50000
discriminator loss: 1.333612 - generator loss: 0.781337 - 1s
Epoch 48557/50000
discriminator loss: 1.335111 - generator loss: 0.773464 - 1s
Epoch 48558/50000
discriminator loss: 1.339222 - generator loss: 0.767344 - 1s
Epoch 48559/50000
discriminator loss: 1.333081 - generator loss: 0.779059 - 1s
Epoch 48560/50000
discriminator loss: 1.324329 - generator loss: 0.778213 - 1s
Epoch 48561/50000
discriminator loss: 1.337231 - generator loss: 0.778735 - 1s
Epoch 48562/50000
discriminator loss: 1.333717 - generator loss: 0.766158 - 1s
Epoch 48563/50000
discriminator loss: 1.332528 - generator loss: 0.780956 - 1s
Epoch 48564/50000
discriminator loss: 1.344521 - generator loss: 0.763906 - 1s
Epoch 48565/50000
discriminator loss: 1.324631 - generator loss: 0.782354 - 1s
Epoch 48566/50000
discriminator loss: 1.323625 - generator loss: 0.785245 - 1s
Epoch 48567/50000
discriminator loss: 1.324275 - generator loss: 0.785670 - 1s
Epoch 48568/50000
discriminator loss: 1.338231 - generator loss: 0.767297 - 1s
Epoch 48569/50000
discriminator loss: 1.330795 - generator loss: 0.778901 - 1s
Epoch 48570/50000
discriminator loss: 1.332880 - generator loss: 0.778009 - 1s
Epoch 48571/50000
discriminator loss: 1.326243 - generator loss: 0.773179 - 1s
Epoch 48572/50000
discriminator loss: 1.330108 - generator loss: 0.774399 - 1s
Epoch 48573/50000
discriminator loss: 1.342626 - generator loss: 0.777883 - 1s
Epoch 48574/50000
discriminator loss: 1.339999 - generator loss: 0.768941 - 1s
Epoch 48575/50000
discriminator loss: 1.343052 - generator loss: 0.768307 - 1s
Epoch 48576/50000
discriminator loss: 1.340040 - generator loss: 0.776944 - 1s
Epoch 48577/50000
discriminator loss: 1.330966 - generator loss: 0.779403 - 1s
Epoch 48578/50000
discriminator loss: 1.328571 - generator loss: 0.776739 - 1s
Epoch 48579/50000
discriminator loss: 1.337930 - generator loss: 0.776180 - 1s
Epoch 48580/50000
discriminator loss: 1.340671 - generator loss: 0.771121 - 1s
Epoch 48581/50000
discriminator loss: 1.332568 - generator loss: 0.776551 - 1s
Epoch 48582/50000
discriminator loss: 1.332691 - generator loss: 0.775008 - 1s
Epoch 48583/50000
discriminator loss: 1.337694 - generator loss: 0.770940 - 1s
Epoch 48584/50000
discriminator loss: 1.325304 - generator loss: 0.785450 - 1s
Epoch 48585/50000
discriminator loss: 1.345075 - generator loss: 0.759751 - 1s
Epoch 48586/50000
discriminator loss: 1.347100 - generator loss: 0.769437 - 1s
Epoch 48587/50000
discriminator loss: 1.329973 - generator loss: 0.774802 - 1s
Epoch 48588/50000
discriminator loss: 1.332583 - generator loss: 0.780905 - 1s
Epoch 48589/50000
discriminator loss: 1.338506 - generator loss: 0.776776 - 1s
Epoch 48590/50000
discriminator loss: 1.338940 - generator loss: 0.774761 - 1s
Epoch 48591/50000
discriminator loss: 1.324479 - generator loss: 0.781849 - 1s
Epoch 48592/50000
discriminator loss: 1.334976 - generator loss: 0.783620 - 1s
Epoch 48593/50000
discriminator loss: 1.327209 - generator loss: 0.776537 - 1s
Epoch 48594/50000
discriminator loss: 1.336204 - generator loss: 0.772443 - 1s
Epoch 48595/50000
discriminator loss: 1.344806 - generator loss: 0.764993 - 1s
Epoch 48596/50000
discriminator loss: 1.331956 - generator loss: 0.774551 - 1s
Epoch 48597/50000
discriminator loss: 1.335100 - generator loss: 0.763691 - 1s
Epoch 48598/50000
discriminator loss: 1.330456 - generator loss: 0.780313 - 1s
Epoch 48599/50000
discriminator loss: 1.323278 - generator loss: 0.793382 - 1s
Epoch 48600/50000
discriminator loss: 1.328282 - generator loss: 0.780024 - 1s
Epoch 48601/50000
discriminator loss: 1.330552 - generator loss: 0.780530 - 1s
Epoch 48602/50000
discriminator loss: 1.340786 - generator loss: 0.766619 - 1s
Epoch 48603/50000
discriminator loss: 1.337349 - generator loss: 0.773562 - 1s
Epoch 48604/50000
discriminator loss: 1.331093 - generator loss: 0.781224 - 1s
Epoch 48605/50000
discriminator loss: 1.343794 - generator loss: 0.771889 - 1s
Epoch 48606/50000
discriminator loss: 1.331613 - generator loss: 0.785137 - 1s
Epoch 48607/50000
discriminator loss: 1.334508 - generator loss: 0.772965 - 1s
Epoch 48608/50000
discriminator loss: 1.333381 - generator loss: 0.784191 - 1s
Epoch 48609/50000
discriminator loss: 1.324644 - generator loss: 0.781388 - 1s
Epoch 48610/50000
discriminator loss: 1.334669 - generator loss: 0.772510 - 1s
Epoch 48611/50000
discriminator loss: 1.335998 - generator loss: 0.775599 - 1s
Epoch 48612/50000
discriminator loss: 1.337872 - generator loss: 0.768011 - 1s
Epoch 48613/50000
discriminator loss: 1.332703 - generator loss: 0.776410 - 1s
Epoch 48614/50000
discriminator loss: 1.339782 - generator loss: 0.774519 - 1s
Epoch 48615/50000
discriminator loss: 1.334930 - generator loss: 0.782120 - 1s
Epoch 48616/50000
discriminator loss: 1.336472 - generator loss: 0.777991 - 1s
Epoch 48617/50000
discriminator loss: 1.344573 - generator loss: 0.770319 - 1s
Epoch 48618/50000
discriminator loss: 1.337783 - generator loss: 0.771091 - 1s
Epoch 48619/50000
discriminator loss: 1.341300 - generator loss: 0.773981 - 1s
Epoch 48620/50000
discriminator loss: 1.327248 - generator loss: 0.773941 - 1s
Epoch 48621/50000
discriminator loss: 1.327541 - generator loss: 0.781222 - 1s
Epoch 48622/50000
discriminator loss: 1.333121 - generator loss: 0.778115 - 1s
Epoch 48623/50000
discriminator loss: 1.321645 - generator loss: 0.791384 - 1s
Epoch 48624/50000
discriminator loss: 1.329486 - generator loss: 0.778033 - 1s
Epoch 48625/50000
discriminator loss: 1.333279 - generator loss: 0.780967 - 1s
Epoch 48626/50000
discriminator loss: 1.326248 - generator loss: 0.778412 - 1s
Epoch 48627/50000
discriminator loss: 1.327462 - generator loss: 0.778716 - 1s
Epoch 48628/50000
discriminator loss: 1.341316 - generator loss: 0.768809 - 1s
Epoch 48629/50000
discriminator loss: 1.334966 - generator loss: 0.772727 - 1s
Epoch 48630/50000
discriminator loss: 1.333792 - generator loss: 0.777831 - 1s
Epoch 48631/50000
discriminator loss: 1.336971 - generator loss: 0.775276 - 1s
Epoch 48632/50000
discriminator loss: 1.326601 - generator loss: 0.773314 - 1s
Epoch 48633/50000
discriminator loss: 1.344445 - generator loss: 0.765246 - 1s
Epoch 48634/50000
discriminator loss: 1.334075 - generator loss: 0.778738 - 1s
Epoch 48635/50000
discriminator loss: 1.333924 - generator loss: 0.768657 - 1s
Epoch 48636/50000
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Epoch 48637/50000
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Epoch 48638/50000
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Epoch 48639/50000
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Epoch 48640/50000
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Epoch 48641/50000
discriminator loss: 1.338010 - generator loss: 0.767879 - 1s
Epoch 48642/50000
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Epoch 48643/50000
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Epoch 48644/50000
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Epoch 48645/50000
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Epoch 48646/50000
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Epoch 48647/50000
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Epoch 48648/50000
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Epoch 48649/50000
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Epoch 48650/50000
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Epoch 48651/50000
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Epoch 48652/50000
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Epoch 48653/50000
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Epoch 48654/50000
discriminator loss: 1.318817 - generator loss: 0.791346 - 1s
Epoch 48655/50000
discriminator loss: 1.336212 - generator loss: 0.773333 - 1s
Epoch 48656/50000
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Epoch 48657/50000
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Epoch 48658/50000
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Epoch 48659/50000
discriminator loss: 1.326477 - generator loss: 0.780397 - 1s
Epoch 48660/50000
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Epoch 48661/50000
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Epoch 48662/50000
discriminator loss: 1.335929 - generator loss: 0.779851 - 1s
Epoch 48663/50000
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Epoch 48664/50000
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Epoch 48665/50000
discriminator loss: 1.344313 - generator loss: 0.765297 - 1s
Epoch 48666/50000
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Epoch 48667/50000
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Epoch 48668/50000
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Epoch 48669/50000
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Epoch 48670/50000
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Epoch 48671/50000
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Epoch 48672/50000
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Epoch 48673/50000
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Epoch 48674/50000
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Epoch 48675/50000
discriminator loss: 1.325521 - generator loss: 0.779554 - 1s
Epoch 48676/50000
discriminator loss: 1.324952 - generator loss: 0.777173 - 1s
Epoch 48677/50000
discriminator loss: 1.330754 - generator loss: 0.784009 - 1s
Epoch 48678/50000
discriminator loss: 1.333302 - generator loss: 0.778344 - 1s
Epoch 48679/50000
discriminator loss: 1.343812 - generator loss: 0.760879 - 1s
Epoch 48680/50000
discriminator loss: 1.336615 - generator loss: 0.769715 - 1s
Epoch 48681/50000
discriminator loss: 1.343042 - generator loss: 0.775504 - 1s
Epoch 48682/50000
discriminator loss: 1.326793 - generator loss: 0.780595 - 1s
Epoch 48683/50000
discriminator loss: 1.330167 - generator loss: 0.777856 - 1s
Epoch 48684/50000
discriminator loss: 1.345707 - generator loss: 0.761211 - 1s
Epoch 48685/50000
discriminator loss: 1.336897 - generator loss: 0.780073 - 1s
Epoch 48686/50000
discriminator loss: 1.323247 - generator loss: 0.777669 - 1s
Epoch 48687/50000
discriminator loss: 1.334904 - generator loss: 0.778046 - 1s
Epoch 48688/50000
discriminator loss: 1.334947 - generator loss: 0.778809 - 1s
Epoch 48689/50000
discriminator loss: 1.328915 - generator loss: 0.777720 - 1s
Epoch 48690/50000
discriminator loss: 1.339395 - generator loss: 0.775929 - 1s
Epoch 48691/50000
discriminator loss: 1.342409 - generator loss: 0.763237 - 1s
Epoch 48692/50000
discriminator loss: 1.329387 - generator loss: 0.777329 - 1s
Epoch 48693/50000
discriminator loss: 1.336990 - generator loss: 0.774751 - 1s
Epoch 48694/50000
discriminator loss: 1.330388 - generator loss: 0.776136 - 1s
Epoch 48695/50000
discriminator loss: 1.334523 - generator loss: 0.775449 - 1s
Epoch 48696/50000
discriminator loss: 1.347126 - generator loss: 0.771708 - 1s
Epoch 48697/50000
discriminator loss: 1.336158 - generator loss: 0.774632 - 1s
Epoch 48698/50000
discriminator loss: 1.343534 - generator loss: 0.770060 - 1s
Epoch 48699/50000
discriminator loss: 1.342430 - generator loss: 0.771618 - 1s
Epoch 48700/50000
discriminator loss: 1.336195 - generator loss: 0.770387 - 1s
Epoch 48701/50000
discriminator loss: 1.337967 - generator loss: 0.778019 - 1s
Epoch 48702/50000
discriminator loss: 1.340627 - generator loss: 0.771427 - 1s
Epoch 48703/50000
discriminator loss: 1.335645 - generator loss: 0.771762 - 1s
Epoch 48704/50000
discriminator loss: 1.344132 - generator loss: 0.777353 - 1s
Epoch 48705/50000
discriminator loss: 1.337051 - generator loss: 0.771820 - 1s
Epoch 48706/50000
discriminator loss: 1.333738 - generator loss: 0.781326 - 1s
Epoch 48707/50000
discriminator loss: 1.332069 - generator loss: 0.768585 - 1s
Epoch 48708/50000
discriminator loss: 1.324299 - generator loss: 0.781811 - 1s
Epoch 48709/50000
discriminator loss: 1.319925 - generator loss: 0.788469 - 1s
Epoch 48710/50000
discriminator loss: 1.340292 - generator loss: 0.770489 - 1s
Epoch 48711/50000
discriminator loss: 1.341189 - generator loss: 0.767125 - 1s
Epoch 48712/50000
discriminator loss: 1.352140 - generator loss: 0.764100 - 1s
Epoch 48713/50000
discriminator loss: 1.337922 - generator loss: 0.765933 - 1s
Epoch 48714/50000
discriminator loss: 1.327833 - generator loss: 0.774046 - 1s
Epoch 48715/50000
discriminator loss: 1.339945 - generator loss: 0.775403 - 1s
Epoch 48716/50000
discriminator loss: 1.330661 - generator loss: 0.777269 - 1s
Epoch 48717/50000
discriminator loss: 1.325399 - generator loss: 0.779973 - 1s
Epoch 48718/50000
discriminator loss: 1.337305 - generator loss: 0.774147 - 1s
Epoch 48719/50000
discriminator loss: 1.345694 - generator loss: 0.766016 - 1s
Epoch 48720/50000
discriminator loss: 1.331141 - generator loss: 0.779804 - 1s
Epoch 48721/50000
discriminator loss: 1.332215 - generator loss: 0.777089 - 1s
Epoch 48722/50000
discriminator loss: 1.333067 - generator loss: 0.771326 - 1s
Epoch 48723/50000
discriminator loss: 1.338438 - generator loss: 0.771348 - 1s
Epoch 48724/50000
discriminator loss: 1.339987 - generator loss: 0.773401 - 1s
Epoch 48725/50000
discriminator loss: 1.330360 - generator loss: 0.772569 - 1s
Epoch 48726/50000
discriminator loss: 1.353147 - generator loss: 0.766895 - 1s
Epoch 48727/50000
discriminator loss: 1.344627 - generator loss: 0.767355 - 1s
Epoch 48728/50000
discriminator loss: 1.339967 - generator loss: 0.773553 - 1s
Epoch 48729/50000
discriminator loss: 1.341944 - generator loss: 0.772308 - 1s
Epoch 48730/50000
discriminator loss: 1.323173 - generator loss: 0.781449 - 1s
Epoch 48731/50000
discriminator loss: 1.328228 - generator loss: 0.776090 - 1s
Epoch 48732/50000
discriminator loss: 1.332605 - generator loss: 0.785146 - 1s
Epoch 48733/50000
discriminator loss: 1.323777 - generator loss: 0.782819 - 1s
Epoch 48734/50000
discriminator loss: 1.319011 - generator loss: 0.793849 - 1s
Epoch 48735/50000
discriminator loss: 1.313504 - generator loss: 0.786448 - 1s
Epoch 48736/50000
discriminator loss: 1.344128 - generator loss: 0.765971 - 1s
Epoch 48737/50000
discriminator loss: 1.332425 - generator loss: 0.768729 - 1s
Epoch 48738/50000
discriminator loss: 1.328653 - generator loss: 0.779639 - 1s
Epoch 48739/50000
discriminator loss: 1.321744 - generator loss: 0.788846 - 1s
Epoch 48740/50000
discriminator loss: 1.351214 - generator loss: 0.768134 - 1s
Epoch 48741/50000
discriminator loss: 1.322686 - generator loss: 0.776720 - 1s
Epoch 48742/50000
discriminator loss: 1.332658 - generator loss: 0.784191 - 1s
Epoch 48743/50000
discriminator loss: 1.334413 - generator loss: 0.777281 - 1s
Epoch 48744/50000
discriminator loss: 1.333064 - generator loss: 0.774077 - 1s
Epoch 48745/50000
discriminator loss: 1.337235 - generator loss: 0.768331 - 1s
Epoch 48746/50000
discriminator loss: 1.331610 - generator loss: 0.767941 - 1s
Epoch 48747/50000
discriminator loss: 1.333516 - generator loss: 0.777261 - 1s
Epoch 48748/50000
discriminator loss: 1.329467 - generator loss: 0.788768 - 1s
Epoch 48749/50000
discriminator loss: 1.325892 - generator loss: 0.790222 - 1s
Epoch 48750/50000
discriminator loss: 1.327752 - generator loss: 0.774825 - 1s
Epoch 48751/50000
discriminator loss: 1.335039 - generator loss: 0.769622 - 1s
Epoch 48752/50000
discriminator loss: 1.327003 - generator loss: 0.785681 - 1s
Epoch 48753/50000
discriminator loss: 1.334093 - generator loss: 0.771298 - 1s
Epoch 48754/50000
discriminator loss: 1.341851 - generator loss: 0.765289 - 1s
Epoch 48755/50000
discriminator loss: 1.338520 - generator loss: 0.777022 - 1s
Epoch 48756/50000
discriminator loss: 1.339885 - generator loss: 0.777643 - 1s
Epoch 48757/50000
discriminator loss: 1.330233 - generator loss: 0.787972 - 1s
Epoch 48758/50000
discriminator loss: 1.328416 - generator loss: 0.784127 - 1s
Epoch 48759/50000
discriminator loss: 1.343913 - generator loss: 0.772749 - 1s
Epoch 48760/50000
discriminator loss: 1.331599 - generator loss: 0.774094 - 1s
Epoch 48761/50000
discriminator loss: 1.333422 - generator loss: 0.767857 - 1s
Epoch 48762/50000
discriminator loss: 1.332819 - generator loss: 0.772925 - 1s
Epoch 48763/50000
discriminator loss: 1.347362 - generator loss: 0.766521 - 1s
Epoch 48764/50000
discriminator loss: 1.339341 - generator loss: 0.775041 - 1s
Epoch 48765/50000
discriminator loss: 1.335340 - generator loss: 0.783718 - 1s
Epoch 48766/50000
discriminator loss: 1.329599 - generator loss: 0.788409 - 1s
Epoch 48767/50000
discriminator loss: 1.331616 - generator loss: 0.768047 - 1s
Epoch 48768/50000
discriminator loss: 1.327845 - generator loss: 0.774828 - 1s
Epoch 48769/50000
discriminator loss: 1.325073 - generator loss: 0.785000 - 1s
Epoch 48770/50000
discriminator loss: 1.338097 - generator loss: 0.761387 - 1s
Epoch 48771/50000
discriminator loss: 1.324327 - generator loss: 0.782790 - 1s
Epoch 48772/50000
discriminator loss: 1.331897 - generator loss: 0.780143 - 1s
Epoch 48773/50000
discriminator loss: 1.336818 - generator loss: 0.781900 - 1s
Epoch 48774/50000
discriminator loss: 1.343437 - generator loss: 0.771580 - 1s
Epoch 48775/50000
discriminator loss: 1.349763 - generator loss: 0.762410 - 1s
Epoch 48776/50000
discriminator loss: 1.338205 - generator loss: 0.774659 - 1s
Epoch 48777/50000
discriminator loss: 1.335319 - generator loss: 0.774251 - 1s
Epoch 48778/50000
discriminator loss: 1.337339 - generator loss: 0.773411 - 1s
Epoch 48779/50000
discriminator loss: 1.337182 - generator loss: 0.775716 - 1s
Epoch 48780/50000
discriminator loss: 1.334897 - generator loss: 0.775314 - 1s
Epoch 48781/50000
discriminator loss: 1.319453 - generator loss: 0.791161 - 1s
Epoch 48782/50000
discriminator loss: 1.324625 - generator loss: 0.781990 - 1s
Epoch 48783/50000
discriminator loss: 1.327489 - generator loss: 0.779763 - 1s
Epoch 48784/50000
discriminator loss: 1.325490 - generator loss: 0.782029 - 1s
Epoch 48785/50000
discriminator loss: 1.338256 - generator loss: 0.776443 - 1s
Epoch 48786/50000
discriminator loss: 1.326253 - generator loss: 0.777334 - 1s
Epoch 48787/50000
discriminator loss: 1.324209 - generator loss: 0.769300 - 1s
Epoch 48788/50000
discriminator loss: 1.338916 - generator loss: 0.774786 - 1s
Epoch 48789/50000
discriminator loss: 1.333025 - generator loss: 0.778857 - 1s
Epoch 48790/50000
discriminator loss: 1.340700 - generator loss: 0.773293 - 1s
Epoch 48791/50000
discriminator loss: 1.337285 - generator loss: 0.774373 - 1s
Epoch 48792/50000
discriminator loss: 1.333330 - generator loss: 0.780824 - 1s
Epoch 48793/50000
discriminator loss: 1.340419 - generator loss: 0.772943 - 1s
Epoch 48794/50000
discriminator loss: 1.344553 - generator loss: 0.757055 - 1s
Epoch 48795/50000
discriminator loss: 1.336023 - generator loss: 0.784743 - 1s
Epoch 48796/50000
discriminator loss: 1.333291 - generator loss: 0.774022 - 1s
Epoch 48797/50000
discriminator loss: 1.335051 - generator loss: 0.777369 - 1s
Epoch 48798/50000
discriminator loss: 1.336437 - generator loss: 0.771678 - 1s
Epoch 48799/50000
discriminator loss: 1.332912 - generator loss: 0.774331 - 1s
Epoch 48800/50000
discriminator loss: 1.336989 - generator loss: 0.770463 - 1s
Epoch 48801/50000
discriminator loss: 1.349816 - generator loss: 0.761982 - 1s
Epoch 48802/50000
discriminator loss: 1.337301 - generator loss: 0.784708 - 1s
Epoch 48803/50000
discriminator loss: 1.339675 - generator loss: 0.768105 - 1s
Epoch 48804/50000
discriminator loss: 1.329673 - generator loss: 0.774452 - 1s
Epoch 48805/50000
discriminator loss: 1.336894 - generator loss: 0.772097 - 1s
Epoch 48806/50000
discriminator loss: 1.331780 - generator loss: 0.777965 - 1s
Epoch 48807/50000
discriminator loss: 1.340291 - generator loss: 0.772735 - 1s
Epoch 48808/50000
discriminator loss: 1.338143 - generator loss: 0.771458 - 1s
Epoch 48809/50000
discriminator loss: 1.339529 - generator loss: 0.769629 - 1s
Epoch 48810/50000
discriminator loss: 1.336260 - generator loss: 0.771539 - 1s
Epoch 48811/50000
discriminator loss: 1.342464 - generator loss: 0.772939 - 1s
Epoch 48812/50000
discriminator loss: 1.326547 - generator loss: 0.789055 - 1s
Epoch 48813/50000
discriminator loss: 1.339741 - generator loss: 0.774581 - 1s
Epoch 48814/50000
discriminator loss: 1.339218 - generator loss: 0.764383 - 1s
Epoch 48815/50000
discriminator loss: 1.337538 - generator loss: 0.775445 - 1s
Epoch 48816/50000
discriminator loss: 1.346334 - generator loss: 0.760375 - 1s
Epoch 48817/50000
discriminator loss: 1.344627 - generator loss: 0.769996 - 1s
Epoch 48818/50000
discriminator loss: 1.330835 - generator loss: 0.781815 - 1s
Epoch 48819/50000
discriminator loss: 1.326927 - generator loss: 0.772937 - 1s
Epoch 48820/50000
discriminator loss: 1.332272 - generator loss: 0.781698 - 1s
Epoch 48821/50000
discriminator loss: 1.321334 - generator loss: 0.789864 - 1s
Epoch 48822/50000
discriminator loss: 1.328068 - generator loss: 0.779657 - 1s
Epoch 48823/50000
discriminator loss: 1.338731 - generator loss: 0.783145 - 1s
Epoch 48824/50000
discriminator loss: 1.337350 - generator loss: 0.768612 - 1s
Epoch 48825/50000
discriminator loss: 1.330673 - generator loss: 0.772289 - 1s
Epoch 48826/50000
discriminator loss: 1.330634 - generator loss: 0.778240 - 1s
Epoch 48827/50000
discriminator loss: 1.336050 - generator loss: 0.775025 - 1s
Epoch 48828/50000
discriminator loss: 1.343558 - generator loss: 0.770743 - 1s
Epoch 48829/50000
discriminator loss: 1.336858 - generator loss: 0.775965 - 1s
Epoch 48830/50000
discriminator loss: 1.326080 - generator loss: 0.783146 - 1s
Epoch 48831/50000
discriminator loss: 1.333510 - generator loss: 0.771874 - 1s
Epoch 48832/50000
discriminator loss: 1.339416 - generator loss: 0.773781 - 1s
Epoch 48833/50000
discriminator loss: 1.335969 - generator loss: 0.762463 - 1s
Epoch 48834/50000
discriminator loss: 1.333606 - generator loss: 0.781773 - 1s
Epoch 48835/50000
discriminator loss: 1.345097 - generator loss: 0.768736 - 1s
Epoch 48836/50000
discriminator loss: 1.340416 - generator loss: 0.775127 - 1s
Epoch 48837/50000
discriminator loss: 1.325751 - generator loss: 0.793023 - 1s
Epoch 48838/50000
discriminator loss: 1.319079 - generator loss: 0.785171 - 1s
Epoch 48839/50000
discriminator loss: 1.340514 - generator loss: 0.760344 - 1s
Epoch 48840/50000
discriminator loss: 1.340389 - generator loss: 0.777165 - 1s
Epoch 48841/50000
discriminator loss: 1.324944 - generator loss: 0.779122 - 1s
Epoch 48842/50000
discriminator loss: 1.338921 - generator loss: 0.770412 - 1s
Epoch 48843/50000
discriminator loss: 1.316047 - generator loss: 0.794370 - 1s
Epoch 48844/50000
discriminator loss: 1.328925 - generator loss: 0.770444 - 1s
Epoch 48845/50000
discriminator loss: 1.346886 - generator loss: 0.771807 - 1s
Epoch 48846/50000
discriminator loss: 1.348338 - generator loss: 0.765649 - 1s
Epoch 48847/50000
discriminator loss: 1.324883 - generator loss: 0.781824 - 1s
Epoch 48848/50000
discriminator loss: 1.334909 - generator loss: 0.776223 - 1s
Epoch 48849/50000
discriminator loss: 1.338652 - generator loss: 0.764003 - 1s
Epoch 48850/50000
discriminator loss: 1.334039 - generator loss: 0.778918 - 1s
Epoch 48851/50000
discriminator loss: 1.328435 - generator loss: 0.776844 - 1s
Epoch 48852/50000
discriminator loss: 1.335452 - generator loss: 0.776053 - 1s
Epoch 48853/50000
discriminator loss: 1.338393 - generator loss: 0.772540 - 1s
Epoch 48854/50000
discriminator loss: 1.330853 - generator loss: 0.779039 - 1s
Epoch 48855/50000
discriminator loss: 1.323266 - generator loss: 0.782280 - 1s
Epoch 48856/50000
discriminator loss: 1.322046 - generator loss: 0.782664 - 1s
Epoch 48857/50000
discriminator loss: 1.331648 - generator loss: 0.778243 - 1s
Epoch 48858/50000
discriminator loss: 1.325920 - generator loss: 0.777818 - 1s
Epoch 48859/50000
discriminator loss: 1.324551 - generator loss: 0.777783 - 1s
Epoch 48860/50000
discriminator loss: 1.322695 - generator loss: 0.786594 - 1s
Epoch 48861/50000
discriminator loss: 1.331398 - generator loss: 0.776357 - 1s
Epoch 48862/50000
discriminator loss: 1.339142 - generator loss: 0.774895 - 1s
Epoch 48863/50000
discriminator loss: 1.314652 - generator loss: 0.788734 - 1s
Epoch 48864/50000
discriminator loss: 1.336427 - generator loss: 0.775424 - 1s
Epoch 48865/50000
discriminator loss: 1.348294 - generator loss: 0.765370 - 1s
Epoch 48866/50000
discriminator loss: 1.338726 - generator loss: 0.771431 - 1s
Epoch 48867/50000
discriminator loss: 1.327155 - generator loss: 0.777205 - 1s
Epoch 48868/50000
discriminator loss: 1.328107 - generator loss: 0.775596 - 1s
Epoch 48869/50000
discriminator loss: 1.340655 - generator loss: 0.783085 - 1s
Epoch 48870/50000
discriminator loss: 1.342177 - generator loss: 0.760123 - 1s
Epoch 48871/50000
discriminator loss: 1.344765 - generator loss: 0.768633 - 1s
Epoch 48872/50000
discriminator loss: 1.331710 - generator loss: 0.771549 - 1s
Epoch 48873/50000
discriminator loss: 1.331048 - generator loss: 0.777727 - 1s
Epoch 48874/50000
discriminator loss: 1.317698 - generator loss: 0.784093 - 1s
Epoch 48875/50000
discriminator loss: 1.329648 - generator loss: 0.778060 - 1s
Epoch 48876/50000
discriminator loss: 1.328639 - generator loss: 0.779963 - 1s
Epoch 48877/50000
discriminator loss: 1.326512 - generator loss: 0.773914 - 1s
Epoch 48878/50000
discriminator loss: 1.330046 - generator loss: 0.778358 - 1s
Epoch 48879/50000
discriminator loss: 1.332371 - generator loss: 0.780394 - 1s
Epoch 48880/50000
discriminator loss: 1.340233 - generator loss: 0.769256 - 1s
Epoch 48881/50000
discriminator loss: 1.338761 - generator loss: 0.774624 - 1s
Epoch 48882/50000
discriminator loss: 1.323295 - generator loss: 0.777573 - 1s
Epoch 48883/50000
discriminator loss: 1.342024 - generator loss: 0.780988 - 1s
Epoch 48884/50000
discriminator loss: 1.337801 - generator loss: 0.772727 - 1s
Epoch 48885/50000
discriminator loss: 1.335785 - generator loss: 0.780314 - 1s
Epoch 48886/50000
discriminator loss: 1.329080 - generator loss: 0.779036 - 1s
Epoch 48887/50000
discriminator loss: 1.332693 - generator loss: 0.775216 - 1s
Epoch 48888/50000
discriminator loss: 1.321557 - generator loss: 0.787354 - 1s
Epoch 48889/50000
discriminator loss: 1.321994 - generator loss: 0.781121 - 1s
Epoch 48890/50000
discriminator loss: 1.326832 - generator loss: 0.785773 - 1s
Epoch 48891/50000
discriminator loss: 1.328093 - generator loss: 0.781328 - 1s
Epoch 48892/50000
discriminator loss: 1.340663 - generator loss: 0.774580 - 1s
Epoch 48893/50000
discriminator loss: 1.324333 - generator loss: 0.782932 - 1s
Epoch 48894/50000
discriminator loss: 1.328686 - generator loss: 0.772480 - 1s
Epoch 48895/50000
discriminator loss: 1.331127 - generator loss: 0.786606 - 1s
Epoch 48896/50000
discriminator loss: 1.328264 - generator loss: 0.770777 - 1s
Epoch 48897/50000
discriminator loss: 1.334935 - generator loss: 0.780778 - 1s
Epoch 48898/50000
discriminator loss: 1.330725 - generator loss: 0.782522 - 1s
Epoch 48899/50000
discriminator loss: 1.342731 - generator loss: 0.769093 - 1s
Epoch 48900/50000
discriminator loss: 1.339198 - generator loss: 0.773957 - 1s
Epoch 48901/50000
discriminator loss: 1.327673 - generator loss: 0.778084 - 1s
Epoch 48902/50000
discriminator loss: 1.354090 - generator loss: 0.757837 - 1s
Epoch 48903/50000
discriminator loss: 1.336220 - generator loss: 0.776496 - 1s
Epoch 48904/50000
discriminator loss: 1.341845 - generator loss: 0.766451 - 1s
Epoch 48905/50000
discriminator loss: 1.338829 - generator loss: 0.780041 - 1s
Epoch 48906/50000
discriminator loss: 1.316551 - generator loss: 0.798433 - 1s
Epoch 48907/50000
discriminator loss: 1.347039 - generator loss: 0.767795 - 1s
Epoch 48908/50000
discriminator loss: 1.331397 - generator loss: 0.786371 - 1s
Epoch 48909/50000
discriminator loss: 1.344855 - generator loss: 0.769643 - 1s
Epoch 48910/50000
discriminator loss: 1.327560 - generator loss: 0.780438 - 1s
Epoch 48911/50000
discriminator loss: 1.313164 - generator loss: 0.790084 - 1s
Epoch 48912/50000
discriminator loss: 1.341899 - generator loss: 0.776999 - 1s
Epoch 48913/50000
discriminator loss: 1.301107 - generator loss: 0.805008 - 1s
Epoch 48914/50000
discriminator loss: 1.338667 - generator loss: 0.769608 - 1s
Epoch 48915/50000
discriminator loss: 1.335841 - generator loss: 0.779961 - 1s
Epoch 48916/50000
discriminator loss: 1.325945 - generator loss: 0.783317 - 1s
Epoch 48917/50000
discriminator loss: 1.348815 - generator loss: 0.776745 - 1s
Epoch 48918/50000
discriminator loss: 1.330091 - generator loss: 0.773506 - 1s
Epoch 48919/50000
discriminator loss: 1.338887 - generator loss: 0.772414 - 1s
Epoch 48920/50000
discriminator loss: 1.343047 - generator loss: 0.761409 - 1s
Epoch 48921/50000
discriminator loss: 1.330666 - generator loss: 0.781876 - 1s
Epoch 48922/50000
discriminator loss: 1.330637 - generator loss: 0.787839 - 1s
Epoch 48923/50000
discriminator loss: 1.330944 - generator loss: 0.785229 - 1s
Epoch 48924/50000
discriminator loss: 1.338613 - generator loss: 0.766197 - 1s
Epoch 48925/50000
discriminator loss: 1.336474 - generator loss: 0.770621 - 1s
Epoch 48926/50000
discriminator loss: 1.328795 - generator loss: 0.787291 - 1s
Epoch 48927/50000
discriminator loss: 1.335885 - generator loss: 0.781985 - 1s
Epoch 48928/50000
discriminator loss: 1.336620 - generator loss: 0.765186 - 1s
Epoch 48929/50000
discriminator loss: 1.349034 - generator loss: 0.767027 - 1s
Epoch 48930/50000
discriminator loss: 1.336831 - generator loss: 0.775526 - 1s
Epoch 48931/50000
discriminator loss: 1.337156 - generator loss: 0.775875 - 1s
Epoch 48932/50000
discriminator loss: 1.337875 - generator loss: 0.781604 - 1s
Epoch 48933/50000
discriminator loss: 1.335163 - generator loss: 0.776411 - 1s
Epoch 48934/50000
discriminator loss: 1.334351 - generator loss: 0.769469 - 1s
Epoch 48935/50000
discriminator loss: 1.339009 - generator loss: 0.771698 - 1s
Epoch 48936/50000
discriminator loss: 1.316839 - generator loss: 0.790026 - 1s
Epoch 48937/50000
discriminator loss: 1.314950 - generator loss: 0.789592 - 1s
Epoch 48938/50000
discriminator loss: 1.333250 - generator loss: 0.766786 - 1s
Epoch 48939/50000
discriminator loss: 1.331792 - generator loss: 0.785536 - 1s
Epoch 48940/50000
discriminator loss: 1.332910 - generator loss: 0.779806 - 1s
Epoch 48941/50000
discriminator loss: 1.327936 - generator loss: 0.785901 - 1s
Epoch 48942/50000
discriminator loss: 1.333440 - generator loss: 0.771558 - 1s
Epoch 48943/50000
discriminator loss: 1.329843 - generator loss: 0.770544 - 1s
Epoch 48944/50000
discriminator loss: 1.337961 - generator loss: 0.766005 - 1s
Epoch 48945/50000
discriminator loss: 1.332811 - generator loss: 0.779182 - 1s
Epoch 48946/50000
discriminator loss: 1.321890 - generator loss: 0.791634 - 1s
Epoch 48947/50000
discriminator loss: 1.334690 - generator loss: 0.776299 - 1s
Epoch 48948/50000
discriminator loss: 1.335665 - generator loss: 0.777559 - 1s
Epoch 48949/50000
discriminator loss: 1.341936 - generator loss: 0.770038 - 1s
Epoch 48950/50000
discriminator loss: 1.341150 - generator loss: 0.776254 - 1s
Epoch 48951/50000
discriminator loss: 1.335140 - generator loss: 0.766101 - 1s
Epoch 48952/50000
discriminator loss: 1.334197 - generator loss: 0.768184 - 1s
Epoch 48953/50000
discriminator loss: 1.321330 - generator loss: 0.783787 - 1s
Epoch 48954/50000
discriminator loss: 1.325998 - generator loss: 0.779975 - 1s
Epoch 48955/50000
discriminator loss: 1.328490 - generator loss: 0.785356 - 1s
Epoch 48956/50000
discriminator loss: 1.332526 - generator loss: 0.776423 - 1s
Epoch 48957/50000
discriminator loss: 1.325713 - generator loss: 0.781340 - 1s
Epoch 48958/50000
discriminator loss: 1.312244 - generator loss: 0.791850 - 1s
Epoch 48959/50000
discriminator loss: 1.324388 - generator loss: 0.779407 - 1s
Epoch 48960/50000
discriminator loss: 1.332021 - generator loss: 0.767312 - 1s
Epoch 48961/50000
discriminator loss: 1.347448 - generator loss: 0.766297 - 1s
Epoch 48962/50000
discriminator loss: 1.333779 - generator loss: 0.782664 - 1s
Epoch 48963/50000
discriminator loss: 1.338881 - generator loss: 0.767353 - 1s
Epoch 48964/50000
discriminator loss: 1.330143 - generator loss: 0.787265 - 1s
Epoch 48965/50000
discriminator loss: 1.331798 - generator loss: 0.777468 - 1s
Epoch 48966/50000
discriminator loss: 1.333131 - generator loss: 0.780464 - 1s
Epoch 48967/50000
discriminator loss: 1.343425 - generator loss: 0.764870 - 1s
Epoch 48968/50000
discriminator loss: 1.337068 - generator loss: 0.778705 - 1s
Epoch 48969/50000
discriminator loss: 1.332216 - generator loss: 0.773090 - 1s
Epoch 48970/50000
discriminator loss: 1.328454 - generator loss: 0.783318 - 1s
Epoch 48971/50000
discriminator loss: 1.329641 - generator loss: 0.776697 - 1s
Epoch 48972/50000
discriminator loss: 1.331865 - generator loss: 0.782540 - 1s
Epoch 48973/50000
discriminator loss: 1.330145 - generator loss: 0.777694 - 1s
Epoch 48974/50000
discriminator loss: 1.341605 - generator loss: 0.769260 - 1s
Epoch 48975/50000
discriminator loss: 1.326589 - generator loss: 0.783635 - 1s
Epoch 48976/50000
discriminator loss: 1.330802 - generator loss: 0.769308 - 1s
Epoch 48977/50000
discriminator loss: 1.333195 - generator loss: 0.776291 - 1s
Epoch 48978/50000
discriminator loss: 1.334254 - generator loss: 0.773860 - 1s
Epoch 48979/50000
discriminator loss: 1.337566 - generator loss: 0.776596 - 1s
Epoch 48980/50000
discriminator loss: 1.331939 - generator loss: 0.787916 - 1s
Epoch 48981/50000
discriminator loss: 1.324687 - generator loss: 0.776663 - 1s
Epoch 48982/50000
discriminator loss: 1.321233 - generator loss: 0.779349 - 1s
Epoch 48983/50000
discriminator loss: 1.335913 - generator loss: 0.769686 - 1s
Epoch 48984/50000
discriminator loss: 1.330572 - generator loss: 0.777887 - 1s
Epoch 48985/50000
discriminator loss: 1.331336 - generator loss: 0.778646 - 1s
Epoch 48986/50000
discriminator loss: 1.327947 - generator loss: 0.781175 - 1s
Epoch 48987/50000
discriminator loss: 1.330935 - generator loss: 0.779253 - 1s
Epoch 48988/50000
discriminator loss: 1.345245 - generator loss: 0.761823 - 1s
Epoch 48989/50000
discriminator loss: 1.328787 - generator loss: 0.783712 - 1s
Epoch 48990/50000
discriminator loss: 1.334962 - generator loss: 0.772230 - 1s
Epoch 48991/50000
discriminator loss: 1.329545 - generator loss: 0.775981 - 1s
Epoch 48992/50000
discriminator loss: 1.326095 - generator loss: 0.787001 - 1s
Epoch 48993/50000
discriminator loss: 1.322975 - generator loss: 0.780130 - 1s
Epoch 48994/50000
discriminator loss: 1.325037 - generator loss: 0.777385 - 1s
Epoch 48995/50000
discriminator loss: 1.342905 - generator loss: 0.778915 - 1s
Epoch 48996/50000
discriminator loss: 1.341331 - generator loss: 0.765636 - 1s
Epoch 48997/50000
discriminator loss: 1.345290 - generator loss: 0.768906 - 1s
Epoch 48998/50000
discriminator loss: 1.328450 - generator loss: 0.785916 - 1s
Epoch 48999/50000
discriminator loss: 1.321520 - generator loss: 0.789170 - 1s
Epoch 49000/50000
discriminator loss: 1.333484 - generator loss: 0.778170 - 1s
Epoch 49001/50000
discriminator loss: 1.329060 - generator loss: 0.779962 - 1s

Loss: 

Epoch 49002/50000
discriminator loss: 1.341243 - generator loss: 0.768962 - 1s
Epoch 49003/50000
discriminator loss: 1.337758 - generator loss: 0.771191 - 1s
Epoch 49004/50000
discriminator loss: 1.335878 - generator loss: 0.777518 - 1s
Epoch 49005/50000
discriminator loss: 1.343263 - generator loss: 0.761864 - 1s
Epoch 49006/50000
discriminator loss: 1.346608 - generator loss: 0.763336 - 1s
Epoch 49007/50000
discriminator loss: 1.331921 - generator loss: 0.779044 - 1s
Epoch 49008/50000
discriminator loss: 1.340066 - generator loss: 0.774089 - 1s
Epoch 49009/50000
discriminator loss: 1.330619 - generator loss: 0.783554 - 1s
Epoch 49010/50000
discriminator loss: 1.319076 - generator loss: 0.781008 - 1s
Epoch 49011/50000
discriminator loss: 1.348557 - generator loss: 0.768901 - 1s
Epoch 49012/50000
discriminator loss: 1.338976 - generator loss: 0.775115 - 1s
Epoch 49013/50000
discriminator loss: 1.332388 - generator loss: 0.773316 - 1s
Epoch 49014/50000
discriminator loss: 1.338449 - generator loss: 0.769276 - 1s
Epoch 49015/50000
discriminator loss: 1.337128 - generator loss: 0.769420 - 1s
Epoch 49016/50000
discriminator loss: 1.343359 - generator loss: 0.765592 - 1s
Epoch 49017/50000
discriminator loss: 1.329633 - generator loss: 0.782942 - 1s
Epoch 49018/50000
discriminator loss: 1.333686 - generator loss: 0.782591 - 1s
Epoch 49019/50000
discriminator loss: 1.335611 - generator loss: 0.779144 - 1s
Epoch 49020/50000
discriminator loss: 1.337033 - generator loss: 0.772166 - 1s
Epoch 49021/50000
discriminator loss: 1.325527 - generator loss: 0.781920 - 1s
Epoch 49022/50000
discriminator loss: 1.340003 - generator loss: 0.775257 - 1s
Epoch 49023/50000
discriminator loss: 1.332237 - generator loss: 0.774974 - 1s
Epoch 49024/50000
discriminator loss: 1.338957 - generator loss: 0.772022 - 1s
Epoch 49025/50000
discriminator loss: 1.336274 - generator loss: 0.772404 - 1s
Epoch 49026/50000
discriminator loss: 1.338098 - generator loss: 0.772979 - 1s
Epoch 49027/50000
discriminator loss: 1.340242 - generator loss: 0.768619 - 1s
Epoch 49028/50000
discriminator loss: 1.338772 - generator loss: 0.771524 - 1s
Epoch 49029/50000
discriminator loss: 1.329080 - generator loss: 0.778508 - 1s
Epoch 49030/50000
discriminator loss: 1.331689 - generator loss: 0.782625 - 1s
Epoch 49031/50000
discriminator loss: 1.337761 - generator loss: 0.768404 - 1s
Epoch 49032/50000
discriminator loss: 1.333924 - generator loss: 0.774707 - 1s
Epoch 49033/50000
discriminator loss: 1.340720 - generator loss: 0.769747 - 1s
Epoch 49034/50000
discriminator loss: 1.335352 - generator loss: 0.775695 - 1s
Epoch 49035/50000
discriminator loss: 1.338645 - generator loss: 0.770067 - 1s
Epoch 49036/50000
discriminator loss: 1.334047 - generator loss: 0.776001 - 1s
Epoch 49037/50000
discriminator loss: 1.328929 - generator loss: 0.778279 - 1s
Epoch 49038/50000
discriminator loss: 1.338747 - generator loss: 0.770914 - 1s
Epoch 49039/50000
discriminator loss: 1.332188 - generator loss: 0.785103 - 1s
Epoch 49040/50000
discriminator loss: 1.340260 - generator loss: 0.766404 - 1s
Epoch 49041/50000
discriminator loss: 1.343692 - generator loss: 0.767227 - 1s
Epoch 49042/50000
discriminator loss: 1.338979 - generator loss: 0.775702 - 1s
Epoch 49043/50000
discriminator loss: 1.329852 - generator loss: 0.781059 - 1s
Epoch 49044/50000
discriminator loss: 1.339837 - generator loss: 0.770446 - 1s
Epoch 49045/50000
discriminator loss: 1.338637 - generator loss: 0.776876 - 1s
Epoch 49046/50000
discriminator loss: 1.330631 - generator loss: 0.771122 - 1s
Epoch 49047/50000
discriminator loss: 1.330400 - generator loss: 0.778246 - 1s
Epoch 49048/50000
discriminator loss: 1.329680 - generator loss: 0.776092 - 1s
Epoch 49049/50000
discriminator loss: 1.332594 - generator loss: 0.779953 - 1s
Epoch 49050/50000
discriminator loss: 1.335450 - generator loss: 0.773423 - 1s
Epoch 49051/50000
discriminator loss: 1.347549 - generator loss: 0.767295 - 1s
Epoch 49052/50000
discriminator loss: 1.336555 - generator loss: 0.771345 - 1s
Epoch 49053/50000
discriminator loss: 1.329683 - generator loss: 0.785691 - 1s
Epoch 49054/50000
discriminator loss: 1.330857 - generator loss: 0.782111 - 1s
Epoch 49055/50000
discriminator loss: 1.337249 - generator loss: 0.771161 - 1s
Epoch 49056/50000
discriminator loss: 1.336875 - generator loss: 0.772644 - 1s
Epoch 49057/50000
discriminator loss: 1.336064 - generator loss: 0.769487 - 1s
Epoch 49058/50000
discriminator loss: 1.328433 - generator loss: 0.783569 - 1s
Epoch 49059/50000
discriminator loss: 1.338699 - generator loss: 0.766752 - 1s
Epoch 49060/50000
discriminator loss: 1.327974 - generator loss: 0.786470 - 1s
Epoch 49061/50000
discriminator loss: 1.326475 - generator loss: 0.780399 - 1s
Epoch 49062/50000
discriminator loss: 1.352524 - generator loss: 0.767193 - 1s
Epoch 49063/50000
discriminator loss: 1.331707 - generator loss: 0.778509 - 1s
Epoch 49064/50000
discriminator loss: 1.333099 - generator loss: 0.785889 - 1s
Epoch 49065/50000
discriminator loss: 1.333279 - generator loss: 0.771909 - 1s
Epoch 49066/50000
discriminator loss: 1.342920 - generator loss: 0.776511 - 1s
Epoch 49067/50000
discriminator loss: 1.345598 - generator loss: 0.763823 - 1s
Epoch 49068/50000
discriminator loss: 1.331499 - generator loss: 0.776299 - 1s
Epoch 49069/50000
discriminator loss: 1.316917 - generator loss: 0.794210 - 1s
Epoch 49070/50000
discriminator loss: 1.333979 - generator loss: 0.776285 - 1s
Epoch 49071/50000
discriminator loss: 1.330014 - generator loss: 0.782857 - 1s
Epoch 49072/50000
discriminator loss: 1.332652 - generator loss: 0.776837 - 1s
Epoch 49073/50000
discriminator loss: 1.331648 - generator loss: 0.772650 - 1s
Epoch 49074/50000
discriminator loss: 1.325983 - generator loss: 0.784463 - 1s
Epoch 49075/50000
discriminator loss: 1.329365 - generator loss: 0.781787 - 1s
Epoch 49076/50000
discriminator loss: 1.333192 - generator loss: 0.784749 - 1s
Epoch 49077/50000
discriminator loss: 1.333685 - generator loss: 0.769708 - 1s
Epoch 49078/50000
discriminator loss: 1.336940 - generator loss: 0.770830 - 1s
Epoch 49079/50000
discriminator loss: 1.342681 - generator loss: 0.762645 - 1s
Epoch 49080/50000
discriminator loss: 1.333256 - generator loss: 0.786066 - 1s
Epoch 49081/50000
discriminator loss: 1.330267 - generator loss: 0.776114 - 1s
Epoch 49082/50000
discriminator loss: 1.341057 - generator loss: 0.769866 - 1s
Epoch 49083/50000
discriminator loss: 1.329817 - generator loss: 0.774682 - 1s
Epoch 49084/50000
discriminator loss: 1.334728 - generator loss: 0.778671 - 1s
Epoch 49085/50000
discriminator loss: 1.330952 - generator loss: 0.779529 - 1s
Epoch 49086/50000
discriminator loss: 1.326338 - generator loss: 0.788192 - 1s
Epoch 49087/50000
discriminator loss: 1.327335 - generator loss: 0.773785 - 1s
Epoch 49088/50000
discriminator loss: 1.334616 - generator loss: 0.765735 - 1s
Epoch 49089/50000
discriminator loss: 1.334324 - generator loss: 0.769737 - 1s
Epoch 49090/50000
discriminator loss: 1.328744 - generator loss: 0.784237 - 1s
Epoch 49091/50000
discriminator loss: 1.331183 - generator loss: 0.777768 - 1s
Epoch 49092/50000
discriminator loss: 1.321419 - generator loss: 0.777200 - 1s
Epoch 49093/50000
discriminator loss: 1.334440 - generator loss: 0.782936 - 1s
Epoch 49094/50000
discriminator loss: 1.339893 - generator loss: 0.767987 - 1s
Epoch 49095/50000
discriminator loss: 1.333503 - generator loss: 0.778968 - 1s
Epoch 49096/50000
discriminator loss: 1.333225 - generator loss: 0.772361 - 1s
Epoch 49097/50000
discriminator loss: 1.343178 - generator loss: 0.769416 - 1s
Epoch 49098/50000
discriminator loss: 1.329368 - generator loss: 0.777743 - 1s
Epoch 49099/50000
discriminator loss: 1.335060 - generator loss: 0.773132 - 1s
Epoch 49100/50000
discriminator loss: 1.333662 - generator loss: 0.783131 - 1s
Epoch 49101/50000
discriminator loss: 1.332151 - generator loss: 0.778271 - 1s
Epoch 49102/50000
discriminator loss: 1.329334 - generator loss: 0.778190 - 1s
Epoch 49103/50000
discriminator loss: 1.344219 - generator loss: 0.767432 - 1s
Epoch 49104/50000
discriminator loss: 1.339393 - generator loss: 0.772923 - 1s
Epoch 49105/50000
discriminator loss: 1.326885 - generator loss: 0.781460 - 1s
Epoch 49106/50000
discriminator loss: 1.324154 - generator loss: 0.776070 - 1s
Epoch 49107/50000
discriminator loss: 1.333020 - generator loss: 0.782595 - 1s
Epoch 49108/50000
discriminator loss: 1.336695 - generator loss: 0.784510 - 1s
Epoch 49109/50000
discriminator loss: 1.328210 - generator loss: 0.781015 - 1s
Epoch 49110/50000
discriminator loss: 1.334686 - generator loss: 0.775763 - 1s
Epoch 49111/50000
discriminator loss: 1.340353 - generator loss: 0.776045 - 1s
Epoch 49112/50000
discriminator loss: 1.326097 - generator loss: 0.781531 - 1s
Epoch 49113/50000
discriminator loss: 1.332672 - generator loss: 0.770139 - 1s
Epoch 49114/50000
discriminator loss: 1.336081 - generator loss: 0.770159 - 1s
Epoch 49115/50000
discriminator loss: 1.336001 - generator loss: 0.783102 - 1s
Epoch 49116/50000
discriminator loss: 1.334443 - generator loss: 0.776848 - 1s
Epoch 49117/50000
discriminator loss: 1.330522 - generator loss: 0.782143 - 1s
Epoch 49118/50000
discriminator loss: 1.330004 - generator loss: 0.785342 - 1s
Epoch 49119/50000
discriminator loss: 1.329819 - generator loss: 0.776240 - 1s
Epoch 49120/50000
discriminator loss: 1.329625 - generator loss: 0.776603 - 1s
Epoch 49121/50000
discriminator loss: 1.329923 - generator loss: 0.774121 - 1s
Epoch 49122/50000
discriminator loss: 1.330691 - generator loss: 0.782153 - 1s
Epoch 49123/50000
discriminator loss: 1.331606 - generator loss: 0.777838 - 1s
Epoch 49124/50000
discriminator loss: 1.331149 - generator loss: 0.783919 - 1s
Epoch 49125/50000
discriminator loss: 1.334754 - generator loss: 0.779036 - 1s
Epoch 49126/50000
discriminator loss: 1.340516 - generator loss: 0.775088 - 1s
Epoch 49127/50000
discriminator loss: 1.340675 - generator loss: 0.766356 - 1s
Epoch 49128/50000
discriminator loss: 1.328864 - generator loss: 0.774001 - 1s
Epoch 49129/50000
discriminator loss: 1.341429 - generator loss: 0.772387 - 1s
Epoch 49130/50000
discriminator loss: 1.326550 - generator loss: 0.774739 - 1s
Epoch 49131/50000
discriminator loss: 1.335241 - generator loss: 0.774685 - 1s
Epoch 49132/50000
discriminator loss: 1.342510 - generator loss: 0.776216 - 1s
Epoch 49133/50000
discriminator loss: 1.342958 - generator loss: 0.773411 - 1s
Epoch 49134/50000
discriminator loss: 1.331650 - generator loss: 0.782173 - 1s
Epoch 49135/50000
discriminator loss: 1.334062 - generator loss: 0.776029 - 1s
Epoch 49136/50000
discriminator loss: 1.345510 - generator loss: 0.770915 - 1s
Epoch 49137/50000
discriminator loss: 1.340549 - generator loss: 0.771642 - 1s
Epoch 49138/50000
discriminator loss: 1.332747 - generator loss: 0.770005 - 1s
Epoch 49139/50000
discriminator loss: 1.331488 - generator loss: 0.779529 - 1s
Epoch 49140/50000
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Epoch 49141/50000
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Epoch 49142/50000
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Epoch 49143/50000
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Epoch 49144/50000
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Epoch 49145/50000
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Epoch 49146/50000
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Epoch 49147/50000
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Epoch 49148/50000
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Epoch 49149/50000
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Epoch 49150/50000
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Epoch 49151/50000
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Epoch 49152/50000
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Epoch 49153/50000
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Epoch 49154/50000
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Epoch 49155/50000
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Epoch 49156/50000
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Epoch 49157/50000
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Epoch 49158/50000
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Epoch 49159/50000
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Epoch 49160/50000
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Epoch 49161/50000
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Epoch 49162/50000
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Epoch 49163/50000
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Epoch 49164/50000
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Epoch 49165/50000
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Epoch 49166/50000
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Epoch 49167/50000
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Epoch 49168/50000
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Epoch 49169/50000
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Epoch 49170/50000
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Epoch 49171/50000
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Epoch 49172/50000
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Epoch 49173/50000
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Epoch 49174/50000
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Epoch 49175/50000
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Epoch 49176/50000
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Epoch 49177/50000
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Epoch 49178/50000
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Epoch 49179/50000
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Epoch 49180/50000
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Epoch 49181/50000
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Epoch 49182/50000
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Epoch 49183/50000
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Epoch 49184/50000
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Epoch 49185/50000
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Epoch 49186/50000
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Epoch 49187/50000
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Epoch 49188/50000
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Epoch 49189/50000
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Epoch 49190/50000
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Epoch 49191/50000
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Epoch 49192/50000
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Epoch 49193/50000
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Epoch 49194/50000
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Epoch 49195/50000
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Epoch 49196/50000
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Epoch 49197/50000
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Epoch 49198/50000
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Epoch 49199/50000
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Epoch 49200/50000
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Epoch 49201/50000
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Epoch 49202/50000
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Epoch 49203/50000
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Epoch 49204/50000
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Epoch 49205/50000
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Epoch 49206/50000
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Epoch 49207/50000
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Epoch 49208/50000
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Epoch 49209/50000
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Epoch 49210/50000
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Epoch 49211/50000
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Epoch 49212/50000
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Epoch 49213/50000
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Epoch 49214/50000
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Epoch 49215/50000
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Epoch 49216/50000
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Epoch 49217/50000
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Epoch 49218/50000
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Epoch 49219/50000
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Epoch 49220/50000
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Epoch 49221/50000
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Epoch 49222/50000
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Epoch 49223/50000
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Epoch 49224/50000
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Epoch 49225/50000
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Epoch 49226/50000
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Epoch 49227/50000
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Epoch 49228/50000
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Epoch 49229/50000
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Epoch 49230/50000
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Epoch 49231/50000
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Epoch 49232/50000
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Epoch 49233/50000
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Epoch 49234/50000
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Epoch 49235/50000
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Epoch 49236/50000
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Epoch 49237/50000
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Epoch 49238/50000
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Epoch 49239/50000
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Epoch 49240/50000
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Epoch 49241/50000
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Epoch 49242/50000
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Epoch 49243/50000
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Epoch 49244/50000
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Epoch 49245/50000
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Epoch 49246/50000
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Epoch 49247/50000
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Epoch 49248/50000
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Epoch 49249/50000
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Epoch 49250/50000
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Epoch 49251/50000
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Epoch 49252/50000
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Epoch 49253/50000
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Epoch 49254/50000
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Epoch 49255/50000
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Epoch 49256/50000
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Epoch 49257/50000
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Epoch 49258/50000
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Epoch 49259/50000
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Epoch 49260/50000
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Epoch 49261/50000
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Epoch 49262/50000
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Epoch 49263/50000
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Epoch 49264/50000
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Epoch 49265/50000
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Epoch 49266/50000
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Epoch 49267/50000
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Epoch 49268/50000
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Epoch 49269/50000
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Epoch 49270/50000
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Epoch 49271/50000
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Epoch 49272/50000
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Epoch 49273/50000
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Epoch 49274/50000
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Epoch 49275/50000
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Epoch 49276/50000
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Epoch 49277/50000
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Epoch 49278/50000
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Epoch 49279/50000
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Epoch 49280/50000
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Epoch 49281/50000
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Epoch 49282/50000
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Epoch 49283/50000
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Epoch 49284/50000
discriminator loss: 1.325940 - generator loss: 0.780223 - 1s
Epoch 49285/50000
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Epoch 49286/50000
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Epoch 49287/50000
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Epoch 49288/50000
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Epoch 49289/50000
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Epoch 49290/50000
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Epoch 49291/50000
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Epoch 49292/50000
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Epoch 49293/50000
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Epoch 49294/50000
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Epoch 49295/50000
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Epoch 49296/50000
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Epoch 49297/50000
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Epoch 49298/50000
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Epoch 49299/50000
discriminator loss: 1.334944 - generator loss: 0.780347 - 1s
Epoch 49300/50000
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Epoch 49301/50000
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Epoch 49302/50000
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Epoch 49303/50000
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Epoch 49304/50000
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Epoch 49305/50000
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Epoch 49306/50000
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Epoch 49307/50000
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Epoch 49308/50000
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Epoch 49309/50000
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Epoch 49310/50000
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Epoch 49311/50000
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Epoch 49312/50000
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Epoch 49313/50000
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Epoch 49314/50000
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Epoch 49315/50000
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Epoch 49316/50000
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Epoch 49317/50000
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Epoch 49318/50000
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Epoch 49319/50000
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Epoch 49320/50000
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Epoch 49321/50000
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Epoch 49322/50000
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Epoch 49323/50000
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Epoch 49324/50000
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Epoch 49325/50000
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Epoch 49326/50000
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Epoch 49327/50000
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Epoch 49328/50000
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Epoch 49329/50000
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Epoch 49330/50000
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Epoch 49331/50000
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Epoch 49332/50000
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Epoch 49333/50000
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Epoch 49334/50000
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Epoch 49335/50000
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Epoch 49336/50000
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Epoch 49337/50000
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Epoch 49338/50000
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Epoch 49339/50000
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Epoch 49340/50000
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Epoch 49341/50000
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Epoch 49342/50000
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Epoch 49343/50000
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Epoch 49344/50000
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Epoch 49345/50000
discriminator loss: 1.342456 - generator loss: 0.780479 - 1s
Epoch 49346/50000
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Epoch 49347/50000
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Epoch 49348/50000
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Epoch 49349/50000
discriminator loss: 1.333700 - generator loss: 0.779395 - 1s
Epoch 49350/50000
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Epoch 49351/50000
discriminator loss: 1.328470 - generator loss: 0.770672 - 1s
Epoch 49352/50000
discriminator loss: 1.338193 - generator loss: 0.775728 - 1s
Epoch 49353/50000
discriminator loss: 1.317738 - generator loss: 0.791614 - 1s
Epoch 49354/50000
discriminator loss: 1.315973 - generator loss: 0.785920 - 1s
Epoch 49355/50000
discriminator loss: 1.332839 - generator loss: 0.773591 - 1s
Epoch 49356/50000
discriminator loss: 1.337164 - generator loss: 0.770009 - 1s
Epoch 49357/50000
discriminator loss: 1.330544 - generator loss: 0.779410 - 1s
Epoch 49358/50000
discriminator loss: 1.331163 - generator loss: 0.781115 - 1s
Epoch 49359/50000
discriminator loss: 1.337667 - generator loss: 0.777607 - 1s
Epoch 49360/50000
discriminator loss: 1.334112 - generator loss: 0.765888 - 1s
Epoch 49361/50000
discriminator loss: 1.330925 - generator loss: 0.781860 - 1s
Epoch 49362/50000
discriminator loss: 1.343204 - generator loss: 0.769771 - 1s
Epoch 49363/50000
discriminator loss: 1.327985 - generator loss: 0.782688 - 1s
Epoch 49364/50000
discriminator loss: 1.344270 - generator loss: 0.759533 - 1s
Epoch 49365/50000
discriminator loss: 1.339838 - generator loss: 0.767426 - 1s
Epoch 49366/50000
discriminator loss: 1.339597 - generator loss: 0.775248 - 1s
Epoch 49367/50000
discriminator loss: 1.330172 - generator loss: 0.787006 - 1s
Epoch 49368/50000
discriminator loss: 1.328391 - generator loss: 0.780090 - 1s
Epoch 49369/50000
discriminator loss: 1.334866 - generator loss: 0.773761 - 1s
Epoch 49370/50000
discriminator loss: 1.336874 - generator loss: 0.771566 - 1s
Epoch 49371/50000
discriminator loss: 1.339152 - generator loss: 0.768751 - 1s
Epoch 49372/50000
discriminator loss: 1.332010 - generator loss: 0.781565 - 1s
Epoch 49373/50000
discriminator loss: 1.331148 - generator loss: 0.781530 - 1s
Epoch 49374/50000
discriminator loss: 1.339333 - generator loss: 0.771656 - 1s
Epoch 49375/50000
discriminator loss: 1.338369 - generator loss: 0.772511 - 1s
Epoch 49376/50000
discriminator loss: 1.331521 - generator loss: 0.775399 - 1s
Epoch 49377/50000
discriminator loss: 1.329934 - generator loss: 0.777421 - 1s
Epoch 49378/50000
discriminator loss: 1.325658 - generator loss: 0.781487 - 1s
Epoch 49379/50000
discriminator loss: 1.323158 - generator loss: 0.785819 - 1s
Epoch 49380/50000
discriminator loss: 1.325372 - generator loss: 0.784546 - 1s
Epoch 49381/50000
discriminator loss: 1.341283 - generator loss: 0.768438 - 1s
Epoch 49382/50000
discriminator loss: 1.336367 - generator loss: 0.777999 - 1s
Epoch 49383/50000
discriminator loss: 1.329005 - generator loss: 0.783609 - 1s
Epoch 49384/50000
discriminator loss: 1.332595 - generator loss: 0.774225 - 1s
Epoch 49385/50000
discriminator loss: 1.326962 - generator loss: 0.774245 - 1s
Epoch 49386/50000
discriminator loss: 1.343026 - generator loss: 0.767735 - 1s
Epoch 49387/50000
discriminator loss: 1.339039 - generator loss: 0.766203 - 1s
Epoch 49388/50000
discriminator loss: 1.338908 - generator loss: 0.776740 - 1s
Epoch 49389/50000
discriminator loss: 1.339182 - generator loss: 0.767592 - 1s
Epoch 49390/50000
discriminator loss: 1.335191 - generator loss: 0.772970 - 1s
Epoch 49391/50000
discriminator loss: 1.339892 - generator loss: 0.777967 - 1s
Epoch 49392/50000
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Epoch 49393/50000
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Epoch 49394/50000
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Epoch 49395/50000
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Epoch 49396/50000
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Epoch 49397/50000
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Epoch 49398/50000
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Epoch 49399/50000
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Epoch 49400/50000
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Epoch 49401/50000
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Epoch 49402/50000
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Epoch 49403/50000
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Epoch 49404/50000
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Epoch 49405/50000
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Epoch 49406/50000
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Epoch 49407/50000
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Epoch 49408/50000
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Epoch 49409/50000
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Epoch 49410/50000
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Epoch 49411/50000
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Epoch 49412/50000
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Epoch 49413/50000
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Epoch 49414/50000
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Epoch 49415/50000
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Epoch 49416/50000
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Epoch 49417/50000
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Epoch 49418/50000
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Epoch 49419/50000
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Epoch 49420/50000
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Epoch 49421/50000
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Epoch 49422/50000
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Epoch 49423/50000
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Epoch 49424/50000
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Epoch 49425/50000
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Epoch 49426/50000
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Epoch 49427/50000
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Epoch 49428/50000
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Epoch 49429/50000
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Epoch 49430/50000
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Epoch 49431/50000
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Epoch 49432/50000
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Epoch 49433/50000
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Epoch 49434/50000
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Epoch 49435/50000
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Epoch 49436/50000
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Epoch 49437/50000
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Epoch 49438/50000
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Epoch 49439/50000
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Epoch 49440/50000
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Epoch 49441/50000
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Epoch 49442/50000
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Epoch 49443/50000
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Epoch 49444/50000
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Epoch 49445/50000
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Epoch 49446/50000
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Epoch 49447/50000
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Epoch 49448/50000
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Epoch 49449/50000
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Epoch 49450/50000
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Epoch 49451/50000
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Epoch 49452/50000
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Epoch 49453/50000
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Epoch 49454/50000
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Epoch 49455/50000
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Epoch 49456/50000
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Epoch 49457/50000
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Epoch 49458/50000
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Epoch 49459/50000
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Epoch 49460/50000
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Epoch 49461/50000
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Epoch 49462/50000
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Epoch 49463/50000
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Epoch 49464/50000
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Epoch 49465/50000
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Epoch 49466/50000
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Epoch 49467/50000
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Epoch 49468/50000
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Epoch 49469/50000
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Epoch 49470/50000
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Epoch 49471/50000
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Epoch 49472/50000
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Epoch 49473/50000
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Epoch 49474/50000
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Epoch 49475/50000
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Epoch 49476/50000
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Epoch 49477/50000
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Epoch 49478/50000
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Epoch 49479/50000
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Epoch 49480/50000
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Epoch 49481/50000
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Epoch 49482/50000
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Epoch 49483/50000
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Epoch 49484/50000
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Epoch 49485/50000
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Epoch 49486/50000
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Epoch 49487/50000
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Epoch 49488/50000
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Epoch 49489/50000
discriminator loss: 1.329921 - generator loss: 0.781007 - 1s
Epoch 49490/50000
discriminator loss: 1.337832 - generator loss: 0.770459 - 1s
Epoch 49491/50000
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Epoch 49492/50000
discriminator loss: 1.334413 - generator loss: 0.773998 - 1s
Epoch 49493/50000
discriminator loss: 1.336321 - generator loss: 0.774415 - 1s
Epoch 49494/50000
discriminator loss: 1.346624 - generator loss: 0.766213 - 1s
Epoch 49495/50000
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Epoch 49496/50000
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Epoch 49497/50000
discriminator loss: 1.316737 - generator loss: 0.777901 - 1s
Epoch 49498/50000
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Epoch 49499/50000
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Epoch 49500/50000
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Epoch 49501/50000
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Epoch 49502/50000
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Epoch 49503/50000
discriminator loss: 1.346879 - generator loss: 0.761970 - 1s
Epoch 49504/50000
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Epoch 49505/50000
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Epoch 49506/50000
discriminator loss: 1.333297 - generator loss: 0.770750 - 1s
Epoch 49507/50000
discriminator loss: 1.334319 - generator loss: 0.780688 - 1s
Epoch 49508/50000
discriminator loss: 1.339708 - generator loss: 0.774939 - 1s
Epoch 49509/50000
discriminator loss: 1.335066 - generator loss: 0.770752 - 1s
Epoch 49510/50000
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Epoch 49511/50000
discriminator loss: 1.310032 - generator loss: 0.792306 - 1s
Epoch 49512/50000
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Epoch 49513/50000
discriminator loss: 1.332948 - generator loss: 0.777387 - 1s
Epoch 49514/50000
discriminator loss: 1.334225 - generator loss: 0.771441 - 1s
Epoch 49515/50000
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Epoch 49516/50000
discriminator loss: 1.338618 - generator loss: 0.771669 - 1s
Epoch 49517/50000
discriminator loss: 1.334949 - generator loss: 0.780881 - 1s
Epoch 49518/50000
discriminator loss: 1.336458 - generator loss: 0.778006 - 1s
Epoch 49519/50000
discriminator loss: 1.335283 - generator loss: 0.766045 - 1s
Epoch 49520/50000
discriminator loss: 1.335523 - generator loss: 0.780749 - 1s
Epoch 49521/50000
discriminator loss: 1.339427 - generator loss: 0.765155 - 1s
Epoch 49522/50000
discriminator loss: 1.330267 - generator loss: 0.777952 - 1s
Epoch 49523/50000
discriminator loss: 1.334182 - generator loss: 0.778865 - 1s
Epoch 49524/50000
discriminator loss: 1.331288 - generator loss: 0.779544 - 1s
Epoch 49525/50000
discriminator loss: 1.333424 - generator loss: 0.778880 - 1s
Epoch 49526/50000
discriminator loss: 1.325836 - generator loss: 0.780166 - 1s
Epoch 49527/50000
discriminator loss: 1.333024 - generator loss: 0.780483 - 1s
Epoch 49528/50000
discriminator loss: 1.329415 - generator loss: 0.780012 - 1s
Epoch 49529/50000
discriminator loss: 1.316987 - generator loss: 0.794205 - 1s
Epoch 49530/50000
discriminator loss: 1.332086 - generator loss: 0.774489 - 1s
Epoch 49531/50000
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Epoch 49532/50000
discriminator loss: 1.328647 - generator loss: 0.787595 - 1s
Epoch 49533/50000
discriminator loss: 1.329337 - generator loss: 0.777398 - 1s
Epoch 49534/50000
discriminator loss: 1.334075 - generator loss: 0.782595 - 1s
Epoch 49535/50000
discriminator loss: 1.345430 - generator loss: 0.767056 - 1s
Epoch 49536/50000
discriminator loss: 1.336023 - generator loss: 0.777899 - 1s
Epoch 49537/50000
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Epoch 49538/50000
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Epoch 49539/50000
discriminator loss: 1.327814 - generator loss: 0.786343 - 1s
Epoch 49540/50000
discriminator loss: 1.340064 - generator loss: 0.774258 - 1s
Epoch 49541/50000
discriminator loss: 1.329454 - generator loss: 0.774503 - 1s
Epoch 49542/50000
discriminator loss: 1.341063 - generator loss: 0.770265 - 1s
Epoch 49543/50000
discriminator loss: 1.326088 - generator loss: 0.791568 - 1s
Epoch 49544/50000
discriminator loss: 1.324200 - generator loss: 0.779483 - 1s
Epoch 49545/50000
discriminator loss: 1.331722 - generator loss: 0.776238 - 1s
Epoch 49546/50000
discriminator loss: 1.330256 - generator loss: 0.778259 - 1s
Epoch 49547/50000
discriminator loss: 1.330561 - generator loss: 0.776632 - 1s
Epoch 49548/50000
discriminator loss: 1.329800 - generator loss: 0.789670 - 1s
Epoch 49549/50000
discriminator loss: 1.334521 - generator loss: 0.776418 - 1s
Epoch 49550/50000
discriminator loss: 1.327523 - generator loss: 0.776431 - 1s
Epoch 49551/50000
discriminator loss: 1.334271 - generator loss: 0.776636 - 1s
Epoch 49552/50000
discriminator loss: 1.332968 - generator loss: 0.778893 - 1s
Epoch 49553/50000
discriminator loss: 1.332907 - generator loss: 0.770957 - 1s
Epoch 49554/50000
discriminator loss: 1.325986 - generator loss: 0.777398 - 1s
Epoch 49555/50000
discriminator loss: 1.335001 - generator loss: 0.779602 - 1s
Epoch 49556/50000
discriminator loss: 1.335968 - generator loss: 0.771124 - 1s
Epoch 49557/50000
discriminator loss: 1.336259 - generator loss: 0.770662 - 1s
Epoch 49558/50000
discriminator loss: 1.336374 - generator loss: 0.771603 - 1s
Epoch 49559/50000
discriminator loss: 1.338246 - generator loss: 0.765987 - 1s
Epoch 49560/50000
discriminator loss: 1.333553 - generator loss: 0.788027 - 1s
Epoch 49561/50000
discriminator loss: 1.333696 - generator loss: 0.785775 - 1s
Epoch 49562/50000
discriminator loss: 1.330148 - generator loss: 0.775944 - 1s
Epoch 49563/50000
discriminator loss: 1.336933 - generator loss: 0.770242 - 1s
Epoch 49564/50000
discriminator loss: 1.329437 - generator loss: 0.782554 - 1s
Epoch 49565/50000
discriminator loss: 1.342344 - generator loss: 0.770077 - 1s
Epoch 49566/50000
discriminator loss: 1.325647 - generator loss: 0.783802 - 1s
Epoch 49567/50000
discriminator loss: 1.333677 - generator loss: 0.776004 - 1s
Epoch 49568/50000
discriminator loss: 1.334796 - generator loss: 0.771036 - 1s
Epoch 49569/50000
discriminator loss: 1.324124 - generator loss: 0.784096 - 1s
Epoch 49570/50000
discriminator loss: 1.342547 - generator loss: 0.774285 - 1s
Epoch 49571/50000
discriminator loss: 1.338579 - generator loss: 0.775395 - 1s
Epoch 49572/50000
discriminator loss: 1.332926 - generator loss: 0.777243 - 1s
Epoch 49573/50000
discriminator loss: 1.331559 - generator loss: 0.776218 - 1s
Epoch 49574/50000
discriminator loss: 1.322564 - generator loss: 0.786540 - 1s
Epoch 49575/50000
discriminator loss: 1.330652 - generator loss: 0.784058 - 1s
Epoch 49576/50000
discriminator loss: 1.344644 - generator loss: 0.766564 - 1s
Epoch 49577/50000
discriminator loss: 1.344616 - generator loss: 0.767012 - 1s
Epoch 49578/50000
discriminator loss: 1.330979 - generator loss: 0.772071 - 1s
Epoch 49579/50000
discriminator loss: 1.335100 - generator loss: 0.778112 - 1s
Epoch 49580/50000
discriminator loss: 1.328899 - generator loss: 0.784205 - 1s
Epoch 49581/50000
discriminator loss: 1.334229 - generator loss: 0.773038 - 1s
Epoch 49582/50000
discriminator loss: 1.330085 - generator loss: 0.774865 - 1s
Epoch 49583/50000
discriminator loss: 1.339150 - generator loss: 0.774599 - 1s
Epoch 49584/50000
discriminator loss: 1.331539 - generator loss: 0.777605 - 1s
Epoch 49585/50000
discriminator loss: 1.341661 - generator loss: 0.765818 - 1s
Epoch 49586/50000
discriminator loss: 1.339725 - generator loss: 0.784479 - 1s
Epoch 49587/50000
discriminator loss: 1.334786 - generator loss: 0.770600 - 1s
Epoch 49588/50000
discriminator loss: 1.338018 - generator loss: 0.772336 - 1s
Epoch 49589/50000
discriminator loss: 1.337723 - generator loss: 0.773809 - 1s
Epoch 49590/50000
discriminator loss: 1.353258 - generator loss: 0.761148 - 1s
Epoch 49591/50000
discriminator loss: 1.336908 - generator loss: 0.775069 - 1s
Epoch 49592/50000
discriminator loss: 1.341194 - generator loss: 0.773545 - 1s
Epoch 49593/50000
discriminator loss: 1.325620 - generator loss: 0.775621 - 1s
Epoch 49594/50000
discriminator loss: 1.327417 - generator loss: 0.781203 - 1s
Epoch 49595/50000
discriminator loss: 1.330012 - generator loss: 0.781264 - 1s
Epoch 49596/50000
discriminator loss: 1.322693 - generator loss: 0.785353 - 1s
Epoch 49597/50000
discriminator loss: 1.332794 - generator loss: 0.772827 - 1s
Epoch 49598/50000
discriminator loss: 1.332771 - generator loss: 0.777489 - 1s
Epoch 49599/50000
discriminator loss: 1.330960 - generator loss: 0.781295 - 1s
Epoch 49600/50000
discriminator loss: 1.337448 - generator loss: 0.774406 - 1s
Epoch 49601/50000
discriminator loss: 1.322429 - generator loss: 0.783835 - 1s
Epoch 49602/50000
discriminator loss: 1.331222 - generator loss: 0.775848 - 1s
Epoch 49603/50000
discriminator loss: 1.328104 - generator loss: 0.781426 - 1s
Epoch 49604/50000
discriminator loss: 1.327339 - generator loss: 0.776203 - 1s
Epoch 49605/50000
discriminator loss: 1.330474 - generator loss: 0.782454 - 1s
Epoch 49606/50000
discriminator loss: 1.336876 - generator loss: 0.776190 - 1s
Epoch 49607/50000
discriminator loss: 1.336875 - generator loss: 0.766917 - 1s
Epoch 49608/50000
discriminator loss: 1.342274 - generator loss: 0.766461 - 1s
Epoch 49609/50000
discriminator loss: 1.326555 - generator loss: 0.788392 - 1s
Epoch 49610/50000
discriminator loss: 1.327152 - generator loss: 0.773800 - 1s
Epoch 49611/50000
discriminator loss: 1.347981 - generator loss: 0.766401 - 1s
Epoch 49612/50000
discriminator loss: 1.348630 - generator loss: 0.769172 - 1s
Epoch 49613/50000
discriminator loss: 1.332481 - generator loss: 0.778084 - 1s
Epoch 49614/50000
discriminator loss: 1.338129 - generator loss: 0.773413 - 1s
Epoch 49615/50000
discriminator loss: 1.335014 - generator loss: 0.772648 - 1s
Epoch 49616/50000
discriminator loss: 1.335401 - generator loss: 0.777446 - 1s
Epoch 49617/50000
discriminator loss: 1.326897 - generator loss: 0.782335 - 1s
Epoch 49618/50000
discriminator loss: 1.329247 - generator loss: 0.782084 - 1s
Epoch 49619/50000
discriminator loss: 1.322324 - generator loss: 0.775994 - 1s
Epoch 49620/50000
discriminator loss: 1.332144 - generator loss: 0.781224 - 1s
Epoch 49621/50000
discriminator loss: 1.340191 - generator loss: 0.771961 - 1s
Epoch 49622/50000
discriminator loss: 1.329509 - generator loss: 0.781068 - 1s
Epoch 49623/50000
discriminator loss: 1.330056 - generator loss: 0.773679 - 1s
Epoch 49624/50000
discriminator loss: 1.342097 - generator loss: 0.772641 - 1s
Epoch 49625/50000
discriminator loss: 1.328269 - generator loss: 0.784138 - 1s
Epoch 49626/50000
discriminator loss: 1.342361 - generator loss: 0.763916 - 1s
Epoch 49627/50000
discriminator loss: 1.325091 - generator loss: 0.783603 - 1s
Epoch 49628/50000
discriminator loss: 1.337160 - generator loss: 0.774772 - 1s
Epoch 49629/50000
discriminator loss: 1.335584 - generator loss: 0.773454 - 1s
Epoch 49630/50000
discriminator loss: 1.333618 - generator loss: 0.768672 - 1s
Epoch 49631/50000
discriminator loss: 1.330613 - generator loss: 0.773841 - 1s
Epoch 49632/50000
discriminator loss: 1.340075 - generator loss: 0.773882 - 1s
Epoch 49633/50000
discriminator loss: 1.328022 - generator loss: 0.783655 - 1s
Epoch 49634/50000
discriminator loss: 1.336498 - generator loss: 0.768230 - 1s
Epoch 49635/50000
discriminator loss: 1.346966 - generator loss: 0.768192 - 1s
Epoch 49636/50000
discriminator loss: 1.331045 - generator loss: 0.772456 - 1s
Epoch 49637/50000
discriminator loss: 1.328410 - generator loss: 0.779552 - 1s
Epoch 49638/50000
discriminator loss: 1.336593 - generator loss: 0.780191 - 1s
Epoch 49639/50000
discriminator loss: 1.324818 - generator loss: 0.782573 - 1s
Epoch 49640/50000
discriminator loss: 1.328112 - generator loss: 0.775211 - 1s
Epoch 49641/50000
discriminator loss: 1.321209 - generator loss: 0.776791 - 1s
Epoch 49642/50000
discriminator loss: 1.346751 - generator loss: 0.772810 - 1s
Epoch 49643/50000
discriminator loss: 1.341700 - generator loss: 0.775934 - 1s
Epoch 49644/50000
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Epoch 49645/50000
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Epoch 49646/50000
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Epoch 49647/50000
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Epoch 49648/50000
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Epoch 49649/50000
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Epoch 49650/50000
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Epoch 49651/50000
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Epoch 49652/50000
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Epoch 49653/50000
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Epoch 49654/50000
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Epoch 49655/50000
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Epoch 49656/50000
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Epoch 49657/50000
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Epoch 49658/50000
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Epoch 49659/50000
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Epoch 49660/50000
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Epoch 49661/50000
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Epoch 49662/50000
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Epoch 49663/50000
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Epoch 49664/50000
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Epoch 49665/50000
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Epoch 49666/50000
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Epoch 49667/50000
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Epoch 49668/50000
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Epoch 49669/50000
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Epoch 49670/50000
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Epoch 49671/50000
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Epoch 49672/50000
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Epoch 49673/50000
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Epoch 49674/50000
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Epoch 49675/50000
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Epoch 49676/50000
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Epoch 49677/50000
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Epoch 49678/50000
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Epoch 49679/50000
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Epoch 49680/50000
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Epoch 49681/50000
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Epoch 49682/50000
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Epoch 49683/50000
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Epoch 49684/50000
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Epoch 49685/50000
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Epoch 49686/50000
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Epoch 49687/50000
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Epoch 49688/50000
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Epoch 49689/50000
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Epoch 49690/50000
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Epoch 49691/50000
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Epoch 49692/50000
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Epoch 49693/50000
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Epoch 49694/50000
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Epoch 49695/50000
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Epoch 49696/50000
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Epoch 49697/50000
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Epoch 49698/50000
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Epoch 49699/50000
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Epoch 49700/50000
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Epoch 49701/50000
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Epoch 49702/50000
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Epoch 49703/50000
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Epoch 49704/50000
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Epoch 49705/50000
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Epoch 49706/50000
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Epoch 49707/50000
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Epoch 49708/50000
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Epoch 49709/50000
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Epoch 49710/50000
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Epoch 49711/50000
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Epoch 49712/50000
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Epoch 49713/50000
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Epoch 49714/50000
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Epoch 49715/50000
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Epoch 49716/50000
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Epoch 49717/50000
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Epoch 49718/50000
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Epoch 49719/50000
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Epoch 49720/50000
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Epoch 49721/50000
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Epoch 49722/50000
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Epoch 49723/50000
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Epoch 49724/50000
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Epoch 49725/50000
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Epoch 49726/50000
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Epoch 49727/50000
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Epoch 49728/50000
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Epoch 49729/50000
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Epoch 49730/50000
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Epoch 49731/50000
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Epoch 49732/50000
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Epoch 49733/50000
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Epoch 49734/50000
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Epoch 49735/50000
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Epoch 49736/50000
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Epoch 49737/50000
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Epoch 49738/50000
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Epoch 49739/50000
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Epoch 49740/50000
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Epoch 49741/50000
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Epoch 49742/50000
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Epoch 49743/50000
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Epoch 49744/50000
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Epoch 49745/50000
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Epoch 49746/50000
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Epoch 49747/50000
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Epoch 49748/50000
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Epoch 49749/50000
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Epoch 49750/50000
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Epoch 49751/50000
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Epoch 49752/50000
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Epoch 49753/50000
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Epoch 49754/50000
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Epoch 49755/50000
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Epoch 49756/50000
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Epoch 49757/50000
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Epoch 49758/50000
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Epoch 49759/50000
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Epoch 49760/50000
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Epoch 49761/50000
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Epoch 49762/50000
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Epoch 49763/50000
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Epoch 49764/50000
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Epoch 49765/50000
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Epoch 49766/50000
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Epoch 49767/50000
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Epoch 49768/50000
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Epoch 49769/50000
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Epoch 49770/50000
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Epoch 49771/50000
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Epoch 49772/50000
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Epoch 49773/50000
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Epoch 49774/50000
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Epoch 49775/50000
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Epoch 49776/50000
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Epoch 49777/50000
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Epoch 49778/50000
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Epoch 49779/50000
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Epoch 49780/50000
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Epoch 49781/50000
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Epoch 49782/50000
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Epoch 49783/50000
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Epoch 49784/50000
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Epoch 49785/50000
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Epoch 49786/50000
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Epoch 49787/50000
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Epoch 49788/50000
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Epoch 49789/50000
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Epoch 49790/50000
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Epoch 49791/50000
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Epoch 49792/50000
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Epoch 49793/50000
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Epoch 49794/50000
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Epoch 49795/50000
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Epoch 49796/50000
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Epoch 49797/50000
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Epoch 49798/50000
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Epoch 49799/50000
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Epoch 49800/50000
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Epoch 49801/50000
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Epoch 49802/50000
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Epoch 49803/50000
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Epoch 49804/50000
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Epoch 49805/50000
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Epoch 49806/50000
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Epoch 49807/50000
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Epoch 49808/50000
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Epoch 49809/50000
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Epoch 49810/50000
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Epoch 49811/50000
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Epoch 49812/50000
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Epoch 49813/50000
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Epoch 49814/50000
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Epoch 49815/50000
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Epoch 49816/50000
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Epoch 49817/50000
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Epoch 49818/50000
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Epoch 49819/50000
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Epoch 49820/50000
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Epoch 49821/50000
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Epoch 49822/50000
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Epoch 49823/50000
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Epoch 49824/50000
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Epoch 49825/50000
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Epoch 49826/50000
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Epoch 49827/50000
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Epoch 49828/50000
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Epoch 49829/50000
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Epoch 49830/50000
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Epoch 49831/50000
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Epoch 49832/50000
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Epoch 49833/50000
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Epoch 49834/50000
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Epoch 49835/50000
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Epoch 49836/50000
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Epoch 49837/50000
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Epoch 49838/50000
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Epoch 49839/50000
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Epoch 49840/50000
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Epoch 49841/50000
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Epoch 49842/50000
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Epoch 49843/50000
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Epoch 49844/50000
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Epoch 49845/50000
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Epoch 49846/50000
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Epoch 49847/50000
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Epoch 49848/50000
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Epoch 49849/50000
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Epoch 49850/50000
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Epoch 49851/50000
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Epoch 49852/50000
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Epoch 49853/50000
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Epoch 49854/50000
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Epoch 49855/50000
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Epoch 49856/50000
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Epoch 49857/50000
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Epoch 49858/50000
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Epoch 49859/50000
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Epoch 49860/50000
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Epoch 49861/50000
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Epoch 49862/50000
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Epoch 49863/50000
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Epoch 49864/50000
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Epoch 49865/50000
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Epoch 49866/50000
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Epoch 49867/50000
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Epoch 49868/50000
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Epoch 49869/50000
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Epoch 49870/50000
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Epoch 49871/50000
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Epoch 49872/50000
discriminator loss: 1.329795 - generator loss: 0.780788 - 1s
Epoch 49873/50000
discriminator loss: 1.333505 - generator loss: 0.783142 - 1s
Epoch 49874/50000
discriminator loss: 1.323796 - generator loss: 0.785429 - 1s
Epoch 49875/50000
discriminator loss: 1.337019 - generator loss: 0.769833 - 1s
Epoch 49876/50000
discriminator loss: 1.337999 - generator loss: 0.775402 - 1s
Epoch 49877/50000
discriminator loss: 1.339774 - generator loss: 0.772726 - 1s
Epoch 49878/50000
discriminator loss: 1.339202 - generator loss: 0.775588 - 1s
Epoch 49879/50000
discriminator loss: 1.333304 - generator loss: 0.768385 - 1s
Epoch 49880/50000
discriminator loss: 1.331750 - generator loss: 0.786890 - 1s
Epoch 49881/50000
discriminator loss: 1.333405 - generator loss: 0.778666 - 1s
Epoch 49882/50000
discriminator loss: 1.331715 - generator loss: 0.775761 - 1s
Epoch 49883/50000
discriminator loss: 1.328925 - generator loss: 0.775662 - 1s
Epoch 49884/50000
discriminator loss: 1.337229 - generator loss: 0.778178 - 1s
Epoch 49885/50000
discriminator loss: 1.329685 - generator loss: 0.783725 - 1s
Epoch 49886/50000
discriminator loss: 1.345465 - generator loss: 0.770312 - 1s
Epoch 49887/50000
discriminator loss: 1.336742 - generator loss: 0.776716 - 1s
Epoch 49888/50000
discriminator loss: 1.333231 - generator loss: 0.778626 - 1s
Epoch 49889/50000
discriminator loss: 1.335466 - generator loss: 0.770166 - 1s
Epoch 49890/50000
discriminator loss: 1.333851 - generator loss: 0.775770 - 1s
Epoch 49891/50000
discriminator loss: 1.334293 - generator loss: 0.771133 - 1s
Epoch 49892/50000
discriminator loss: 1.339246 - generator loss: 0.770401 - 1s
Epoch 49893/50000
discriminator loss: 1.333238 - generator loss: 0.784368 - 1s
Epoch 49894/50000
discriminator loss: 1.337883 - generator loss: 0.769497 - 1s
Epoch 49895/50000
discriminator loss: 1.325745 - generator loss: 0.775798 - 1s
Epoch 49896/50000
discriminator loss: 1.321228 - generator loss: 0.790520 - 1s
Epoch 49897/50000
discriminator loss: 1.332445 - generator loss: 0.777429 - 1s
Epoch 49898/50000
discriminator loss: 1.322451 - generator loss: 0.789952 - 1s
Epoch 49899/50000
discriminator loss: 1.345108 - generator loss: 0.762404 - 1s
Epoch 49900/50000
discriminator loss: 1.340554 - generator loss: 0.773058 - 1s
Epoch 49901/50000
discriminator loss: 1.327812 - generator loss: 0.776586 - 1s
Epoch 49902/50000
discriminator loss: 1.328424 - generator loss: 0.774837 - 1s
Epoch 49903/50000
discriminator loss: 1.326317 - generator loss: 0.783180 - 1s
Epoch 49904/50000
discriminator loss: 1.327149 - generator loss: 0.780314 - 1s
Epoch 49905/50000
discriminator loss: 1.333215 - generator loss: 0.775958 - 1s
Epoch 49906/50000
discriminator loss: 1.346121 - generator loss: 0.767121 - 1s
Epoch 49907/50000
discriminator loss: 1.335942 - generator loss: 0.776171 - 1s
Epoch 49908/50000
discriminator loss: 1.339137 - generator loss: 0.774251 - 1s
Epoch 49909/50000
discriminator loss: 1.337870 - generator loss: 0.777535 - 1s
Epoch 49910/50000
discriminator loss: 1.333941 - generator loss: 0.775945 - 1s
Epoch 49911/50000
discriminator loss: 1.330531 - generator loss: 0.777280 - 1s
Epoch 49912/50000
discriminator loss: 1.336635 - generator loss: 0.774640 - 1s
Epoch 49913/50000
discriminator loss: 1.345074 - generator loss: 0.766460 - 1s
Epoch 49914/50000
discriminator loss: 1.338530 - generator loss: 0.775067 - 1s
Epoch 49915/50000
discriminator loss: 1.345227 - generator loss: 0.759512 - 1s
Epoch 49916/50000
discriminator loss: 1.328687 - generator loss: 0.775233 - 1s
Epoch 49917/50000
discriminator loss: 1.338669 - generator loss: 0.772355 - 1s
Epoch 49918/50000
discriminator loss: 1.341321 - generator loss: 0.771159 - 1s
Epoch 49919/50000
discriminator loss: 1.319269 - generator loss: 0.798345 - 1s
Epoch 49920/50000
discriminator loss: 1.308774 - generator loss: 0.790751 - 1s
Epoch 49921/50000
discriminator loss: 1.315004 - generator loss: 0.785534 - 1s
Epoch 49922/50000
discriminator loss: 1.334642 - generator loss: 0.778299 - 1s
Epoch 49923/50000
discriminator loss: 1.331690 - generator loss: 0.778195 - 1s
Epoch 49924/50000
discriminator loss: 1.328340 - generator loss: 0.782104 - 1s
Epoch 49925/50000
discriminator loss: 1.341273 - generator loss: 0.769087 - 1s
Epoch 49926/50000
discriminator loss: 1.330307 - generator loss: 0.770331 - 1s
Epoch 49927/50000
discriminator loss: 1.332600 - generator loss: 0.779707 - 1s
Epoch 49928/50000
discriminator loss: 1.332536 - generator loss: 0.780127 - 1s
Epoch 49929/50000
discriminator loss: 1.341909 - generator loss: 0.762546 - 1s
Epoch 49930/50000
discriminator loss: 1.341676 - generator loss: 0.772501 - 1s
Epoch 49931/50000
discriminator loss: 1.332676 - generator loss: 0.777784 - 1s
Epoch 49932/50000
discriminator loss: 1.339853 - generator loss: 0.768988 - 1s
Epoch 49933/50000
discriminator loss: 1.331018 - generator loss: 0.779535 - 1s
Epoch 49934/50000
discriminator loss: 1.338909 - generator loss: 0.765025 - 1s
Epoch 49935/50000
discriminator loss: 1.329813 - generator loss: 0.786905 - 1s
Epoch 49936/50000
discriminator loss: 1.335749 - generator loss: 0.773312 - 1s
Epoch 49937/50000
discriminator loss: 1.322739 - generator loss: 0.785311 - 1s
Epoch 49938/50000
discriminator loss: 1.331641 - generator loss: 0.783661 - 1s
Epoch 49939/50000
discriminator loss: 1.340812 - generator loss: 0.762665 - 1s
Epoch 49940/50000
discriminator loss: 1.334340 - generator loss: 0.777099 - 1s
Epoch 49941/50000
discriminator loss: 1.340757 - generator loss: 0.768665 - 1s
Epoch 49942/50000
discriminator loss: 1.336417 - generator loss: 0.780882 - 1s
Epoch 49943/50000
discriminator loss: 1.340233 - generator loss: 0.769948 - 1s
Epoch 49944/50000
discriminator loss: 1.332896 - generator loss: 0.771643 - 1s
Epoch 49945/50000
discriminator loss: 1.331055 - generator loss: 0.774239 - 1s
Epoch 49946/50000
discriminator loss: 1.337236 - generator loss: 0.765044 - 1s
Epoch 49947/50000
discriminator loss: 1.332896 - generator loss: 0.775377 - 1s
Epoch 49948/50000
discriminator loss: 1.328667 - generator loss: 0.787413 - 1s
Epoch 49949/50000
discriminator loss: 1.328284 - generator loss: 0.775490 - 1s
Epoch 49950/50000
discriminator loss: 1.334362 - generator loss: 0.782597 - 1s
Epoch 49951/50000
discriminator loss: 1.325831 - generator loss: 0.778661 - 1s
Epoch 49952/50000
discriminator loss: 1.330744 - generator loss: 0.773892 - 1s
Epoch 49953/50000
discriminator loss: 1.341230 - generator loss: 0.775230 - 1s
Epoch 49954/50000
discriminator loss: 1.338661 - generator loss: 0.769758 - 1s
Epoch 49955/50000
discriminator loss: 1.338352 - generator loss: 0.772500 - 1s
Epoch 49956/50000
discriminator loss: 1.341864 - generator loss: 0.767323 - 1s
Epoch 49957/50000
discriminator loss: 1.336895 - generator loss: 0.787354 - 1s
Epoch 49958/50000
discriminator loss: 1.335881 - generator loss: 0.771671 - 1s
Epoch 49959/50000
discriminator loss: 1.334390 - generator loss: 0.778406 - 1s
Epoch 49960/50000
discriminator loss: 1.330277 - generator loss: 0.772267 - 1s
Epoch 49961/50000
discriminator loss: 1.332655 - generator loss: 0.779358 - 1s
Epoch 49962/50000
discriminator loss: 1.329583 - generator loss: 0.778446 - 1s
Epoch 49963/50000
discriminator loss: 1.337817 - generator loss: 0.770623 - 1s
Epoch 49964/50000
discriminator loss: 1.342183 - generator loss: 0.765731 - 1s
Epoch 49965/50000
discriminator loss: 1.340892 - generator loss: 0.772833 - 1s
Epoch 49966/50000
discriminator loss: 1.332895 - generator loss: 0.782767 - 1s
Epoch 49967/50000
discriminator loss: 1.326904 - generator loss: 0.782311 - 1s
Epoch 49968/50000
discriminator loss: 1.330455 - generator loss: 0.775693 - 1s
Epoch 49969/50000
discriminator loss: 1.335249 - generator loss: 0.770721 - 1s
Epoch 49970/50000
discriminator loss: 1.335164 - generator loss: 0.772932 - 1s
Epoch 49971/50000
discriminator loss: 1.319014 - generator loss: 0.784868 - 1s
Epoch 49972/50000
discriminator loss: 1.338934 - generator loss: 0.774142 - 1s
Epoch 49973/50000
discriminator loss: 1.334040 - generator loss: 0.771334 - 1s
Epoch 49974/50000
discriminator loss: 1.333814 - generator loss: 0.780098 - 1s
Epoch 49975/50000
discriminator loss: 1.339581 - generator loss: 0.772689 - 1s
Epoch 49976/50000
discriminator loss: 1.337133 - generator loss: 0.773498 - 1s
Epoch 49977/50000
discriminator loss: 1.336476 - generator loss: 0.776388 - 1s
Epoch 49978/50000
discriminator loss: 1.343786 - generator loss: 0.759645 - 1s
Epoch 49979/50000
discriminator loss: 1.344879 - generator loss: 0.771957 - 1s
Epoch 49980/50000
discriminator loss: 1.337826 - generator loss: 0.770941 - 1s
Epoch 49981/50000
discriminator loss: 1.334175 - generator loss: 0.786443 - 1s
Epoch 49982/50000
discriminator loss: 1.334918 - generator loss: 0.786219 - 1s
Epoch 49983/50000
discriminator loss: 1.331713 - generator loss: 0.766592 - 1s
Epoch 49984/50000
discriminator loss: 1.333469 - generator loss: 0.773740 - 1s
Epoch 49985/50000
discriminator loss: 1.339933 - generator loss: 0.772430 - 1s
Epoch 49986/50000
discriminator loss: 1.344156 - generator loss: 0.768112 - 1s
Epoch 49987/50000
discriminator loss: 1.338897 - generator loss: 0.770535 - 1s
Epoch 49988/50000
discriminator loss: 1.339694 - generator loss: 0.772953 - 1s
Epoch 49989/50000
discriminator loss: 1.346915 - generator loss: 0.768813 - 1s
Epoch 49990/50000
discriminator loss: 1.329520 - generator loss: 0.780005 - 1s
Epoch 49991/50000
discriminator loss: 1.332966 - generator loss: 0.768914 - 1s
Epoch 49992/50000
discriminator loss: 1.339482 - generator loss: 0.777636 - 1s
Epoch 49993/50000
discriminator loss: 1.331100 - generator loss: 0.777924 - 1s
Epoch 49994/50000
discriminator loss: 1.333258 - generator loss: 0.770127 - 1s
Epoch 49995/50000
discriminator loss: 1.345968 - generator loss: 0.770240 - 1s
Epoch 49996/50000
discriminator loss: 1.338055 - generator loss: 0.786758 - 1s
Epoch 49997/50000
discriminator loss: 1.337666 - generator loss: 0.773645 - 1s
Epoch 49998/50000
discriminator loss: 1.335144 - generator loss: 0.773713 - 1s
Epoch 49999/50000
discriminator loss: 1.335131 - generator loss: 0.770010 - 1s
Epoch 50000/50000
discriminator loss: 1.324608 - generator loss: 0.781375 - 1s

# Losses from epoch 5000 to 50000

fig, ax = plt.subplots(1,1, figsize=[20,10])
ax.plot(hist)
ax.legend(['loss_gen', 'loss_disc'])
ax.set_yscale('log')
ax.grid()

#from tensorflow.keras.models import load_model
import joblib
joblib.dump(scaler, "scaler-tfex.pkl")
gan.save("gan-tfex.h5")

#scaler = joblib.load("scaler.pkl") 
#gan = load_model('gan.h5')

np.random.seed(10)
tf.random.set_seed(10)

noise = tf.random.normal(shape=[1, latent_space])
X_generated = scaler.inverse_transform((gan.layers[0].predict(noise).reshape(ntimes,15)+1)/2)
X_generated = pca_compress.inverse_transform(X_generated)
X_generated[X_generated<0.0] = 0.0

fig, ax = plt.subplots(2,4, figsize=[20,10])
for i, group in enumerate(groups):
    ax.flatten()[i].plot(X_generated[:,i*nl*nc+4], '-o')
    ax.flatten()[i].set_title(group)

fig, ax = plt.subplots(2,4, figsize=[20,10])
for i, group in enumerate(groups):
    ax.flatten()[i].plot(X_train_1D[2930:3020,i*nl*nc+4])
    ax.flatten()[i].set_title(group)

fig, ax = plt.subplots(2,4, figsize=[20,10])
for i, group in enumerate(groups):
    im = ax.flatten()[i].imshow(X_generated.reshape(ntimes,len(groups),nl,nc)[0,i,:,:])
    fig.colorbar(im, ax=ax.flatten()[i])
    ax.flatten()[i].set_title(group)

fig, ax = plt.subplots(2,4, figsize=[20,10])
for i, group in enumerate(groups):
    im = ax.flatten()[i].imshow(X_train_1D.reshape(len(times),len(groups),nl,nc)[2932,i,:,:])
    fig.colorbar(im, ax=ax.flatten()[i])
    ax.flatten()[i].set_title(group)

#np.random.seed(0)
#tf.random.set_seed(0)

npredict = 5
noise = tf.random.normal(shape=[npredict, latent_space])
X_generated = scaler.inverse_transform((gan.layers[0].predict(noise).reshape(npredict*ntimes,15)+1)/2)
X_generated = pca_compress.inverse_transform(X_generated)
X_generated = X_generated.reshape(npredict, ntimes, len(groups)*nl*nc)
fig, ax = plt.subplots(npredict*2,len(groups), figsize=[20,npredict*5])
for j in range(npredict):
    for i, group in enumerate(groups):
        for k in range(0,10,10): 
            ax.flatten()[i+2*j*len(groups)].plot(X_generated[j][:,i*nl*nc+4+10*k], '-')
    for i, group in enumerate(groups):
        im = ax.flatten()[i+(2*j+1)*len(groups)].imshow(X_generated[j].reshape(ntimes,len(groups),nl,nc)[4,i,:,:])
        fig.colorbar(im, ax=ax.flatten()[i+(2*j+1)*len(groups)])